	{"id":1033043,"date":"2025-10-27T16:20:13","date_gmt":"2025-10-27T16:20:13","guid":{"rendered":"https:\/\/www.artefact.com\/?page_id=1033043"},"modified":"2025-11-03T14:34:57","modified_gmt":"2025-11-03T14:34:57","slug":"blog","status":"publish","type":"page","link":"https:\/\/www.artefact.com\/zh\/insights\/blog\/","title":{"rendered":"Blog \uff08\u65b0\u9875\uff09"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-none nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" 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style=\"margin:0;letter-spacing:var(--awb-custom_typography_7-letter-spacing);--fontSize:70;line-height:1;\">\u5168\u7403 Blog<\/h1><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">\u4ece\u6211\u4eec\u6700\u65b0\u7684\u535a\u5ba2\u6587\u7ae0\u4e2d\u83b7\u5f97\u7075\u611f\u3002.<\/h2><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-padding-bottom:20px;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" 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!important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-1\" 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Speed. Scale. Everything luxury has always refused. And yet, AI agents may be the first technology capable of delivering what the industry has promised for decades but never quite managed to completely achieve: knowing every client as if they were your only one.The luxury promise and the gap behind itLuxury doesn&#039;t sell products; it\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Seeing%20the%20invisible%20%E2%80%93%20Luxury%20in%20the%20age%20of%20agents%3A%20Artefact%E2%80%99s%20perspective&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fseeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" 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class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-3 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670825\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-when-buying-becomes-delegating\/\" target=\"_self\" aria-label=\"\u4ee3\u7406\u5f0f\u7535\u5546\u2014\u2014\u5f53\u8d2d\u7269\u53d8\u6210\u59d4\u6258\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic commerce: When buying becomes delegating\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating.png\" class=\"img-responsive wp-image-1320136 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ee3\u7406\u5f0f\u7535\u5546\uff1a\u5f53\u8d2d\u7269\u53d8\u6210\u59d4\u6258<\/h3><\/div><div class=\"fusion-text fusion-text-3 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u77ed\u77ed\u51e0\u5e74\u95f4\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5df2\u4ece\u65b0\u9c9c\u4e8b\u7269\u8f6c\u53d8\u4e3a\u4e3b\u6d41\u5165\u53e3\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u6bcf\u6708\u5df2\u5438\u5f15\u8fd1450\u4ebf\u6b21\u8bbf\u95ee\uff0c\u76f8\u5f53\u4e8e56%\u7684\u4f20\u7edf\u641c\u7d22\u91cf\u2014\u2014\u800c\u4f20\u7edf\u641c\u7d22\u91cf\u5df2\u505c\u6ede\u4e0d\u524d\u591a\u5e74\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-2\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic commerce: When buying becomes delegating\" data-description=\"Why the next brand battleground will be fought in front of agents, not humans.In just a few years, generative AI has moved from novelty to default front door. Large language models (LLMs) already attract close to 45 billion visits per month, the equivalent of 56% of traditional search volume, which has plateaued for years. But\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-2\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-commerce-when-buying-becomes-delegating%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-commerce-when-buying-becomes-delegating%2F&amp;title=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;summary=Why%20the%20next%20brand%20battleground%20will%20be%20fought%20in%20front%20of%20agents%2C%20not%20humans.%0D%0AIn%20just%20a%20few%20years%2C%20generative%20AI%20has%20moved%20from%20novelty%20to%20default%20front%20door.%20Large%20language%20models%20%28LLMs%29%20already%20attract%20close%20to%2045%20billion%20visits%20per%20month%2C%20the%20equivalent%20of%2056%25%20of%20traditional%20search%20volume%2C%20which%20has%20plateaued%20for%20years.%20But\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-5 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-3 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-6 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-7 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-4\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670825\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column diversity-inclusion\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-3 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\" target=\"_self\" aria-label=\"\u4f01\u4e1a\u5982\u4f55\u901a\u8fc7\u6709\u610f\u4e49\u7684\u7ed3\u6784\u6027\u53d8\u9769\u4fc3\u8fdbLGBTQIAPN+\u7fa4\u4f53\u7684\u5305\u5bb9\u6027\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How companies can foster LGBTQIAPN+ inclusion through meaningful structural change\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change.png\" class=\"img-responsive wp-image-1320004 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4f01\u4e1a\u5982\u4f55\u901a\u8fc7\u6709\u610f\u4e49\u7684\u7ed3\u6784\u6027\u53d8\u9769\u4fc3\u8fdbLGBTQIAPN+\u7fa4\u4f53\u7684\u5305\u5bb9\u6027<\/h3><\/div><div class=\"fusion-text fusion-text-5 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6bcf\u5e74\uff0c\u201c\u9a84\u50b2\u6708\u201d\u90fd\u4f1a\u63a8\u52a8\u56f4\u7ed5LGBTQIAPN+\u4e8b\u4e1a\u5c55\u5f00\u7684\u5ba3\u4f20\u6d3b\u52a8\u3001\u5185\u5bb9\u521b\u4f5c\u548c\u54c1\u724c\u4e3e\u63aa\u3002\u8fd9\u662f\u63d0\u5347\u53ef\u89c1\u5ea6\u7684\u91cd\u8981\u65f6\u523b\uff0c\u4f46\u5e02\u573a\u672c\u8eab\u5374\u8d8a\u6765\u8d8a\u9891\u7e41\u5730\u63d0\u51fa\u8fd9\u6837\u7684\u7591\u95ee\uff1a\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u6700\u8fd1\u7684\u7814\u7a76\u7ed9\u51fa\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u4fe1\u53f7\uff1aaudiences\u5e0c\u671b\u770b\u5230\u66f4\u5c11\u7684\u4e34\u65f6\u6027\u5ba3\u4f20\uff0c\u800c\u66f4\u591a\u7684\u662f\u5207\u5b9e\u53ef\u884c\u7684\u673a\u5236\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-8 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-3\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How companies can foster LGBTQIAPN+ inclusion through meaningful structural change\" data-description=\"Every year, Pride Month drives campaigns, content, and brand initiatives around the LGBTQIAPN+ cause. It is an important moment for visibility, but the market itself has increasingly been asking: what comes after that? Recent research points to a clear signal: audiences want to see less one-off communication and more concrete structure. A global Ipsos survey\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-3\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20companies%20can%20foster%20LGBTQIAPN%2B%20inclusion%20through%20meaningful%20structural%20change&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fhow-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-9 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-4 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-10 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-3 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-11 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-6\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670825\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-4 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\" target=\"_self\" aria-label=\"\u6587\u7ae0\u2014\u2014\u957f\u671f\u4eba\u5de5\u667a\u80fd\u4ee3\u7406_\u7b2c2\u90e8\u5206\uff1a\u4e09\u79cd\u771f\u6b63\u6709\u6548\u7684\u65b9\u6cd5\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Own channels, real data: Why CRM strategy must be a C-Suite decision and why it rarely is\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work.png\" class=\"img-responsive wp-image-1083987 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u81ea\u6709\u6e20\u9053\uff0c\u771f\u6b63\u7684data\uff1a\u4e3a\u4f55CRM\u6218\u7565\u5fc5\u987b\u7531\u9ad8\u7ba1\u5c42\u51b3\u5b9a\uff0c\u4ee5\u53ca\u4e3a\u4f55\u73b0\u5b9e\u4e2d\u5374\u9c9c\u6709\u5982\u6b64\u60c5\u51b5<\/h3><\/div><div class=\"fusion-text fusion-text-7 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u5728\u5fb7\u56fd\u53c2\u4e0e\u7684\u5927\u591a\u6570CRM\u548cCDP\u9879\u76ee\uff0c\u5176\u5931\u8d25\u5e76\u975e\u6e90\u4e8e\u6280\u672f\u95ee\u9898\u3002\u5b83\u4eec\u65e9\u5728\u7b2c\u4e00\u4e2adata\u6570\u636e\u7ba1\u9053\u5efa\u6210\u4e4b\u524d\u5c31\u5df2\u7ecf\u5931\u8d25\u4e86\u3002\u9996\u5e2d\u8425\u9500\u5b98\uff08CMO\uff09\u5728\u5236\u5b9a\u8425\u9500\u7b56\u7565\u65f6\uff0c\u4ecd\u5927\u591a\u5c40\u9650\u4e8e\u5404\u81ea\u7684\u201c\u5b64\u5c9b\u201d\u2014\u2014A\u54c1\u724c\u3001B\u6e20\u9053\u3001C\u8425\u9500\u6d3b\u52a8\u3002\u4f46\u5ba2\u6237\u773c\u4e2d\u5e76\u4e0d\u5b58\u5728\u8fd9\u4e9b\u201c\u5b64\u5c9b\u201d\u3002 \u4ed6\u4eec\u53ef\u80fd\u662f\u5468\u4e00\u9884\u8ba2\u5347\u8231\u7684\u5546\u52a1\u65c5\u5ba2\uff0c\u4e5f\u53ef\u80fd\u662f\u5468\u4e94\u641c\u5bfb\u5468\u672b\u4fc3\u9500\u7684\u5bb6\u5ead\u8d2d\u7269\u8005\uff0c\u8fd8\u53ef\u80fd\u662f\u5341\u6708\u7eed\u4fdd\u7684\u4fdd\u9669\u5ba2\u6237\u3002\u540c\u4e00\u4e2a\u4eba\uff0c\u5374\u5448\u73b0\u51fa\u4e09\u79cd\u622a\u7136\u4e0d\u540c\u7684\u5fae\u4eba\u7269\u753b\u50cf\uff0c\u4e09\u4e2a\u4e0d\u540c\u7684\u89e6\u70b9\u3002\u800c\u5728data\u6570\u636e\u5e93\u4e2d\uff0c\u5374\u53ea\u6709\u4e00\u4efd\u5305\u542b\u51fa\u751f\u65e5\u671f\u548c\u6240\u6709\u4ea4\u6613\u8bb0\u5f55\u7684\u6241\u5e73\u5316\u6863\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-12 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-4\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Own channels, real data: Why CRM strategy must be a C-Suite decision and why it rarely is\" data-description=\"Most CRM and CDP projects I work on in Germany don&#039;t fail because of the technology. They fail before the first data pipeline is built. CMOs still largely lead marketing strategy within silos, brand A, channel B, campaign C. But the customer doesn&#039;t see silos. They are a business traveller booking an upgrade on Monday.\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-4\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Own%20channels%2C%20real%20data%3A%20Why%20CRM%20strategy%20must%20be%20a%20C-Suite%20decision%20and%20why%20it%20rarely%20is&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fown-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-13 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-5 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-14 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-4 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-15 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670816\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-5 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 \u4f5c\u8005\uff1a\u52a0\u8fea\u00b7\u970d\u8d1d\u5361\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Beyond the Sandbox: How to unlock measurable business value from agentic AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2.png\" class=\"img-responsive wp-image-1276920 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u7a81\u7834\u6c99\u76d2\uff1a\u5982\u4f55\u4ece\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u4e2d\u91ca\u653e\u53ef\u8861\u91cf\u7684\u5546\u4e1a\u4ef7\u503c<\/h3><\/div><div class=\"fusion-text fusion-text-9 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u6709\u671b\u5e26\u6765\u66f4\u5feb\u6377\u7684\u670d\u52a1\u548c\u66f4\u7cbe\u51c6\u7684\u51b3\u7b56\uff0c\u4f46\u5176\u5927\u90e8\u5206\u6f5c\u529b\u4ecd\u88ab\u56f0\u5728\u5b9e\u9a8c\u9636\u6bb5\u3002\u4e86\u89e3\u9886\u5148\u4f01\u4e1a\u5982\u4f55\u7a81\u7834\u7b80\u5355\u7684AI\u8bd5\u70b9\u9636\u6bb5\uff0c\u514b\u670d\u5458\u5de5\u91c7\u7528\u8fc7\u7a0b\u4e2d\u7684\u969c\u788d\uff0c\u5e76\u5c06\u81ea\u4e3b\u5de5\u4f5c\u6d41\u878d\u5165\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\uff0c\u4ece\u800c\u5b9e\u73b0\u5207\u5b9e\u53ef\u8861\u91cf\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-16 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-5\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Beyond the Sandbox: How to unlock measurable business value from agentic AI\" data-description=\"Agentic AI has unique potential, but realizing it is not as simple as providing employees with the tools; rather, organizations must implement it intelligently.AI promises faster service, nuanced decision-making, and organized data. Today, much of that potential is stuck in many companies\u2019 \u201cAI sandbox.\u201d As a global leader in data and AI consulting,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-5\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Beyond%20the%20Sandbox%3A%20How%20to%20unlock%20measurable%20business%20value%20from%20agentic%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Funlock-business-value-from-agentic-ai-beyond-the-sandbox%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Funlock-business-value-from-agentic-ai-beyond-the-sandbox%2F&amp;title=Beyond%20the%20Sandbox%3A%20How%20to%20unlock%20measurable%20business%20value%20from%20agentic%20AI&amp;summary=Agentic%20AI%20has%20unique%20potential%2C%20but%20realizing%20it%20is%20not%20as%20simple%20as%20providing%20employees%20with%20the%20tools%3B%20rather%2C%20organizations%20must%20implement%20it%20intelligently.%0D%0AAI%20promises%20faster%20service%2C%20nuanced%20decision-making%2C%20and%20organized%20data.%20Today%2C%20much%20of%20that%20potential%20is%20stuck%20in%20many%20companies%E2%80%99%20%E2%80%9CAI%20sandbox.%E2%80%9D%20As%20a%20global%20leader%20in%20data%20and%20AI%20consulting%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-17 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-6 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-18 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-5 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-19 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-10\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670811\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-6 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\" target=\"_self\" aria-label=\"\u7b49\u5f85\u4eba\u5de5\u667a\u80fd\u6210\u719f\u662f\u4e00\u573a\u4f60\u53ef\u80fd\u65e0\u6cd5\u71ac\u8fc7\u7684\u8d4c\u5c40\u2014\u2014\u4e3a\u4f55\u82f1\u56fd\u623f\u5730\u4ea7\u884c\u4e1a\u201c\u89c2\u671b\u201d\u7684\u672c\u80fd\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\uff0c\u4ee5\u53ca\u8be5\u4ece\u4f55\u5904\u7740\u624b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Waiting for AI to mature is a bet you may not survive &#8211; Why the UK property sector&#8217;s instinct to wait is its biggest risk, and where to actually start\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start.png\" class=\"img-responsive wp-image-1276099 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u7b49\u5f85\u4eba\u5de5\u667a\u80fd\u6210\u719f\u662f\u4e00\u573a\u4f60\u53ef\u80fd\u65e0\u6cd5\u71ac\u8fc7\u7684\u8d4c\u5c40\u2014\u2014\u4e3a\u4f55\u82f1\u56fd\u623f\u5730\u4ea7\u884c\u4e1a\u201c\u89c2\u671b\u201d\u7684\u672c\u80fd\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\uff0c\u4ee5\u53ca\u8be5\u4ece\u4f55\u5904\u7740\u624b<\/h3><\/div><div class=\"fusion-text fusion-text-11 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u66fe\u4e0e\u65e0\u6570\u623f\u5730\u4ea7\u9ad8\u7ba1\u4f1a\u9762\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u5df2\u4e3a\u6240\u6709\u56e2\u961f\u542f\u7528\u4e86 Copilot\uff0c\u4f46\u5bf9\u4e8e\u516c\u53f8\u5185\u90e8\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u7f13\u6162\u63a8\u8fdb\uff0c\u4ed6\u4eec\u4ecd\u611f\u5230\u5341\u5206\u60ca\u8bb6\u3002\u8fd9\u79cd\u73b0\u8c61\u7684\u6a21\u5f0f\u60ca\u4eba\u5730\u4e00\u81f4\u3002 \u4f01\u4e1a\u8d2d\u4e70\u4e86\u8bb8\u53ef\u8bc1\uff08\u901a\u5e38\u662f\u5e02\u9762\u4e0a\u6700\u4fbf\u5b9c\u7684\u90a3\u79cd\uff09\uff0c\u5374\u51e0\u4e4e\u4e0d\u63d0\u4f9b\u4efb\u4f55\u5b9e\u8d28\u6027\u7684\u57f9\u8bad\uff0c\u968f\u540e\u7ba1\u7406\u5c42\u4fbf\u5750\u7b49\u4e00\u573a\u6c38\u8fdc\u4e0d\u4f1a\u5230\u6765\u7684\u53d8\u9769\u3002\u5e94\u7528\u7387\u59cb\u7ec8\u4f4e\u8ff7\uff0c\u632b\u8d25\u611f\u4e0e\u65e5\u4ff1\u589e\uff0c\u800c\u5f53\u521d\u627f\u8bfa\u7684\u98de\u8dc3\u6027\u53d8\u9769\u5374\u6773\u65e0\u8e2a\u8ff9\u3002\u8fd9\u4e00\u5207\u80cc\u540e\u7684\u6f5c\u53f0\u8bcd\u662f\uff1a\u5c06\u5f3a\u5927\u7684\u5de5\u5177\u4ea4\u5230\u5458\u5de5\u624b\u4e2d\uff0c\u5c31\u7b49\u540c\u4e8e\u6539\u53d8\u4e86\u4ed6\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-20 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-6\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Waiting for AI to mature is a bet you may not survive &#8211; Why the UK property sector&#8217;s instinct to wait is its biggest risk, and where to actually start\" data-description=\"I have now met with countless property executives who are genuinely surprised at the low pace of AI adoption inside their own firms, despite having switched on Copilot for all their teams. The pattern is remarkably consistent. A licence is bought, often the cheapest available, little or no real training is provided, and leadership then\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-6\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Waiting%20for%20AI%20to%20mature%20is%20a%20bet%20you%20may%20not%20survive%20%E2%80%93%20Why%20the%20UK%20property%20sector%E2%80%99s%20instinct%20to%20wait%20is%20its%20biggest%20risk%2C%20and%20where%20to%20actually%20start&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwaiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwaiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start%2F&amp;title=Waiting%20for%20AI%20to%20mature%20is%20a%20bet%20you%20may%20not%20survive%20%26%238211%3B%20Why%20the%20UK%20property%20sector%26%238217%3Bs%20instinct%20to%20wait%20is%20its%20biggest%20risk%2C%20and%20where%20to%20actually%20start&amp;summary=I%20have%20now%20met%20with%20countless%20property%20executives%20who%20are%20genuinely%20surprised%20at%20the%20low%20pace%20of%20AI%20adoption%20inside%20their%20own%20firms%2C%20despite%20having%20switched%20on%20Copilot%20for%20all%20their%20teams.%20The%20pattern%20is%20remarkably%20consistent.%20A%20licence%20is%20bought%2C%20often%20the%20cheapest%20available%2C%20little%20or%20no%20real%20training%20is%20provided%2C%20and%20leadership%20then\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-21 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-7 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-22 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-6 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-23 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-12\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670811\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column automotive\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-7 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\" target=\"_self\" aria-label=\"\u81ea\u52a8\u9a7e\u9a76\u4f01\u4e1a\u2014\u2014\u4e3a\u4f55\u6c7d\u8f66\u5236\u9020\u5546\u5728\u63a8\u51fa\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e4b\u524d\u9700\u8981\u5177\u5907\u4ee3\u7406\u80fd\u529b\u7684AI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The self-driving enterprise: Why carmakers need agentic AI before fully autonomous cars\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars.png\" class=\"img-responsive wp-image-1275960 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u81ea\u52a8\u9a7e\u9a76\u4f01\u4e1a\uff1a\u4e3a\u4f55\u6c7d\u8f66\u5236\u9020\u5546\u5728\u63a8\u51fa\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e4b\u524d\u9700\u8981\u5177\u5907\u4ee3\u7406\u80fd\u529b\u7684AI<\/h3><\/div><div class=\"fusion-text fusion-text-13 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6c7d\u8f66\u884c\u4e1a\u6b63\u9762\u4e34\u4e00\u4e2a\u6096\u8bba\u3002\u6574\u8f66\u5236\u9020\u5546\uff08OEM\uff09\u65a5\u8d44\u6570\u5341\u4ebf\u5f00\u53d1\u80fd\u591f\u611f\u77e5\u73af\u5883\u3001\u8bc4\u4f30\u98ce\u9669\u5e76\u5728\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u81ea\u4e3b\u884c\u52a8\u7684\u8f66\u8f86\u2014\u2014\u7136\u800c\uff0c\u5236\u9020\u8fd9\u4e9b\u8f66\u8f86\u7684\u4f01\u4e1a\u5374\u4f9d\u7136\u4f9d\u8d56\u5e74\u5ea6\u89c4\u5212\u5468\u671f\u3001\u4eba\u5de5\u51b3\u7b56\u94fe\u4ee5\u53ca\u90a3\u4e9b\u539f\u672c\u5e76\u672a\u8bbe\u8ba1\u6210\u80fd\u591f\u76f8\u4e92\u901a\u4fe1\u7684\u7cfb\u7edf\u3002 \u8f66\u8f86\u5b9e\u73b0\u81ea\u52a8\u9a7e\u9a76\u7684\u901f\u5ea6\uff0c\u8fdc\u5feb\u4e8e\u5236\u9020\u5b83\u4eec\u7684\u4f01\u4e1a\u3002\u8fd9\u79cd\u8131\u8282\u5df2\u4e0d\u518d\u53ea\u662f\u6218\u7565\u5c42\u9762\u7684\u8da3\u95fb\u3002 \u5728\u8fd9\u4e2a\u884c\u4e1a\u4e2d\uff0c\u7535\u6c14\u5316\u3001\u8f6f\u4ef6\u5b9a\u4e49\u7684\u8f66\u8f86\u67b6\u6784\u3001\u5229\u6da6\u7387\u538b\u7f29\uff0c\u4ee5\u53ca\u6765\u81ea\u4e2d\u56fd\u5236\u9020\u5546\u7684\u65e5\u76ca\u6fc0\u70c8\u7684\u7ade\u4e89\uff08\u4ed6\u4eec\u5728\u6210\u672c\u548c\u4eba\u5de5\u667a\u80fd\u96c6\u6210\u65b9\u9762\u90fd\u5df2\u8d85\u8d8a\u897f\u65b9OEM\uff09\u540c\u65f6\u65bd\u52a0\u538b\u529b\uff0c\u51b3\u7b56\u5ef6\u8fdf\u5df2\u6210\u4e3a\u4e00\u79cd\u7ed3\u6784\u6027\u8d1f\u62c5\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-24 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-7\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The self-driving enterprise: Why carmakers need agentic AI before fully autonomous cars\" data-description=\"Executive summaryThe automotive industry is in the grip of a paradox. OEMs are spending billions to develop vehicles that can sense their environment, reason about risk, and act without human intervention \u2014 yet the organisations building those vehicles still rely on annual planning cycles, manual decision chains, and systems that were not designed to communicate\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-7\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20self-driving%20enterprise%3A%20Why%20carmakers%20need%20agentic%20AI%20before%20fully%20autonomous%20cars&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-26 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-7 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-27 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-14\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2026\u5e746\u670811\u65e5<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-8 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\" target=\"_self\" aria-label=\"\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4e0e &quot;\u59cb\u7ec8\u5728\u7ebf &quot;\u6d4b\u91cf\u7684\u672a\u6765\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI and the Future of Always-On Measurement\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement.png\" class=\"img-responsive wp-image-1227036 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4e0e \"\u59cb\u7ec8\u5728\u7ebf \"\u6d4b\u91cf\u7684\u672a\u6765<\/h3><\/div><div class=\"fusion-text fusion-text-15 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact \u7684\u8377\u6bd4\u5362\u548c\u5fb7\u56fd\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u56e2\u961f\u8054\u5408\u4e3e\u529e\u4e86\u4e00\u6b21\u8de8\u5e02\u573a\u77e5\u8bc6\u5171\u4eab\u5cf0\u4f1a\uff0c\u91cd\u70b9\u8ba8\u8bba AI\u3001\u81ea\u52a8\u5316\u548c\u641c\u7d22\u7684\u672a\u6765\u3002\u4ece\u5229\u7528 AI \u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\u5230\u9488\u5bf9 AI \u9a71\u52a8\u7684\u641c\u7d22\u5f15\u64ce\u63a8\u8fdb GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u6218\u7565\uff0c\u6b64\u6b21\u5408\u4f5c\u52a0\u5f3a\u4e86 One Artefact \u7f51\u7edc\uff0c\u5e76\u4e3a\u56fd\u9645\u5ba2\u6237\u63d0\u4f9b\u4e86\u66f4\u667a\u80fd\u3001\u66f4\u53ef\u6269\u5c55\u7684\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-28 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-8\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI and the Future of Always-On Measurement\" data-description=\"&nbsp;Download the White Paper In part one of this series of two articles on Artefact\u2019s white paper, \u201cPredict, Act, Optimize: Transforming Marketing Measurement with Agentic AI\u201d, we explored the &quot;Golden Triangle&quot; of marketing measurement, demonstrating how Marketing Mix Modeling (MMM), Incrementality Testing, and Attribution work together to\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-8\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%20and%20the%20Future%20of%20Always-On%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-ai-and-the-future-of-always-on-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-ai-and-the-future-of-always-on-measurement%2F&amp;title=Agentic%20AI%20and%20the%20Future%20of%20Always-On%20Measurement&amp;summary=%26nbsp%3B%0D%0A%0D%0A%0D%0A%0D%0ADownload%20the%20White%20Paper%20%0D%0A%0D%0AIn%20part%20one%20of%20this%20series%20of%20two%20articles%20on%20Artefact%E2%80%99s%20white%20paper%2C%20%E2%80%9CPredict%2C%20Act%2C%20Optimize%3A%20Transforming%20Marketing%20Measurement%20with%20Agentic%20AI%E2%80%9D%2C%20we%20explored%20the%20%26quot%3BGolden%20Triangle%26quot%3B%20of%20marketing%20measurement%2C%20demonstrating%20how%20Marketing%20Mix%20Modeling%20%28MMM%29%2C%20Incrementality%20Testing%2C%20and%20Attribution%20work%20together%20to\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-29 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-9 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-30 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-8 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-31 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-16\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-9 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\" target=\"_self\" aria-label=\"\u638c\u63e1\u8425\u9500\u6d4b\u91cf\u7684\u9ec4\u91d1\u4e09\u89d2-2\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Mastering the Golden Triangle of Marketing Measurement\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2.png\" class=\"img-responsive wp-image-1227033 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u638c\u63e1\u8425\u9500\u6d4b\u91cf\u7684\u9ec4\u91d1\u4e09\u89d2<\/h3><\/div><div class=\"fusion-text fusion-text-17 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact \u7684\u8377\u6bd4\u5362\u548c\u5fb7\u56fd\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u56e2\u961f\u8054\u5408\u4e3e\u529e\u4e86\u4e00\u6b21\u8de8\u5e02\u573a\u77e5\u8bc6\u5171\u4eab\u5cf0\u4f1a\uff0c\u91cd\u70b9\u8ba8\u8bba AI\u3001\u81ea\u52a8\u5316\u548c\u641c\u7d22\u7684\u672a\u6765\u3002\u4ece\u5229\u7528 AI \u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\u5230\u9488\u5bf9 AI \u9a71\u52a8\u7684\u641c\u7d22\u5f15\u64ce\u63a8\u8fdb GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u6218\u7565\uff0c\u6b64\u6b21\u5408\u4f5c\u52a0\u5f3a\u4e86 One Artefact \u7f51\u7edc\uff0c\u5e76\u4e3a\u56fd\u9645\u5ba2\u6237\u63d0\u4f9b\u4e86\u66f4\u667a\u80fd\u3001\u66f4\u53ef\u6269\u5c55\u7684\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-32 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-9\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Mastering the Golden Triangle of Marketing Measurement\" data-description=\"&nbsp;For modern marketing leaders, the pressure to prove ROI has never been higher. Yet, despite having more data than ever, more than 70% of CMOs surveyed report being unable to dynamically adjust their marketing spending based on marketing effectiveness. Many find\u00a0themselves defending their budgets while trying to\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-9\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fmastering-the-golden-triangle-of-marketing-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fmastering-the-golden-triangle-of-marketing-measurement%2F&amp;title=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;summary=%26nbsp%3B%0D%0A%0D%0AFor%20modern%20marketing%20leaders%2C%20the%20pressure%20to%20prove%20ROI%20has%20never%20been%20higher.%20Yet%2C%20despite%20having%20more%20data%20than%20ever%2C%20more%20than%2070%25%20of%20CMOs%20surveyed%20report%20being%20unable%20to%20dynamically%20adjust%20their%20marketing%20spending%20based%20on%20marketing%20effectiveness.%20Many%20find%C2%A0themselves%20defending%20their%20budgets%20while%20trying%20to\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-33 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-10 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-34 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-9 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-35 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-18\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-10 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\" target=\"_self\" aria-label=\"\u672a\u547d\u540d (13)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Below the waterline: The four layers of an AI-Native Company\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13.webp\" class=\"img-responsive wp-image-1226396 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u6c34\u7ebf\u4ee5\u4e0b\uff1a  \u4eba\u5de5\u667a\u80fd\u539f\u751f\u516c\u53f8\u7684\u56db\u4e2a\u5c42\u9762<\/h3><\/div><div class=\"fusion-text fusion-text-19 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u8d22\u5bcc\u7ba1\u7406\u8fd8\u505c\u7559\u5728\u8fc7\u53bb\u3002\u5ba2\u6237\u751f\u6d3b\u5728\u4e00\u4e2a\u4ece YouTube\u3001TikTok \u6216\u4e9a\u9a6c\u900a\u4e0a\u8f7b\u677e\u83b7\u5f97\u8d85\u4e2a\u6027\u5316\u63a8\u8350\u7684\u4e16\u754c\u91cc\uff0c\u800c\u94f6\u884c\u5374\u901a\u8fc7\u89c4\u5219\u4e66\u3001\u7b28\u62d9\u7684\u7ec6\u5206\u548c\u987e\u95ee\u7684\u731c\u6d4b\u6765\u63a8\u9500\u4ea7\u54c1\u3002\u94f6\u884c\u5f88\u96be\u8ddf\u4e0a\u5ba2\u6237\u7684\u671f\u671b\u548c\u5f53\u4eca\u6295\u8d44\u7ec4\u5408\u7684\u590d\u6742\u6027\u3002\u6df7\u5408\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u6539\u53d8\u8fd9\u79cd\u72b6\u51b5\u3002\u5728\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5c42\u7684\u7ba1\u7406\u4e0b\uff0c\u901a\u8fc7\u878d\u5408\u673a\u5668\u5b66\u4e60\u3001\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u89c4\u8303\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u5883\u667a\u80fd\uff0c\u8d22\u5bcc\u7ba1\u7406\u516c\u53f8\u53ef\u4ee5\u63d0\u4f9b\u667a\u80fd\u3001\u4e2a\u6027\u5316\u548c\u9002\u65f6\u7684\u5efa\u8bae\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-36 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-10\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Below the waterline: The four layers of an AI-Native Company\" data-description=\"&nbsp;Most CTOs in 2026 are designing AI strategy at the visible layer of the stack. They are buying Copilot seats, rolling out enterprise chatbots, and assembling a portfolio of vendor licenses. The work is real, and in many companies it has produced a measurable bump in productivity.\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-10\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Below%20the%20waterline%3A%20%20The%20four%20layers%20of%20an%20AI-Native%20Company&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fbelow-the-waterline-the-four-layers-of-an-ai-native-company%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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fusion_builder_column_inner fusion-builder-nested-column-37 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-11 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-38 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-10 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-39 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-20\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-13 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-11 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/transforming-wealth-management-with-hybrid-ai\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u5229\u7528\u6df7\u5408 AI \u8f6c\u53d8\u8d22\u5bcc\u7ba1\u7406\u65b9\u5f0f\"><img decoding=\"async\" width=\"2560\" height=\"1572\" alt=\"Transforming Wealth Management with Hybrid AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-scaled.jpg\" class=\"img-responsive wp-image-1221152 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-400x246.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-600x368.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-800x491.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-1200x737.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-scaled.jpg 2560w\" sizes=\"(max-width: 640px) 100vw, 2560px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5229\u7528\u6df7\u5408 AI \u8f6c\u53d8\u8d22\u5bcc\u7ba1\u7406\u65b9\u5f0f<\/h3><\/div><div class=\"fusion-text fusion-text-21 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u8d22\u5bcc\u7ba1\u7406\u8fd8\u505c\u7559\u5728\u8fc7\u53bb\u3002\u5ba2\u6237\u751f\u6d3b\u5728\u4e00\u4e2a\u4ece YouTube\u3001TikTok \u6216\u4e9a\u9a6c\u900a\u4e0a\u8f7b\u677e\u83b7\u5f97\u8d85\u4e2a\u6027\u5316\u63a8\u8350\u7684\u4e16\u754c\u91cc\uff0c\u800c\u94f6\u884c\u5374\u901a\u8fc7\u89c4\u5219\u4e66\u3001\u7b28\u62d9\u7684\u7ec6\u5206\u548c\u987e\u95ee\u7684\u731c\u6d4b\u6765\u63a8\u9500\u4ea7\u54c1\u3002\u94f6\u884c\u5f88\u96be\u8ddf\u4e0a\u5ba2\u6237\u7684\u671f\u671b\u548c\u5f53\u4eca\u6295\u8d44\u7ec4\u5408\u7684\u590d\u6742\u6027\u3002\u6df7\u5408\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u6539\u53d8\u8fd9\u79cd\u72b6\u51b5\u3002\u5728\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5c42\u7684\u7ba1\u7406\u4e0b\uff0c\u901a\u8fc7\u878d\u5408\u673a\u5668\u5b66\u4e60\u3001\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u89c4\u8303\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u5883\u667a\u80fd\uff0c\u8d22\u5bcc\u7ba1\u7406\u516c\u53f8\u53ef\u4ee5\u63d0\u4f9b\u667a\u80fd\u3001\u4e2a\u6027\u5316\u548c\u9002\u65f6\u7684\u5efa\u8bae\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-40 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-11\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Transforming Wealth Management with Hybrid AI\" data-description=\"Executive Summary \tWealth managers struggle to match client expectations for e-commerce-style product recommendations due to complex product attributes, compliance constraints, and multi-dimensional goals. \tRule-based or segmentation-based approaches produce blunt, one-size-fits-all advice, eroding client trust and limiting scalability. \tBy overlaying machine learning models, mathematical optimization (portfolio optimization), large language models, and an Agentic AI orchestration layer,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-11\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Transforming%20Wealth%20Management%20with%20Hybrid%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ftransforming-wealth-management-with-hybrid-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-42 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-11 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-43 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-22\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-14 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-12 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\" target=\"_self\" aria-label=\"\u6587\u7ae0-hemanth \u535a\u5ba2\"><img decoding=\"async\" width=\"1332\" height=\"816\" alt=\"The AI Transformation That Delivers: Why Process, People, and Technology Must Move Together\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog.png\" class=\"img-responsive wp-image-1221021 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-400x245.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-600x368.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-800x490.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-1200x735.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog.png 1332w\" sizes=\"(max-width: 640px) 100vw, 1332px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u5b9e\u73b0\u8f6c\u578b\uff1a\u4e3a\u4ec0\u4e48\u6d41\u7a0b\u3001\u4eba\u5458\u548c\u6280\u672f\u5fc5\u987b\u9f50\u5934\u5e76\u8fdb\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-23 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u9884\u8ba1\u5230 2031 \u5e74\uff0c\u4e2d\u4e1c\u5730\u533a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u5e02\u573a\u89c4\u6a21\u5c06\u8fbe\u5230 $205 \u4ebf\u7f8e\u5143\u3002\u4ece\u300a\u963f\u8054\u914b 2031 \u5e74\u4eba\u5de5\u667a\u80fd\u6218\u7565\u300b\u5230\u300a\u6c99\u7279 2030 \u5e74\u613f\u666f\u300b\u548c\u300a\u5361\u5854\u5c14 2030 \u5e74\u56fd\u5bb6\u613f\u666f\u300b\uff0c\u6574\u4e2a\u6d77\u6e7e\u5730\u533a\u7684\u56fd\u5bb6\u6218\u7565\u6b63\u5728\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u3001\u4e3b\u6743\u80fd\u529b\u548c\u7ecf\u6d4e\u591a\u6837\u5316\u65b9\u9762\u8fdb\u884c\u524d\u6240\u672a\u6709\u7684\u6295\u8d44\u3002\u627f\u8bfa\u662f\u5b9e\u5b9e\u5728\u5728\u7684\u3002\u4f46\u662f\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u5927\u578b\u7ec4\u7ec7\u6765\u8bf4\uff0c\u51b3\u5b9a\u6027\u7684\u95ee\u9898\u662f\uff0c\u8fd9\u79cd\u6295\u8d44\u662f\u4f1a\u4ea7\u751f\u5168\u4f01\u4e1a\u8303\u56f4\u7684\u8f6c\u578b\uff0c\u8fd8\u662f\u4f1a\u505c\u7559\u5728\u4e00\u7cfb\u5217\u4e92\u4e0d\u5173\u8054\u7684\u8bd5\u70b9\u4e0a\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-44 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-12\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The AI Transformation That Delivers: Why Process, People, and Technology Must Move Together\" data-description=\"The Middle East\u2019s digital transformation market is projected to reach $205 billion by 2031. National strategies across the Gulf, from the UAE AI Strategy 2031 to Saudi Vision 2030 and Qatar National Vision 2030, are anchoring unprecedented investment in AI infrastructure, sovereign capability, and economic diversification. The commitment is real. But the defining question for\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-12\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20AI%20Transformation%20That%20Delivers%3A%20Why%20Process%2C%20People%2C%20and%20Technology%20Must%20Move%20Together&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together%2F&amp;title=The%20AI%20Transformation%20That%20Delivers%3A%20Why%20Process%2C%20People%2C%20and%20Technology%20Must%20Move%20Together&amp;summary=The%20Middle%20East%E2%80%99s%20digital%20transformation%20market%20is%20projected%20to%20reach%20%24205%20billion%20by%202031.%20National%20strategies%20across%20the%20Gulf%2C%20from%20the%20UAE%20AI%20Strategy%202031%20to%20Saudi%20Vision%202030%20and%20Qatar%20National%20Vision%202030%2C%20are%20anchoring%20unprecedented%20investment%20in%20AI%20infrastructure%2C%20sovereign%20capability%2C%20and%20economic%20diversification.%20The%20commitment%20is%20real.%20But%20the%20defining%20question%20for\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-45 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-13 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-46 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-12 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-47 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-24\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-15 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-13 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/key-learnings-from-ukreiif-2026\/\" target=\"_self\" aria-label=\"\u4ece 2026 \u5e74\u82f1\u56fd\u6559\u80b2\u521b\u65b0\u8bba\u575b\u4e2d\u5b66\u5230\u7684\u4e3b\u8981\u7ecf\u9a8c\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Key Learnings from UKREiiF 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026.png\" class=\"img-responsive wp-image-1228804 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ece 2026 \u5e74\u82f1\u56fd\u6559\u80b2\u521b\u65b0\u8bba\u575b\u4e2d\u5b66\u5230\u7684\u4e3b\u8981\u7ecf\u9a8c<\/h3><\/div><div class=\"fusion-text fusion-text-25 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u623f\u5730\u4ea7\u662f\u4e00\u9879\u4eba\u6587\u4ea7\u4e1a\u3002\u5b83\u6df1\u53d7\u4eba\u9645\u5173\u7cfb\u7684\u9a71\u52a8\u3002\u623f\u5c4b\u4e0d\u662f\u4f5c\u4e3a\u5546\u54c1\u8fdb\u884c\u4ea4\u6613\uff1b\u623f\u5c4b\u4ef7\u503c\u9ad8\uff0c\u4ea4\u6613\u91cf\u4f4e\u3002\u5e9e\u5927\u7684\u8d44\u672c\u7531\u5c11\u5f97\u4ee4\u4eba\u5403\u60ca\u7684\u51e0\u4e2a\u4eba\u8c03\u914d\u3002\u540c\u65f6\uff0c\u5b83\u4e5f\u662f\u611f\u6027\u7684\uff0c\u5f80\u5f80\u662f\u975e\u7406\u6027\u7684\uff0c\u8fd9\u4e00\u70b9\u5728\u5ea7\u7684\u5404\u4f4d\u90fd\u5f88\u96be\u7406\u89e3\u3002\u8fd9\u4e9b\u90fd\u4e0d\u5229\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u5927\u89c4\u6a21\u90e8\u7f72\u3002\u7528\u4f8b\u5f80\u5f80\u4fa7\u91cd\u4e8e\u540e\u53f0\u529e\u516c\u81ea\u52a8\u5316\u3001\u66f4\u597d\u7684 data \u7ba1\u7406\u548c\u6539\u8fdb\u51b3\u7b56\u3002\u4e0e\u5927\u591a\u6570\u884c\u4e1a\u4e0d\u540c\uff0c\u623f\u5730\u4ea7\u884c\u4e1a\u7684\u771f\u6b63\u77e5\u8bc6\u4ecd\u7136\u662f\u4e00\u4e2a\u771f\u5b9e\u800c\u6301\u4e45\u7684\u4f18\u52bf\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-48 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-13\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Key Learnings from UKREiiF 2026\" data-description=\"A week at UKREiiF 2026. As always, it rained throughout. Wi-Fi and 5G were laughable. Some things never change but let&#039;s talk about what has changed since last year.The mood is grim. Not panicked, just quietly resigned. &quot;We have to keep going&quot; is a sentence I heard a few times. Interest rates are still\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/key-learnings-from-ukreiif-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-13\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Key%20Learnings%20from%20UKREiiF%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fkey-learnings-from-ukreiif-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fkey-learnings-from-ukreiif-2026%2F&amp;title=Key%20Learnings%20from%20UKREiiF%202026&amp;summary=A%20week%20at%20UKREiiF%202026.%20As%20always%2C%20it%20rained%20throughout.%20Wi-Fi%20and%205G%20were%20laughable.%20Some%20things%20never%20change%20but%20let%26%23039%3Bs%20talk%20about%20what%20has%20changed%20since%20last%20year.%0D%0A%0D%0AThe%20mood%20is%20grim.%20Not%20panicked%2C%20just%20quietly%20resigned.%20%26quot%3BWe%20have%20to%20keep%20going%26quot%3B%20is%20a%20sentence%20I%20heard%20a%20few%20times.%20Interest%20rates%20are%20still\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-49 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-14 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/key-learnings-from-ukreiif-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-50 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-13 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-51 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-26\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>20 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-16 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-14 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\" target=\"_self\" aria-label=\"\u8377\u5170 x DACH GEO \u5408\u4f5c\"><img decoding=\"async\" width=\"800\" height=\"500\" alt=\"Synergy across borders: How Artefact Benelux and DACH are scaling GEO Across Europe\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2.png\" class=\"img-responsive wp-image-1205570 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-200x125.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-400x250.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-600x375.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2.png 800w\" sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-16 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u8de8\u754c\u534f\u540c\uff1aArtefact \u6bd4\u8377\u5362\u548c DACH \u5982\u4f55\u5728\u5168\u6b27\u6d32\u63a8\u5e7f GEO<\/h3><\/div><div class=\"fusion-text fusion-text-27 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact \u7684\u8377\u6bd4\u5362\u548c\u5fb7\u56fd\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u56e2\u961f\u8054\u5408\u4e3e\u529e\u4e86\u4e00\u6b21\u8de8\u5e02\u573a\u77e5\u8bc6\u5171\u4eab\u5cf0\u4f1a\uff0c\u91cd\u70b9\u8ba8\u8bba AI\u3001\u81ea\u52a8\u5316\u548c\u641c\u7d22\u7684\u672a\u6765\u3002\u4ece\u5229\u7528 AI \u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\u5230\u9488\u5bf9 AI \u9a71\u52a8\u7684\u641c\u7d22\u5f15\u64ce\u63a8\u8fdb GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u6218\u7565\uff0c\u6b64\u6b21\u5408\u4f5c\u52a0\u5f3a\u4e86 One Artefact \u7f51\u7edc\uff0c\u5e76\u4e3a\u56fd\u9645\u5ba2\u6237\u63d0\u4f9b\u4e86\u66f4\u667a\u80fd\u3001\u66f4\u53ef\u6269\u5c55\u7684\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-52 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-14\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synergy across borders: How Artefact Benelux and DACH are scaling GEO Across Europe\" data-description=\"At Artefact, we believe that the best solutions aren&#039;t born in silos, but through the cross-pollination of ideas across markets. Recently, our Benelux SEO team traveled to our German office for an intensive knowledge-sharing summit. The goal was to align our strategic frameworks and ensure our clients benefit from the collective intelligence of\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-14\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synergy%20across%20borders%3A%20How%20Artefact%20Benelux%20and%20DACH%20are%20scaling%20GEO%20Across%20Europe&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe%2F&amp;title=Synergy%20across%20borders%3A%20How%20Artefact%20Benelux%20and%20DACH%20are%20scaling%20GEO%20Across%20Europe&amp;summary=At%20Artefact%2C%20we%20believe%20that%20the%20best%20solutions%20aren%26%23039%3Bt%20born%20in%20silos%2C%20but%20through%20the%20cross-pollination%20of%20ideas%20across%20markets.%20Recently%2C%20our%20Benelux%20SEO%20team%20traveled%20to%20our%20German%20office%20for%20an%20intensive%20knowledge-sharing%20summit.%20The%20goal%20was%20to%20align%20our%20strategic%20frameworks%20and%20ensure%20our%20clients%20benefit%20from%20the%20collective%20intelligence%20of\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-53 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-15 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-54 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-14 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-55 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-28\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-17 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-15 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/state-of-play-conversational-commerce-2026\/\" target=\"_self\" aria-label=\"\u5bf9\u8bdd\u5f0f\u5546\u52a1\"><img decoding=\"async\" width=\"800\" height=\"500\" alt=\"State of Play: Conversational Commerce 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht.png\" class=\"img-responsive wp-image-1205442 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-200x125.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-400x250.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-600x375.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht.png 800w\" sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-17 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u6e38\u620f\u72b6\u6001\uff1a\u5bf9\u8bdd\u5f0f\u5546\u52a1 2026<\/h3><\/div><div class=\"fusion-text fusion-text-29 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>AI \u7684\u8425\u9500\u683c\u5c40\u5df2\u7ecf\u5206\u5d29\u79bb\u6790\u3002Anthropic\u548cPerplexity\u4e3a\u4e86\u4fdd\u62a4\u7528\u6237\u7684\u4fe1\u4efb\uff0c\u5b8c\u5168\u9000\u51fa\u4e86\u5e7f\u544a\uff0c\u800cOpenAI\u5219\u63a8\u51fa\u4e86\u4ee5\u7ee9\u6548\u4e3a\u6838\u5fc3\u7684CPC\u5e7f\u544a\u7ba1\u7406\u5668\uff0c\u8c37\u6b4c\u4e5f\u5728\u5411\u4ee3\u7406\u8d2d\u7269\u8f6c\u53d8\u3002\u4ee5\u4e0b\u662f 2026 \u5e74\u6625\u5b63\u91cd\u5851\u5bf9\u8bdd\u5f0f\u5546\u52a1\u7684\u4e94\u5927\u53d1\u5c55\uff0c\u4ee5\u53ca\u5b83\u4eec\u5bf9\u6b27\u6d32\u54c1\u724c\u7684\u610f\u4e49\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-56 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-15\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"State of Play: Conversational Commerce 2026\" data-description=\"About a year ago, in April 2025, ChatGPT started surfacing product recommendations in chats, including direct links to advertiser shops. Just a few weeks later, Google launched the first betas testing the integration of paid ads into AI Overviews, AI Mode and Gemini. The question of how brands and offers can be placed\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/state-of-play-conversational-commerce-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-15\"><span><a href=\"https:\/\/x.com\/intent\/post?text=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fstate-of-play-conversational-commerce-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fstate-of-play-conversational-commerce-2026%2F&amp;title=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;summary=About%20a%20year%20ago%2C%20in%20April%202025%2C%20ChatGPT%20started%20surfacing%20product%20recommendations%20in%20chats%2C%20including%20direct%20links%20to%20advertiser%20shops.%20Just%20a%20few%20weeks%20later%2C%20Google%20launched%20the%20first%20betas%20testing%20the%20integration%20of%20paid%20ads%20into%20AI%20Overviews%2C%20AI%20Mode%20and%20Gemini.%20The%20question%20of%20how%20brands%20and%20offers%20can%20be%20placed\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-57 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-16 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/state-of-play-conversational-commerce-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-58 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-15 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-59 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-30\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-18 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column medium ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-16 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\" target=\"_self\" aria-label=\"\u4e00\u6b21\u4e00\u4e2a\u4ee4\u724c\u5730\u68c0\u6d4b LLM \u4e2d\u7684\u5e7b\u89c9\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Detecting Hallucinations in LLMs, One Token at a Time\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time.png\" class=\"img-responsive wp-image-1190338 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-18 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4e00\u6b21\u4e00\u4e2a\u4ee4\u724c\u5730\u68c0\u6d4b LLM \u4e2d\u7684\u5e7b\u89c9<\/h3><\/div><div class=\"fusion-text fusion-text-31 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u4ee4\u4eba\u60ca\u53f9\u3002\u5b83\u4eec\u603b\u7ed3\u3001\u7ffb\u8bd1\u3001\u63a8\u7406\u548c\u7f16\u7801\uff08\u6bd4\u6211\u5f3a\uff09\u3002\u4f46\u4e0e\u6211\u4e0d\u540c\u7684\u662f\uff0c\u5b83\u4eec\u4e5f\u56e0\u4ee5\u4ee4\u4eba\u4e0d\u5b89\u7684\u81ea\u4fe1\u7f16\u9020\u4e8b\u5b9e\u800c\u58f0\u540d\u72fc\u85c9\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-60 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-16\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Detecting Hallucinations in LLMs, One Token at a Time\" data-description=\"How entropy-based scoring can tell you when your model is making things up \u2014 and where \u2014 wrapped up in artefactual, our Python package.Note: This article is a follow-up to the article from our friends at Ardian, detailing how crucial accountable AI is for financial institutions. Make sure to check it out!The hallucination problemLarge\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-16\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Detecting%20Hallucinations%20in%20LLMs%2C%20One%20Token%20at%20a%20Time&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fdetecting-hallucinations-in-llms-one-token-at-a-time%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fdetecting-hallucinations-in-llms-one-token-at-a-time%2F&amp;title=Detecting%20Hallucinations%20in%20LLMs%2C%20One%20Token%20at%20a%20Time&amp;summary=How%20entropy-based%20scoring%20can%20tell%20you%20when%20your%20model%20is%20making%20things%20up%20%E2%80%94%20and%20where%20%E2%80%94%20wrapped%20up%20in%20artefactual%2C%20our%20Python%20package.%0D%0A%0D%0ANote%3A%20This%20article%20is%20a%20follow-up%20to%20the%20article%20from%20our%20friends%20at%20Ardian%2C%20detailing%20how%20crucial%20accountable%20AI%20is%20for%20financial%20institutions.%20Make%20sure%20to%20check%20it%20out%21%0D%0AThe%20hallucination%20problem%0D%0ALarge\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-61 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-17 fusion-button-default-span fusion-button-default-type\" 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-62 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-16 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-63 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-32\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-19 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-17 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\" target=\"_self\" aria-label=\"\u5728 SaaSpocalypse \u4e2d\u6c42\u751f\u5b58 \u8bc4\u4f30 AI \u5728\u8f6f\u4ef6\u7ec4\u5408\u4e2d\u9020\u6210\u7684\u7834\u574f\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Surviving the SaaSpocalypse: Evaluating AI Disruption in Software Portfolios\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios.png\" class=\"img-responsive wp-image-1177595 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-19 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5728 SaaSpocalypse \u4e2d\u751f\u5b58\uff1a\u8bc4\u4f30 AI \u5728\u8f6f\u4ef6\u7ec4\u5408\u4e2d\u9020\u6210\u7684\u7834\u574f<\/h3><\/div><div class=\"fusion-text fusion-text-33 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u867d\u7136\u662f\u8c03\u4f83\uff0c\u4f46\u6211\u4e00\u76f4\u8ba4\u4e3a \u2018\u6c38\u8fdc\u4e0d\u8981\u9884\u6d4b\uff0c\u5c24\u5176\u662f\u5bf9\u672a\u6765\u7684\u9884\u6d4b \u2019\u8fd9\u53e5\u8bdd\u5f88\u6709\u9053\u7406\uff0c\u5728 AI \u9886\u57df\u66f4\u662f\u5982\u6b64\u3002\u4e09\u5e74\u524d\uff0cAI \u88ab\u8a89\u4e3a\u73b0\u4ee3\u3001cloud \u539f\u751f\u8f6f\u4ef6\u516c\u53f8\u7684\u52a9\u63a8\u5668\uff1b\u5b83\u80fd\u4e3a\u4eba\u5458\u914d\u5907\u9f50\u5168\u3001\u884c\u4e1a\u9886\u5148\u7684\u5f00\u53d1\u4eba\u5458\u56e2\u961f\u589e\u6dfb\u52a8\u529b\uff0c\u4ece\u800c\u4ee5\u8d8a\u6765\u8d8a\u5feb\u7684\u901f\u5ea6\u4ea4\u4ed8\u66f4\u597d\u7684\u4ea7\u54c1\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-64 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-17\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Surviving the SaaSpocalypse: Evaluating AI Disruption in Software Portfolios\" data-description=\"Whilst tongue-in-cheek, I\u2019ve always found the advice \u2018never make predictions, especially about the future\u2019 to be solid, and never more so than in AI-land.Three years ago, AI was touted as an accelerant for modern, cloud-native software companies, super-charging well-staffed, industry-leading developer teams to deliver better products at an increasingly accelerated rate.They were hot property, and\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-17\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Surviving%20the%20SaaSpocalypse%3A%20Evaluating%20AI%20Disruption%20in%20Software%20Portfolios&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsurviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-65 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-18 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-66 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-17 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-67 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-34\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>7 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-20 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-18 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u516c\u5171\u90e8\u95e8\u7684\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u8f6c\u578b_\u653f\u5e9c\u5982\u4f55\u901a\u8fc7\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u5316\u53d6\u80dc\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI transformation in the public sector: How governments win by industrializing agentic AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI.png\" class=\"img-responsive wp-image-1171263 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-20 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u516c\u5171\u90e8\u95e8\u7684\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff1a\u653f\u5e9c\u5982\u4f55\u901a\u8fc7\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u5316\u53d6\u80dc<\/h3><\/div><div class=\"fusion-text fusion-text-35 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u516c\u5171\u90e8\u95e8\u6b63\u5904\u4e8e\u51b3\u5b9a\u6027\u65f6\u523b\u30022024 \u5e74\uff0c\u5168\u7403\u516c\u5171\u503a\u52a1\u5c06\u8fbe\u5230\u524d\u6240\u672a\u6709\u7684 $102 \u4e07\u4ebf\u7f8e\u5143\uff0c\u5404\u56fd\u653f\u5e9c\u6b63\u5904\u4e8e\u5bf9\u7acb\u7684\u7ed3\u6784\u6027\u529b\u91cf\u4e4b\u95f4\u3002\u4e00\u65b9\u9762\uff0c\u8d22\u653f\u7a7a\u95f4\u6b63\u5728\u8fc5\u901f\u7f29\u5c0f\uff0c\u8d85\u8fc7 34 \u4ebf\u4eba\u751f\u6d3b\u5728\u503a\u52a1\u5229\u606f\u652f\u51fa\u9ad8\u4e8e\u533b\u7597\u6216\u6559\u80b2\u652f\u51fa\u7684\u56fd\u5bb6\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u516c\u6c11\u7684\u671f\u671b\u503c\u6b63\u5728\u98d9\u5347\uff0c\u4ed6\u4eec\u8981\u6c42\u80fd\u4e0e\u5927\u79d1\u6280\u7684\u901f\u5ea6\u548c\u4e2a\u6027\u5316\u76f8\u5ab2\u7f8e\u7684\u6570\u5b57\u5316\u670d\u52a1\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-68 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-18\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI transformation in the public sector: How governments win by industrializing agentic AI\" data-description=\"Download the whitepaper The public sector stands at a decisive moment. With global public debt reaching an unprecedented $102 trillion in 2024, governments are caught between opposing structural forces. On one side, fiscal space is shrinking rapidly, with over 3.4 billion people living in countries that spend\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-18\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%20transformation%20in%20the%20public%20sector%3A%20How%20governments%20win%20by%20industrializing%20agentic%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-69 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-19 fusion-button-default-span fusion-button-default-type\" 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-70 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-18 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-71 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-36\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-21 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-19 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\" target=\"_self\" aria-label=\"\u5728\u4e2d\u4e1c\u6267\u884c\u5e74\u63a8\u5e7f AI\"><img decoding=\"async\" width=\"1582\" height=\"975\" alt=\"Scaling AI in the Middle East\u2019s &#8220;Year of Execution&#8221;\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution.png\" class=\"img-responsive wp-image-1170998 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-1200x740.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution.png 1582w\" sizes=\"(max-width: 640px) 100vw, 1582px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-21 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5728\u4e2d\u4e1c \u201c\u6267\u884c\u5e74 \u201d\u63a8\u5e7f AI\u201d<\/h3><\/div><div class=\"fusion-text fusion-text-37 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u968f\u7740 2026 \u5e74\u7b2c\u4e8c\u5b63\u5ea6\u7684\u5230\u6765\uff0c\u56f4\u7ed5 AI \u7684\u5168\u7403\u5bf9\u8bdd\u5df2\u7ecf\u5230\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u8f6c\u6298\u70b9\u3002\u6700\u521d\u5bf9\u751f\u6210\u6a21\u578b\u7684\u8ff7\u604b\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u5bf9\u53ef\u8861\u91cf\u5de5\u4e1a\u5f71\u54cd\u7684\u9700\u6c42\u3002\u4e2d\u4e1c\u5730\u533a\u76ee\u524d\u662f\u4e16\u754c\u4e0a\u6700\u96c4\u5fc3\u52c3\u52c3\u7684\u6570\u5b57\u5343\u5146\u548c\u5de8\u578b\u9879\u76ee\u7684\u5168\u7403\u5b9e\u9a8c\u5ba4\uff0c\u5728\u8fd9\u91cc\uff0c\u95ee\u9898\u4e0d\u518d\u662f AI \u7684\u6f5c\u529b\uff0c\u800c\u662f\u5b83\u7684\u89c4\u6a21\u6027\u80fd\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-72 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-19\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Scaling AI in the Middle East\u2019s &#8220;Year of Execution&#8221;\" data-description=\"A reflection on Artefact\u2019s Award for the 2026 Google Cloud Partner of the Year for Artificial Intelligence in EMEA.As we move through the second quarter of 2026, the global dialogue around artificial intelligence has reached a critical turning point. The initial fascination with generative models has matured into a demand for measurable industrial impact. In\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-19\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Scaling%20AI%20in%20the%20Middle%20East%E2%80%99s%20%E2%80%9CYear%20of%20Execution%E2%80%9D&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fscaling-ai-in-the-middle-easts-year-of-execution%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fscaling-ai-in-the-middle-easts-year-of-execution%2F&amp;title=Scaling%20AI%20in%20the%20Middle%20East%E2%80%99s%20%26%238220%3BYear%20of%20Execution%26%238221%3B&amp;summary=A%20reflection%20on%20Artefact%E2%80%99s%20Award%20for%20the%202026%20Google%20Cloud%20Partner%20of%20the%20Year%20for%20Artificial%20Intelligence%20in%20EMEA.%0D%0AAs%20we%20move%20through%20the%20second%20quarter%20of%202026%2C%20the%20global%20dialogue%20around%20artificial%20intelligence%20has%20reached%20a%20critical%20turning%20point.%20The%20initial%20fascination%20with%20generative%20models%20has%20matured%20into%20a%20demand%20for%20measurable%20industrial%20impact.%20In\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-73 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-20 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-74 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-19 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-75 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-38\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 5 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-22 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-20 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/generative-vs-agentic-ai-marketing-2026\/\" target=\"_self\" aria-label=\"\u8425\u9500\u548c\u4ee3\u7406 AI\"><img decoding=\"async\" width=\"2560\" height=\"1578\" alt=\"Generative AI vs. Agentic AI: Why 2026 is the Year of Autonomous Marketing\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-scaled.jpg\" class=\"img-responsive wp-image-1152191 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-1200x740.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-scaled.jpg 2560w\" sizes=\"(max-width: 640px) 100vw, 2560px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-22 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u751f\u6210\u5f0f AI \u4e0e\u4ee3\u7406\u5f0f AI\uff1a\u4e3a\u4ec0\u4e48 2026 \u5e74\u662f\u81ea\u4e3b\u8425\u9500\u5e74\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-39 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u968f\u7740 \"\u8f6c\u578b\u503a\u52a1 \"\u4f7f\u4f20\u7edf\u8425\u9500\u9677\u5165\u762b\u75ea\uff0c2026 \u5e74\u7684\u6218\u7565\u8981\u52a1\u5c06\u4ece\u7b80\u5355\u7684\u5185\u5bb9\u751f\u6210\u8f6c\u5411\u81ea\u4e3b\u6267\u884c\u3002\u4e86\u89e3 Agentic AI \u5982\u4f55\u62c6\u9664\u5b64\u5c9b\u3001\u51cf\u5c11\u8425\u9500\u6d3b\u52a8\u7684\u5ef6\u8fdf\uff0c\u5e76\u5c06\u4eba\u7684\u521b\u9020\u529b\u91ca\u653e\u5230\u9ad8\u5c42\u6b21\u6218\u7565\u4e2d\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-76 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-20\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Generative AI vs. Agentic AI: Why 2026 is the Year of Autonomous Marketing\" data-description=\"Modern marketing organizations are suffocating under the weight of &quot;transformation debt&quot;: a cycle of relentless technological turnover impacting fragile, siloed legacy systems. While generative AI promised a solution, it has instead created unmanageable data fragmentation, tech stack complexity, and &quot;content debt&quot;. The strategic imperative for 2026 is the transition to agentic AI, where autonomous agents\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-20\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Generative%20AI%20vs.%20Agentic%20AI%3A%20Why%202026%20is%20the%20Year%20of%20Autonomous%20Marketing&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fgenerative-vs-agentic-ai-marketing-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fgenerative-vs-agentic-ai-marketing-2026%2F&amp;title=Generative%20AI%20vs.%20Agentic%20AI%3A%20Why%202026%20is%20the%20Year%20of%20Autonomous%20Marketing&amp;summary=Modern%20marketing%20organizations%20are%20suffocating%20under%20the%20weight%20of%20%26quot%3Btransformation%20debt%26quot%3B%3A%20a%20cycle%20of%20relentless%20technological%20turnover%20impacting%20fragile%2C%20siloed%20legacy%20systems.%20While%20generative%20AI%20promised%20a%20solution%2C%20it%20has%20instead%20created%20unmanageable%20data%20fragmentation%2C%20tech%20stack%20complexity%2C%20and%20%26quot%3Bcontent%20debt%26quot%3B.%20The%20strategic%20imperative%20for%202026%20is%20the%20transition%20to%20agentic%20AI%2C%20where%20autonomous%20agents\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-77 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-21 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-78 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-20 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-79 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-40\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>29 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-23 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-21 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/china-ai-transformation-different-game\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u4e2d\u56fd AI \u8f6c\u578b--\u4e00\u573a\u4e0d\u540c\u7684\u6e38\u620f\"><img decoding=\"async\" width=\"1448\" height=\"1086\" alt=\"China AI Transformation &#8211; A Different Game\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game.png\" class=\"img-responsive wp-image-1148283 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-200x150.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-400x300.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-600x450.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-800x600.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-1200x900.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game.png 1448w\" sizes=\"(max-width: 640px) 100vw, 1448px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-23 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4e2d\u56fd AI \u8f6c\u578b - \u4e00\u573a\u4e0d\u540c\u7684\u6e38\u620f<\/h3><\/div><div class=\"fusion-text fusion-text-41 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u4ece DeepSeek R1 \u7684\u7206\u53d1\u5230 \u201c\u517b\u9f99\u867e \u201d\u7684\u75c5\u6bd2\u5f0f\u6d41\u884c\uff08OpenClaw \u7684\u91c7\u7528\uff09\uff0c\u6240\u6709\u8fd9\u4e00\u5207\u90fd\u53d1\u751f\u5728\u77ed\u77ed\u4e00\u5e74\u4e4b\u5185\uff0cAI \u5728\u4e2d\u56fd\u7684\u91c7\u7528\u548c\u63a8\u5e7f\u65b9\u5f0f\u53d1\u751f\u4e86\u6839\u672c\u6027\u7684\u53d8\u5316\uff0c\u5e76\u8fc5\u901f\u8f6c\u5316\u4e3a\u5b9e\u5b9e\u5728\u5728\u7684\u5546\u4e1a\u4ef7\u503c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-80 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-21\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"China AI Transformation &#8211; A Different Game\" data-description=\"From the breakout of DeepSeek R1 to the viral \u201cRaising a lobster\u201d trend (OpenClaw adoption), all within just a year, AI in China is being adopted and scaled in a fundamentally different way, rapidly translating into tangible commercial value.According to Stanford University\u2019s AI Index Report, 83% of Chinese consumers hold a positive attitude toward AI\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/china-ai-transformation-different-game\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-21\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%20AI%20Transformation%20%E2%80%93%20A%20Different%20Game&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fchina-ai-transformation-different-game%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fchina-ai-transformation-different-game%2F&amp;title=China%20AI%20Transformation%20%26%238211%3B%20A%20Different%20Game&amp;summary=From%20the%20breakout%20of%20DeepSeek%20R1%20to%20the%20viral%20%E2%80%9CRaising%20a%20lobster%E2%80%9D%20trend%20%28OpenClaw%20adoption%29%2C%20all%20within%20just%20a%20year%2C%20AI%20in%20China%20is%20being%20adopted%20and%20scaled%20in%20a%20fundamentally%20different%20way%2C%20rapidly%20translating%20into%20tangible%20commercial%20value.%0D%0A%0D%0AAccording%20to%20Stanford%20University%E2%80%99s%20AI%20Index%20Report%2C%2083%25%20of%20Chinese%20consumers%20hold%20a%20positive%20attitude%20toward%20AI\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-81 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-22 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/china-ai-transformation-different-game\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-82 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-21 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-83 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-42\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>28 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-24 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-22 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\" target=\"_self\" aria-label=\"\u5962\u534e\u7684\u8c37\u6b4c\u8d2d\u7269\u6218\u7565\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI Resurrected 40% of a Product Catalog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe.png\" class=\"img-responsive wp-image-1143326 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-24 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u5982\u4f55\u590d\u6d3b\u4ea7\u54c1\u76ee\u5f55 40%<\/h3><\/div><div class=\"fusion-text fusion-text-43 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u4e00\u4e2a\u9ad8\u7aef\u7f8e\u5bb9\u54c1\u724c\u662f\u5982\u4f55\u5728\u77ed\u77ed\u51e0\u5468\u5185\u5927\u5e45\u51cf\u5c11 \"\u50f5\u5c38\u4ea7\u54c1\"\u3001\u63d0\u9ad8\u76ee\u5f55\u80fd\u89c1\u5ea6\u5e76\u964d\u4f4e\u6d41\u91cf\u6210\u672c\u7684\uff1f\u672c\u6587\u5c06\u63a2\u8ba8 AI \u7684\u6218\u7565\u90e8\u7f72\u662f\u5982\u4f55\u5b9e\u73b0\u7684\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-84 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-22\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How AI Resurrected 40% of a Product Catalog\" data-description=\"When a leader in the premium beauty sector discovers that half of its catalog is invisible to Google.How did a premium beauty brand significantly reduce its &quot;zombie products,&quot; boost catalog visibility, and slash traffic costs in just a few weeks? This article examines the strategic deployment of AI that made it possible.The Invisible ProblemIn the\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-22\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20Resurrected%2040%25%20of%20a%20Product%20Catalog&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fcomment-lia-a-ressuscite-40-dun-catalogue-produit%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fcomment-lia-a-ressuscite-40-dun-catalogue-produit%2F&amp;title=How%20AI%20Resurrected%2040%25%20of%20a%20Product%20Catalog&amp;summary=When%20a%20leader%20in%20the%20premium%20beauty%20sector%20discovers%20that%20half%20of%20its%20catalog%20is%20invisible%20to%20Google.%0D%0A%0D%0AHow%20did%20a%20premium%20beauty%20brand%20significantly%20reduce%20its%20%26quot%3Bzombie%20products%2C%26quot%3B%20boost%20catalog%20visibility%2C%20and%20slash%20traffic%20costs%20in%20just%20a%20few%20weeks%3F%20This%20article%20examines%20the%20strategic%20deployment%20of%20AI%20that%20made%20it%20possible.%0D%0AThe%20Invisible%20Problem%0D%0AIn%20the\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-85 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-23 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-86 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-22 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-87 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-44\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-25 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-23 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\" target=\"_self\" aria-label=\"data \u548c AI NL 3 \u6708 31 \u65e5\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why marketing measurement still falls short, and how Agentic AI closes the gap (incl. demo)\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1.png\" class=\"img-responsive wp-image-1138790 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-25 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4e3a\u4ec0\u4e48\u8425\u9500\u6d4b\u91cf\u4ecd\u6709\u4e0d\u8db3\uff0cAgentic AI \u5982\u4f55\u7f29\u5c0f\u5dee\u8ddd\uff08\u5305\u62ec\u6f14\u793a\uff09<\/h3><\/div><div class=\"fusion-text fusion-text-45 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4ee3\u7406 AI \u5982\u4f55\u901a\u8fc7\u81ea\u52a8\u5316\u5206\u6790\u3001\u6307\u5bfc\u51b3\u7b56\u548c\u52a0\u901f\u6574\u4e2a\u6f0f\u6597\u7684\u6267\u884c\u6765\u6539\u53d8\u8425\u9500\u6d4b\u91cf\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-88 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-23\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Why marketing measurement still falls short, and how Agentic AI closes the gap (incl. demo)\" data-description=\"For years, marketers have invested in better measurement. They have built dashboards, adopted attribution models, and implemented marketing mix modeling to understand what is working. Yet even with these capabilities in place, a familiar problem remains: insights do not automatically lead to action.That gap still exists because most organizations are not\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-23\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20marketing%20measurement%20still%20falls%20short%2C%20and%20how%20Agentic%20AI%20closes%20the%20gap%20%28incl.%20demo%29&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhy-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhy-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement%2F&amp;title=Why%20marketing%20measurement%20still%20falls%20short%2C%20and%20how%20Agentic%20AI%20closes%20the%20gap%20%28incl.%20demo%29&amp;summary=For%20years%2C%20marketers%20have%20invested%20in%20better%20measurement.%20They%20have%20built%20dashboards%2C%20adopted%20attribution%20models%2C%20and%20implemented%20marketing%20mix%20modeling%20to%20understand%20what%20is%20working.%20Yet%20even%20with%20these%20capabilities%20in%20place%2C%20a%20familiar%20problem%20remains%3A%20insights%20do%20not%20automatically%20lead%20to%20action.%0D%0A%0D%0AThat%20gap%20still%20exists%20because%20most%20organizations%20are%20not\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-89 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-24 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-90 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-23 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-91 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-46\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-26 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column retail ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-24 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\" target=\"_self\" aria-label=\"\u6587\u7ae0--\u4ee3\u7406\u5546\u52a1--\u4ece AI \u7528\u4f8b\u5230\u7aef\u5230\u7aef\u7684\u91cd\u5851\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic commerce: From AI use cases to end-to-end reinvention. Are you ready?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention.png\" class=\"img-responsive wp-image-1151417 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-26 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ee3\u7406\u5546\u52a1\uff1a\u4ece AI \u7528\u4f8b\u5230\u7aef\u5230\u7aef\u91cd\u5851\u3002\u60a8\u51c6\u5907\u597d\u4e86\u5417\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-47 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u6700\u8fd1\u4e3e\u884c\u7684 TCG \u96f6\u552e\u5cf0\u4f1a\u4e0a\uff0c\u7231\u5fb7\u534e-\u5fb7-\u6885\u6cfd\u62c9\u514b\uff08Edouard de M\u00e9zerac\uff09\u8bd5\u56fe\u62e8\u5f00 AI \u7684\u8ff7\u96fe\u3002\u4ed6\u4f20\u8fbe\u7684\u4fe1\u606f\u662f\uff1a\u96f6\u6563\u7528\u4f8b\u7684\u65f6\u4ee3\u5df2\u7ecf\u8fc7\u53bb\u3002\u63a5\u4e0b\u6765\u8981\u505a\u7684\u662f\u7ed3\u6784\u6027\u66f4\u5f3a\u3001\u8981\u6c42\u66f4\u9ad8\u7684\u4e8b\u60c5\u3002\u591a\u5e74\u6765\uff0c\u516c\u53f8\u4e00\u76f4\u5728\u7ec4\u7ec7\u5185\u90e8\u88ab\u79f0\u4e3a \u201c\u8272\u5f69\u70b9 \u201d\u7684\u5b64\u7acb\u533a\u57df\u5c1d\u8bd5\u4f7f\u7528 AI\u3002\u4e5f\u8bb8\u6709\u7528\u3002\u53d8\u9769\uff1f\u4e0d\u5c3d\u7136\u3002\u73b0\u5728\uff0c\u60c5\u51b5\u6b63\u5728\u53d1\u751f\u53d8\u5316\u3002\u4ee3\u7406\u5f0f AI \u5e76\u4e0d\u662f\u8981\u518d\u589e\u52a0\u4e00\u5c42\u6280\u672f\uff0c\u800c\u662f\u8981\u91cd\u65b0\u601d\u8003\u5982\u4f55\u4f7f\u7528 AI \u6280\u672f\u3002\u800c\u662f\u8981\u91cd\u65b0\u601d\u8003\u5982\u4f55\u4ece\u5934\u5230\u5c3e\u5b8c\u6210\u5de5\u4f5c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-92 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-24\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic commerce: From AI use cases to end-to-end reinvention. Are you ready?\" data-description=\"As discussed recently at the TCG Retail Summit, the business landscape must move past the theoretical hype of Artificial Intelligence. Many organizations have spent the last few years painting little &quot;dots of colors&quot; across their operations with isolated AI use cases. However, companies do\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-24\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20From%20AI%20use%20cases%20to%20end-to-end%20reinvention.%20Are%20you%20ready%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready%2F&amp;title=Agentic%20commerce%3A%20From%20AI%20use%20cases%20to%20end-to-end%20reinvention.%20Are%20you%20ready%3F&amp;summary=As%20discussed%20recently%20at%20the%20TCG%20Retail%20Summit%2C%20the%20business%20landscape%20must%20move%20past%20the%20theoretical%20hype%20of%20Artificial%20Intelligence.%20Many%20organizations%20have%20spent%20the%20last%20few%20years%20painting%20little%20%26quot%3Bdots%20of%20colors%26quot%3B%20across%20their%20operations%20with%20isolated%20AI%20use%20cases.%20However%2C%20companies%20do\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-93 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-25 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-94 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-24 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-95 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-48\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>12 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-27 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-25 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\" target=\"_self\" aria-label=\"\u5728 GEO \u65f6\u4ee3\uff0c\u5236\u836f\u4e1a\u5e94\u5982\u4f55\u91cd\u65b0\u601d\u8003\u8425\u9500\u95ee\u9898\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How Health AI Assistants (and GEO) will transform Patient and HCP experience and what Pharma has to do to be an active part of it\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO.png\" class=\"img-responsive wp-image-1134255 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-27 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5065\u5eb7 AI\u52a9\u7406\uff08\u548c GEO\uff09\u5c06\u5982\u4f55\u6539\u53d8\u60a3\u8005\u548c HCP \u7684\u4f53\u9a8c\uff0c\u4ee5\u53ca\u5236\u836f\u4e1a\u5982\u4f55\u79ef\u6781\u53c2\u4e0e\u5176\u4e2d<\/h3><\/div><div class=\"fusion-text fusion-text-49 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u4e00\u4f4d\u75c5\u4eba\u9192\u6765\u65f6\u80cc\u90e8\u75bc\u75db\u53cd\u590d\u53d1\u4f5c\uff0c\u4ed6\u8be2\u95ee AI \u52a9\u624b\u8be5\u600e\u4e48\u529e\u3002\u5e94\u7528\u7a0b\u5e8f\u67e5\u770b\u4e86\u5176\u5386\u53f2\u8bb0\u5f55\uff0c\u8bb0\u5f55\u4e86\u4e4b\u524d\u7684\u5904\u65b9\uff0c\u5e76\u5efa\u8bae\u6362\u4e00\u79cd\u6d88\u708e\u836f\u3002\u4f60\u7684\u5206\u5b50\u6ca1\u6709\u88ab\u63d0\u53ca\u3002\u5f53\u75c5\u4eba\u5f53\u5929\u4e0b\u5348\u53bb\u770b\u533b\u751f\u5f00\u5904\u65b9\u65f6\uff0c\u6cbb\u7597\u65b9\u6848\u5df2\u7ecf\u786e\u5b9a\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-96 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-25\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How Health AI Assistants (and GEO) will transform Patient and HCP experience and what Pharma has to do to be an active part of it\" data-description=\"Health AI Assistants: the new front door to healthcareA patient wakes up with recurring back pain and asks an AI assistant what to do. The app checks its history, notes a previous prescription, and suggests switching to a different anti-inflammatory. Your molecule isn&#039;t mentioned. By the time the patient sees their doctor that afternoon for\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-25\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20Health%20AI%20Assistants%20%28and%20GEO%29%20will%20transform%20Patient%20and%20HCP%20experience%20and%20what%20Pharma%20has%20to%20do%20to%20be%20an%20active%20part%20of%20it&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fhow-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" 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button-medium button-default fusion-button-default button-26 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-98 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-25 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-99 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-50\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>9 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-28 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-26 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\" target=\"_self\" aria-label=\"Blog \u6587\u7ae0 - AI \u771f\u7684\u8d8a\u6765\u8d8a\u4fbf\u5b9c\u4e86\u5417\uff1f\"><img decoding=\"async\" width=\"1456\" height=\"816\" alt=\"Is AI really getting cheaper? The token cost illusion\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion.png\" class=\"img-responsive wp-image-1127572 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-400x224.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-600x336.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-800x448.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-1200x673.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion.png 1456w\" sizes=\"(max-width: 640px) 100vw, 1456px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-28 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u771f\u7684\u8d8a\u6765\u8d8a\u4fbf\u5b9c\u4e86\u5417\uff1f\u8c61\u5f81\u6027\u6210\u672c\u7684\u5047\u8c61<\/h3><\/div><div class=\"fusion-text fusion-text-51 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4e00\u4f4d\u9996\u5e2d\u8d22\u52a1\u5b98\u6b63\u5728\u5ba1\u67e5\u5b63\u5ea6 cloud \u652f\u51fa\u3002AI \u56e2\u961f\u5c55\u793a\u4e86\u4e00\u5f20\u5f15\u4eba\u6ce8\u76ee\u7684\u56fe\u8868\uff1a\u6bcf\u4e2a\u4ee4\u724c\u7684\u63a8\u7406\u6210\u672c\u540c\u6bd4\u4e0b\u964d\u4e86 75%\u3002\u6a21\u578b\u66f4\u5feb\uff0cAPI \u66f4\u4fbf\u5b9c\uff0c\u4f9b\u5e94\u5546\u8fd8\u63d0\u4f9b\u6279\u91cf\u6298\u6263\u3002\u4e00\u5207\u90fd\u6307\u5411\u8282\u7701\u6210\u672c\u3002\u7136\u540e\uff0c\u5b9e\u9645\u53d1\u7968\u5230\u4e86\uff0c\u603b\u989d\u6bd4\u4e0a\u4e00\u5b63\u5ea6\u8fd8\u9ad8\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-100 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-26\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Is AI really getting cheaper? The token cost illusion\" data-description=\"Per-token prices have dropped 75% in a year, but most organizations are spending more on AI, not less. The cost illusion is hiding in plain sight.The bill that did not shrinkImagine a CFO reviewing the quarterly cloud spend. The AI team presents a compelling chart: per-token inference costs\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-26\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Is%20AI%20really%20getting%20cheaper%3F%20The%20token%20cost%20illusion&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fis-ai-really-getting-cheaper-the-token-cost-illusion%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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fusion_builder_column_inner fusion-builder-nested-column-101 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-27 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-102 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-26 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-103 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-52\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>1 4 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-29 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-27 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - Ardian \u548c Artefact \u5982\u4f55\u9a7e\u9a6d\u65b0\u7684 AI \u73b0\u5b9e\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From foundations to frontiers: How Ardian and Artefact are navigating the new AI reality\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality.png\" class=\"img-responsive wp-image-1151418 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-29 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ece\u57fa\u7840\u5230\u524d\u6cbf\uff1aArdian \u548c Artefact \u5982\u4f55\u9a7e\u9a6d\u65b0\u7684 AI \u73b0\u5b9e<\/h3><\/div><div class=\"fusion-text fusion-text-53 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u5feb\u901f\u53d8\u5316\u7684\u79c1\u52df\u80a1\u6743\u6295\u8d44\u9886\u57df\uff0c\u8bdd\u9898\u5df2\u7ecf\u8fdc\u8fdc\u8d85\u51fa\u4e86\u7b80\u5355\u7684\u91d1\u878d\u5de5\u7a0b\u3002\u5982\u4eca\uff0c\u516c\u53f8\u5229\u7528 data \u7684\u80fd\u529b\u65e5\u76ca\u63a8\u52a8\u7740\u4ef7\u503c\u521b\u9020\u3002\u5728\u7b2c\u4e8c\u5c4a\u53e6\u7c7b\u6295\u8d44 AI \uff08AI x AI\uff09\u4f1a\u8bae\u4e0a\uff0c\u963f\u745f-\u52a0\u5c3c\u8036\u4e0e\u57c3\u5229\u7eb3-\u963f\u4ec0\u57fa\u7eb3\u9f50-\u4f0a\u5c14\u8fea\u65af\uff08Elina Ashkinazi-Ildis\uff09\u5750\u5728\u4e00\u8d77\uff0c\u5256\u6790\u4e86\u4ece\u7406\u8bba\u4e0a\u7684 AI \u6f5c\u529b\u5230\u5b9e\u9645\u5353\u8d8a\u8fd0\u8425\u7684\u8fc7\u7a0b\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-104 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-27\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From foundations to frontiers: How Ardian and Artefact are navigating the new AI reality\" data-description=\"Listen to the podcast: Building AI: From vision to execution | A conversation with Artefact | Ardian&nbsp;In the rapidly shifting landscape of private equity, the conversation has moved far beyond simple financial engineering. Today, value creation is increasingly driven by a firm\u2019s ability to\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-27\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20foundations%20to%20frontiers%3A%20How%20Ardian%20and%20Artefact%20are%20navigating%20the%20new%20AI%20reality&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-105 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-28 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-106 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-27 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-107 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-54\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>31 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-30 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-28 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\" target=\"_self\" aria-label=\"\u5728 AI \u65f6\u4ee3\u6269\u5927 Data \u5408\u4f5c\u89c4\u6a21\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Scaling Data Collaboration in the AI Era\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era.png\" class=\"img-responsive wp-image-1148543 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-30 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5728 AI \u65f6\u4ee3\u6269\u5927 Data \u5408\u4f5c\u89c4\u6a21<\/h3><\/div><div class=\"fusion-text fusion-text-55 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact\u7684\u65b0\u7535\u5b50\u4e66\u300a\u5728AI\u65f6\u4ee3\u6269\u5c55Data\u534f\u4f5c\u300b\u63a2\u8ba8\u4e86\u4f01\u4e1a\u5982\u4f55\u901a\u8fc7\u6253\u7834data\u5b64\u5c9b\u548c\u5b9e\u73b0\u8de8\u56e2\u961f\u65e0\u7f1d\u534f\u4f5c\u6765\u91ca\u653e\u66f4\u5927\u7684\u4ef7\u503c\u3002\u968f\u7740 AI \u7684\u52a0\u901f\u5e94\u7528\uff0c\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\uff0c\u8fd8\u53d6\u51b3\u4e8e\u6709\u6548\u8fde\u63a5 data\u3001\u4eba\u5458\u548c\u6d41\u7a0b\u7684\u80fd\u529b\u3002\u8fd9\u672c\u7535\u5b50\u4e66\u91cd\u70b9\u4ecb\u7ecd\u4e86\u73b0\u4ee3\u7684 data \u534f\u4f5c\u65b9\u6cd5\u5982\u4f55\u63d0\u9ad8\u6d1e\u5bdf\u529b\u3001\u52a0\u5f3a\u6cbb\u7406\u548c\u66f4\u6709\u5f71\u54cd\u529b\u7684 AI \u9a71\u52a8\u6210\u679c\uff0c\u4ece\u800c\u5c06 data \u8f6c\u53d8\u4e3a\u771f\u6b63\u7684\u6218\u7565\u8d44\u4ea7\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-108 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-28\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Scaling Data Collaboration in the AI Era\" data-description=\"Download the whitepaper The business landscape has fundamentally shifted. Deprecation of third-party cookies, stringent global privacy regulations, and fragmented consumer journeys have rendered traditional growth strategies obsolete. Today, an organization\u2019s internal first-party data offers only a narrow, \u201ckeyhole view\u201d of the customer.As businesses transition from experimental AI\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-28\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Scaling%20Data%20Collaboration%20in%20the%20AI%20Era&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-white-paper-scaling-data-collaboration-in-ai-era%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-109 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-29 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-110 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-28 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-111 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-56\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-31 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-29 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\" target=\"_self\" aria-label=\"\u63a2\u7d22\u4ee3\u7406 AI \u5bf9\u4e0e HCP \u5173\u7cfb\u7684\u5f71\u54cd\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Exploring the impacts of agentic AI on the relationship with HCPs\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs.png\" class=\"img-responsive wp-image-1148544 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-31 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u63a2\u7d22\u4ee3\u7406 AI \u5bf9\u4e0e HCP \u5173\u7cfb\u7684\u5f71\u54cd<\/h3><\/div><div class=\"fusion-text fusion-text-57 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact \u7684\u65b0\u767d\u76ae\u4e66\u300a\u63a2\u7d22\u4ee3\u7406 AI \u5bf9\u4e0e HCP \u5173\u7cfb\u7684\u5f71\u54cd\u300b\u63ed\u793a\u4e86\u533b\u7597\u4fdd\u5065\u884c\u4e1a\u7684\u5173\u952e\u65f6\u523b\u3002\u4eca\u5929\u7684\u60a3\u8005\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u52a0\u6570\u5b57\u5316\u3001\u81ea\u4e3b\u5316\u548c\u77e5\u60c5\u5316\u3002\u8bb8\u591a\u4eba\u5728\u5c31\u533b\u524d\u90fd\u4f1a\u54a8\u8be2\u5728\u7ebf\u5e73\u53f0\u751a\u81f3 AI \u5de5\u5177\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u533b\u7597\u4fdd\u5065\u4e13\u4e1a\u4eba\u5458\uff08HCPs\uff09\u5374\u88ab\u4ece\u79d1\u5b66\u66f4\u65b0\u5230\u4fc3\u9500\u6d3b\u52a8\u7684\u5927\u91cf\u5185\u5bb9\u6240\u6df9\u6ca1\uff0c\u96be\u4ee5\u4ece\u5608\u6742\u7684\u4fe1\u606f\u4e2d\u8131\u9896\u800c\u51fa\u3002\u4f20\u7edf\u7684\u53c2\u4e0e\u6a21\u5f0f\u4ee5\u4eb2\u81ea\u5c31\u8bca\u548c \"\u4e00\u5200\u5207 \"\u5f0f\u7684\u6c9f\u901a\u4e3a\u4e2d\u5fc3\uff0c\u5df2\u4e0d\u8db3\u4ee5\u4fdd\u6301\u76f8\u5173\u6027\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-112 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-29\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Exploring the impacts of agentic AI on the relationship with HCPs\" data-description=\"Read our White Paper Artefact\u2019s new white paper, Exploring the impacts of agentic AI on the relationship with HCPs, shines a light on the healthcare industry at a pivotal moment. Patients today are more\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-29\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Exploring%20the%20impacts%20of%20agentic%20AI%20on%20the%20relationship%20with%20HCPs&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps%2F&amp;title=Exploring%20the%20impacts%20of%20agentic%20AI%20on%20the%20relationship%20with%20HCPs&amp;summary=Read%20our%20White%20Paper%20%0D%0A%0D%0AArtefact%E2%80%99s%20new%20white%20paper%2C%20Exploring%20the%20impacts%20of%20agentic%20AI%20on%20the%20relationship%20with%20HCPs%2C%20shines%20a%20light%20on%20the%20healthcare%20industry%20at%20a%20pivotal%20moment.%20Patients%20today%20are%20more\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-113 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-30 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" 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);margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-114 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-29 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-115 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-58\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>24 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-32 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-30 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\" target=\"_self\" aria-label=\"\u8d85\u8d8a\u79bb\u804c\u9884\u6d4b\u7684\u4eba\u5458\u5206\u6790_AI \u5728\u4eba\u529b\u8d44\u6e90\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"People Analytics Beyond Turnover Prediction: Potential Applications of AI in HR\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR.png\" class=\"img-responsive wp-image-1148545 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-32 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4eba\u5458\u5206\u6790\u8d85\u8d8a\u79bb\u804c\u9884\u6d4b\uff1aAI \u5728\u4eba\u529b\u8d44\u6e90\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528<\/h3><\/div><div class=\"fusion-text fusion-text-59 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u4eba\u529b\u8d44\u6e90\u90e8\u95e8\u6b63\u5728\u7ecf\u5386\u4ece\u88ab\u52a8\u7684\u6210\u672c\u4e2d\u5fc3\u5230\u4e3b\u52a8\u7684\u4ef7\u503c\u9a71\u52a8\u529b\u7684\u6839\u672c\u6027\u8f6c\u53d8\u3002\u7136\u800c\uff0c\u8bb8\u591a\u7ec4\u7ec7\u5728\u4eba\u5458\u5206\u6790\u65b9\u9762\u4ecd\u505c\u7559\u5728\u6700\u4f4e\u9650\u5ea6\u7684\u65b9\u6cd5\u4e0a\u3002\u867d\u7136\u751f\u6210\u5f0f AI \u548c\u81ea\u4e3b\u4ee3\u7406\u5728\u6574\u4e2a\u4f01\u4e1a\u4e2d\u8d8a\u6765\u8d8a\u53d7\u5230\u91cd\u89c6\uff0c\u4f46\u4eba\u529b\u8d44\u6e90\u90e8\u95e8\u5bf9 data \u7684\u4f7f\u7528\u4ecd\u5f80\u5f80\u5c40\u9650\u4e8e\u57fa\u672c\u7684\u4eba\u5458\u6d41\u52a8\u9884\u6d4b\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-116 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-30\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"People Analytics Beyond Turnover Prediction: Potential Applications of AI in HR\" data-description=\"Read our White Paper Human Resources is undergoing a fundamental shift from a reactive cost center to a proactive driver of value. Yet many organizations remain anchored in a minimalist approach to people analytics. While generative AI and autonomous agents are gaining traction across the enterprise, HR\u2019s use\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-30\"><span><a href=\"https:\/\/x.com\/intent\/post?text=People%20Analytics%20Beyond%20Turnover%20Prediction%3A%20Potential%20Applications%20of%20AI%20in%20HR&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-117 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-31 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-118 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-30 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-119 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-60\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>24 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-33 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-31 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\" target=\"_self\" aria-label=\"FOS\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The algorithmic evolution: Agentic systems &#038; strategic grounding at Friends of Search 2026 &#8211; Part II\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS.webp\" class=\"img-responsive wp-image-1115124 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-33 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u7b97\u6cd5\u6f14\u53d8\uff1a2026 \u5e74\u641c\u7d22\u4e4b\u53cb\u4f1a\u8bae\u4e0a\u7684\u4ee3\u7406\u7cfb\u7edf\u548c\u6218\u7565\u57fa\u7840--\u7b2c\u4e8c\u90e8\u5206<\/h3><\/div><div class=\"fusion-text fusion-text-61 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u641c\u7d22\u4e4b\u53cb 2026\u300b\u9884\u793a\u7740\u4ee5\u89c4\u5219\u4e3a\u57fa\u7840\u7684 PPC \u7684\u7ec8\u7ed3\uff0c\u4ee5\u53ca\u4ee5 AI \u4e3a\u9a71\u52a8\u3001\u4ee5\u5bf9\u8bdd\u4e3a\u91cd\u70b9\u7684\u641c\u7d22\u7684\u5174\u8d77\u3002\u73b0\u5728\uff0c\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5c06 AI \u8f93\u51fa\u5efa\u7acb\u5728\u9ad8\u8d28\u91cf data \u7684\u57fa\u7840\u4e0a\uff0c\u5e76\u91c7\u7528\u7075\u6d3b\u7684\u4ee3\u7406\u7cfb\u7edf\u3002\u6b63\u5982 108% \u552e\u524d\u63d0\u5347\u6240\u663e\u793a\u7684\uff0c\u9002\u5e94\u6027\u548c\u4e30\u5bcc\u7684 first-party data \u662f\u5728\u65b0\u641c\u7d22\u65f6\u4ee3\u53d6\u80dc\u7684\u5173\u952e\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-120 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-31\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The algorithmic evolution: Agentic systems &#038; strategic grounding at Friends of Search 2026 &#8211; Part II\" data-description=\"The 2026 edition of Friends of Search confirmed a fundamental shift: the era of deterministic, rule-based PPC is over. We have transitioned into a landscape dominated by AI Overviews, now the world\u2019s most utilized generative AI product with over 2 billion monthly users.\u00a0Search is no longer about matching keywords.\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-31\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20algorithmic%20evolution%3A%20Agentic%20systems%20%26%20strategic%20grounding%20at%20Friends%20of%20Search%202026%20%E2%80%93%20Part%20II&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii%2F&amp;title=The%20algorithmic%20evolution%3A%20Agentic%20systems%20%26%23038%3B%20strategic%20grounding%20at%20Friends%20of%20Search%202026%20%26%238211%3B%20Part%20II&amp;summary=The%202026%20edition%20of%20Friends%20of%20Search%20confirmed%20a%20fundamental%20shift%3A%20the%20era%20of%20deterministic%2C%20rule-based%20PPC%20is%20over.%20We%20have%20transitioned%20into%20a%20landscape%20dominated%20by%20AI%20Overviews%2C%20now%20the%20world%E2%80%99s%20most%20utilized%20generative%20AI%20product%20with%20over%202%20billion%20monthly%20users.%C2%A0%0D%0A%0D%0ASearch%20is%20no%20longer%20about%20matching%20keywords.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-121 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-32 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-122 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-31 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-123 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-62\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-34 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-32 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\" target=\"_self\" aria-label=\"54422571-f3fc-4da1-9e4f-08a6d415d93e (1)\"><img decoding=\"async\" width=\"2048\" height=\"1536\" alt=\"The Friends of Search 2026 manifesto: Navigating SEO in an AI-driven world &#8211; Part I\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1.jpg\" class=\"img-responsive wp-image-1115125 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-200x150.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-400x300.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-600x450.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-800x600.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-1200x900.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 2048px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-34 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u641c\u7d22\u4e4b\u53cb2026\u5ba3\u8a00\uff1a\u5728 AI \u9a71\u52a8\u7684\u4e16\u754c\u4e2d\u9a7e\u9a6d\u641c\u7d22\u5f15\u64ce\u4f18\u5316--\u7b2c\u4e00\u90e8\u5206<\/h3><\/div><div class=\"fusion-text fusion-text-63 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u5bf9 Friends of Search 2026 \u7684\u4e94\u5927\u4e3b\u9898\u6f14\u8bb2\u548c\u89c1\u89e3\u8fdb\u884c\u5206\u6790\uff0c\u91cd\u70b9\u4ecb\u7ecd\u5728\u4e0d\u65ad\u53d8\u5316\u7684\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u548c AI \u9a71\u52a8\u7684\u73af\u5883\u4e2d\u6700\u5177\u53ef\u64cd\u4f5c\u6027\u7684\u542f\u793a\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-124 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-32\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The Friends of Search 2026 manifesto: Navigating SEO in an AI-driven world &#8211; Part I\" data-description=\"The digital landscape is undergoing a fundamental transformation where traditional SEO tactics, once centered purely on rankings and traffic, are no longer enough to guarantee success. In this article, we explore how brands can navigate this disruption by moving beyond vanity metrics and focusing on what truly drives competitiveness: topical authority, brand distinctiveness,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-32\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Friends%20of%20Search%202026%20manifesto%3A%20Navigating%20SEO%20in%20an%20AI-driven%20world%20%E2%80%93%20Part%20I&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i%2F&amp;title=The%20Friends%20of%20Search%202026%20manifesto%3A%20Navigating%20SEO%20in%20an%20AI-driven%20world%20%26%238211%3B%20Part%20I&amp;summary=The%20digital%20landscape%20is%20undergoing%20a%20fundamental%20transformation%20where%20traditional%20SEO%20tactics%2C%20once%20centered%20purely%20on%20rankings%20and%20traffic%2C%20are%20no%20longer%20enough%20to%20guarantee%20success.%20In%20this%20article%2C%20we%20explore%20how%20brands%20can%20navigate%20this%20disruption%20by%20moving%20beyond%20vanity%20metrics%20and%20focusing%20on%20what%20truly%20drives%20competitiveness%3A%20topical%20authority%2C%20brand%20distinctiveness%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-125 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-33 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-126 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-32 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-127 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-64\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-35 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-33 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\" target=\"_self\" aria-label=\"\u4ece\u76f4\u89c9\u5230\u7b97\u6cd5\u57ce\u5e02_AI \u5c06\u5982\u4f55\u51b3\u5b9a\u82f1\u56fd\u7684\u5efa\u8bbe\u53ca\u5176\u662f\u5426\u6709\u6548 - \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From gut feel to algorithmic cities: How AI will decide what Britain builds and whether it works\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article.png\" class=\"img-responsive wp-image-1108693 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-35 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ece\u76f4\u89c9\u5230\u7b97\u6cd5\u57ce\u5e02\uff1aAI \u5c06\u5982\u4f55\u51b3\u5b9a\u82f1\u56fd\u7684\u57ce\u5e02\u5efa\u8bbe\u53ca\u5176\u662f\u5426\u6709\u6548<\/h3><\/div><div class=\"fusion-text fusion-text-65 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6570\u5341\u5e74\u6765\uff0c\u82f1\u56fd\u7684\u573a\u6240\u8425\u9020\u65e2\u6709\u65b9\u6cd5\u8bba\uff0c\u4e5f\u6709\u5224\u65ad\u529b\u3002\u5b9e\u8df5\u8005\u4eec\u8c08\u8bba\u7684\u662f \"\u7279\u8272\"\u3001\"\u6d3b\u529b \"\u548c\u96be\u4ee5\u6349\u6478\u7684\u8857\u666f \"\u611f\u89c9\"\uff1b\u8fd9\u4e9b\u7279\u8d28\u662f\u901a\u8fc7\u7ecf\u9a8c\u3001\u4eba\u7c7b\u4f7f\u7528\u548c\u4e13\u4e1a\u76f4\u89c9\u800c\u975e\u5f62\u5f0f\u5316\u7684\u8861\u91cf\u6807\u51c6\u63d0\u70bc\u51fa\u6765\u7684\u3002\u6709\u6210\u5c31\u7684\u5b9e\u8df5\u8005\u5f80\u5f80\u662f\u89c1\u8fc7\u8db3\u591f\u591a\u5730\u65b9\u7684\u4eba\uff0c\u5373\u4f7f\u5728\u90e8\u5206\u56e0\u679c\u673a\u5236\u4ecd\u7136\u65e0\u5f62\u7684\u60c5\u51b5\u4e0b\uff0c\u4ed6\u4eec\u4e5f\u80fd\u8ba4\u8bc6\u5230\u4ec0\u4e48\u662f\u6709\u6548\u7684\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-128 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-33\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From gut feel to algorithmic cities: How AI will decide what Britain builds and whether it works\" data-description=\"For decades, placemaking in Britain has been governed as much by judgment as by methodology. Practitioners speak of &quot;character&quot;, &quot;vibrancy&quot;, and the elusive &quot;feel&quot; of a streetscape; qualities refined through experience, human use, and professional instinct rather than formalised metrics. The accomplished practitioner was often the one who had seen enough places to recognise what\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-33\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20gut%20feel%20to%20algorithmic%20cities%3A%20How%20AI%20will%20decide%20what%20Britain%20builds%20and%20whether%20it%20works&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-130 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-33 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-131 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-66\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>10 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-36 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-34 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/navigating-the-new-rics-ai-standard-what-it-means-for-surveyors\/\" target=\"_self\" aria-label=\"\u4e86\u89e3\u65b0\u7684\u82f1\u56fd\u7687\u5bb6\u7279\u8bb8\u6d4b\u91cf\u5e08\u5b66\u4f1a AI \u6807\u51c6_\u5b83\u5bf9\u6d4b\u91cf\u5e08\u610f\u5473\u7740\u4ec0\u4e48 - \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Navigating the new RICS AI standard: What it means for surveyors\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article.png\" class=\"img-responsive wp-image-1108692 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-36 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4e86\u89e3\u65b0\u7684 RICS AI \u6807\u51c6\uff1a\u65b0\u6807\u51c6\u5bf9\u6d4b\u91cf\u5e08\u7684\u610f\u4e49<\/h3><\/div><div class=\"fusion-text fusion-text-67 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>AI \u6b63\u5728\u91cd\u5851\u6574\u4e2a\u5efa\u7b51\u73af\u5883\u7684\u4e13\u4e1a\u5b9e\u8df5\uff0c\u6d4b\u91cf\u884c\u4e1a\u4e5f\u4e0d\u4f8b\u5916\u3002\u82f1\u56fd\u7687\u5bb6\u7279\u8bb8\u6d4b\u91cf\u5e08\u5b66\u4f1a\uff08RICS\uff09\u53d1\u5e03\u4e86\u9996\u4e2a\u300a\u5728\u6d4b\u91cf\u5b9e\u8df5\u4e2d\u8d1f\u8d23\u4efb\u5730\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u300b\uff08Responsible Use of Artificial Intelligence in Surveying Practice\uff09\u4e13\u4e1a\u6807\u51c6\uff08\u81ea 2026 \u5e74 3 \u6708 9 \u65e5\u8d77\u751f\u6548\uff09\uff0c\u8bb8\u591a\u516c\u53f8\u9762\u4e34\u7684\u95ee\u9898\u4e0d\u518d\u662f\u662f\u5426\u53c2\u4e0e AI\uff0c\u800c\u662f\u5982\u4f55\u4ee5\u4e00\u79cd\u5408\u89c4\u3001\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u4e14\u5728\u4e13\u4e1a\u4e0a\u7ad9\u5f97\u4f4f\u811a\u7684\u65b9\u5f0f\u53c2\u4e0e AI\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-132 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-34\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Navigating the new RICS AI standard: What it means for surveyors\" data-description=\"Listen to the full podcast episode here Artificial intelligence is reshaping professional practice across the built environment, and the surveying profession is no exception. With the Royal Institution of Chartered Surveyors (RICS) having published its first Responsible Use of Artificial Intelligence in Surveying Practice professional standard (effective from 9 March 2026) the question for many\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/navigating-the-new-rics-ai-standard-what-it-means-for-surveyors\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-34\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Navigating%20the%20new%20RICS%20AI%20standard%3A%20What%20it%20means%20for%20surveyors&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fnavigating-the-new-rics-ai-standard-what-it-means-for-surveyors%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fnavigating-the-new-rics-ai-standard-what-it-means-for-surveyors%2F&amp;title=Navigating%20the%20new%20RICS%20AI%20standard%3A%20What%20it%20means%20for%20surveyors&amp;summary=Listen%20to%20the%20full%20podcast%20episode%20here%20%0D%0A%0D%0AArtificial%20intelligence%20is%20reshaping%20professional%20practice%20across%20the%20built%20environment%2C%20and%20the%20surveying%20profession%20is%20no%20exception.%20With%20the%20Royal%20Institution%20of%20Chartered%20Surveyors%20%28RICS%29%20having%20published%20its%20first%20Responsible%20Use%20of%20Artificial%20Intelligence%20in%20Surveying%20Practice%20professional%20standard%20%28effective%20from%209%20March%202026%29%20the%20question%20for%20many\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-133 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-35 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/navigating-the-new-rics-ai-standard-what-it-means-for-surveyors\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-134 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-34 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-135 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-68\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>10 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-37 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column diversity-inclusion generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-35 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\" target=\"_self\" aria-label=\"AI\u65d7\u5e1c\u65f6\u4ee3\u7684\u9886\u5bfc\u529b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Leadership in the age of AI: Authenticity, inclusive tech and sponsorship\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner.webp\" class=\"img-responsive wp-image-1107462 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-37 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u65f6\u4ee3\u7684\u9886\u5bfc\u529b\uff1a\u771f\u5b9e\u6027\u3001\u5305\u5bb9\u6027\u6280\u672f\u548c\u8d5e\u52a9<\/h3><\/div><div class=\"fusion-text fusion-text-69 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728 AI \u65f6\u4ee3\uff0c\u6700\u7ec8\u7684\u7ade\u4e89\u4f18\u52bf\u4e0d\u662f\u6280\u672f\u7684\u6d41\u7545\u6027\uff0c\u800c\u662f\u4eba\u4e0e\u4eba\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u672c\u6587\u501f\u9274\u6700\u8fd1\u4e3e\u884c\u7684 Women@Artefact \u5c0f\u7ec4\u8ba8\u8bba\uff0c\u63a2\u8ba8\u4e13\u4e1a\u4eba\u58eb\u5982\u4f55\u5229\u7528 Fiert\u00e9 AI \u7b49\u5305\u5bb9\u6027\u6280\u672f\uff0c\u817e\u51fa\u65f6\u95f4\u8fdb\u884c\u6218\u7565\u601d\u8003\uff0c\u62e5\u62b1\u771f\u5b9e\u7684\u804c\u4e1a\u65c5\u7a0b\uff0c\u5e76\u4ece\u4f20\u7edf\u7684\u6307\u5bfc\u8f6c\u53d8\u4e3a\u79ef\u6781\u7684\u8d5e\u52a9\uff0c\u4ece\u800c\u6210\u4e3a \"AI-proof\"\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-136 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-35\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Leadership in the age of AI: Authenticity, inclusive tech and sponsorship\" data-description=\"As artificial intelligence rapidly transforms the workplace, a common anxiety has emerged: the fear of being replaced. However, insights from the recent Women@Artefact panel discussion in celebration of International Women\u2019s day reveal that the path to becoming &quot;AI-proof&quot; lies not in out-computing the machines, but in doubling down on our humanity. By leveraging\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-35\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Leadership%20in%20the%20age%20of%20AI%3A%20Authenticity%2C%20inclusive%20tech%20and%20sponsorship&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fleadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fleadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship%2F&amp;title=Leadership%20in%20the%20age%20of%20AI%3A%20Authenticity%2C%20inclusive%20tech%20and%20sponsorship&amp;summary=As%20artificial%20intelligence%20rapidly%20transforms%20the%20workplace%2C%20a%20common%20anxiety%20has%20emerged%3A%20the%20fear%20of%20being%20replaced.%20However%2C%20insights%20from%20the%20recent%20Women%40Artefact%20panel%20discussion%20in%20celebration%20of%20International%20Women%E2%80%99s%20day%20reveal%20that%20the%20path%20to%20becoming%20%26quot%3BAI-proof%26quot%3B%20lies%20not%20in%20out-computing%20the%20machines%2C%20but%20in%20doubling%20down%20on%20our%20humanity.%20By%20leveraging\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-137 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-36 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-138 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-35 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-139 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-70\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>9 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-38 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-36 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-open-source-paradox\/\" target=\"_self\" aria-label=\"\u5f00\u6e90\u6096\u8bba - \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The Open-Source Paradox\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article.png\" class=\"img-responsive wp-image-1105350 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-38 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5f00\u6e90\u6096\u8bba<\/h3><\/div><div class=\"fusion-text fusion-text-71 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Red Hat \u5728 Linux \u4e0a\u5efa\u7acb\u4e86\u4ef7\u503c 10TP46T340 \u4ebf\u7f8e\u5143\u7684\u4e1a\u52a1\u3002IBM \u6536\u8d2d\u4e86\u5b83\u3002\u8fd9\u7b14\u4ea4\u6613\u9a8c\u8bc1\u4e86\u56db\u5341\u5e74\u6765\u4e00\u76f4\u5b58\u5728\u7684\u4e00\u4e2a\u5047\u8bbe\uff1a\u4ece\u5171\u4eab\u4ee3\u7801\u4e2d\u83b7\u53d6\u5de8\u5927\u4ef7\u503c\u7684\u516c\u53f8\uff0c\u51fa\u4e8e\u81ea\u8eab\u5229\u76ca\u7684\u8003\u8651\uff0c\u4f1a\u7ee7\u7eed\u8d44\u52a9\u5b83\u4eec\u6240\u4f9d\u8d56\u7684\u9879\u76ee\u3002\u8fd9\u4e00\u5047\u8bbe\u73b0\u5728\u53d7\u5230\u4e86\u538b\u529b\u3002\u8fd9\u5e76\u4e0d\u662f\u56e0\u4e3a\u6709\u4eba\u51b3\u5b9a\u505c\u6b62\u8d44\u52a9\u5f00\u6e90\u9879\u76ee\u3002\u800c\u662f\u56e0\u4e3a\u8d44\u52a9\u5f00\u6e90\u9879\u76ee\u6700\u591a\u7684\u884c\u4e1a--SaaS--\u6b63\u5728\u88ab\u6700\u4f9d\u8d56\u5f00\u6e90\u9879\u76ee\u7684\u884c\u4e1a--AI--\u6240\u74e6\u89e3\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-140 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-36\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The Open-Source Paradox\" data-description=\"Red Hat built a $34 billion business on Linux. IBM bought it. What the deal validated was a hypothesis that had held for four decades: that companies extracting enormous value from shared code would, in self-interest, keep funding the projects they depended on.That hypothesis is now under stress. Not because anyone decided to stop funding\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-open-source-paradox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-36\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Open-Source%20Paradox&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-open-source-paradox%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-open-source-paradox%2F&amp;title=The%20Open-Source%20Paradox&amp;summary=Red%20Hat%20built%20a%20%2434%20billion%20business%20on%20Linux.%20IBM%20bought%20it.%20What%20the%20deal%20validated%20was%20a%20hypothesis%20that%20had%20held%20for%20four%20decades%3A%20that%20companies%20extracting%20enormous%20value%20from%20shared%20code%20would%2C%20in%20self-interest%2C%20keep%20funding%20the%20projects%20they%20depended%20on.%0D%0A%0D%0AThat%20hypothesis%20is%20now%20under%20stress.%20Not%20because%20anyone%20decided%20to%20stop%20funding\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-141 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-37 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-open-source-paradox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-142 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-36 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-143 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-72\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-39 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-37 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\" target=\"_self\" aria-label=\"\u7b2c 2 \u90e8\u5206_\u4ece\u8bb0\u5fc6\u5230\u5bfc\u822a_\u8d85\u8d8a\u68c0\u7d22\u7684\u81ea\u4e3b\u4ee3\u7406\u6269\u5c55\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Part 2 | From memory to navigation: Scaling autonomous agents beyond retrieval\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval.png\" class=\"img-responsive wp-image-1105039 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-39 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u7b2c 2 \u90e8\u5206\uff1a\u4ece\u8bb0\u5fc6\u5230\u5bfc\u822a\uff1a\u6269\u5c55\u81ea\u4e3b\u4ee3\u7406\uff0c\u8d85\u8d8a\u68c0\u7d22<\/h3><\/div><div class=\"fusion-text fusion-text-73 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u63a2\u8ba8\u4e86\u516b\u4e2a\u72ec\u7acb\u7814\u7a76\u56e2\u961f\u662f\u5982\u4f55\u6c47\u805a\u5728\u540c\u4e00\u4e2a\u89c1\u89e3\u4e0a\u7684\uff1a\u4e0e\u5176\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u4e0d\u5982\u8bad\u7ec3\u6a21\u578b\u672c\u8eab\uff0c\u4f7f\u5176\u5c06\u8bb0\u5fc6\u4f5c\u4e3a\u4e00\u79cd\u5b66\u4e60\u6280\u80fd\u6765\u7ba1\u7406\u3002\u540e\u8bb0\u5fc6\u8bad\u7ec3--\u5728\u8bad\u7ec3\u540e\u9636\u6bb5\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60--\u4ea7\u751f\u7684\u4ee3\u7406\u53ef\u4ee5\u51b3\u5b9a\u5b58\u50a8\u3001\u5220\u9664\u3001\u5408\u5e76\u548c\u68c0\u7d22\u4ec0\u4e48\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u9488\u5bf9\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\u8fdb\u884c\u4f18\u5316\u7684\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-144 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-37\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Part 2 | From memory to navigation: Scaling autonomous agents beyond retrieval\" data-description=\"IntroductionIn a previous piece, I explored how eight independent research teams converged on the same insight: instead of building memory systems around the model, train the model itself to manage memory as a learned skill. Post-memory training \u2014 using reinforcement learning in the post-training phase \u2014 produces agents that decide what to store, delete, consolidate,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-37\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%202%20%7C%20From%20memory%20to%20navigation%3A%20Scaling%20autonomous%20agents%20beyond%20retrieval&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fpart-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fpart-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval%2F&amp;title=Part%202%20%7C%20From%20memory%20to%20navigation%3A%20Scaling%20autonomous%20agents%20beyond%20retrieval&amp;summary=Introduction%0D%0AIn%20a%20previous%20piece%2C%20I%20explored%20how%20eight%20independent%20research%20teams%20converged%20on%20the%20same%20insight%3A%20instead%20of%20building%20memory%20systems%20around%20the%20model%2C%20train%20the%20model%20itself%20to%20manage%20memory%20as%20a%20learned%20skill.%20Post-memory%20training%20%E2%80%94%20using%20reinforcement%20learning%20in%20the%20post-training%20phase%20%E2%80%94%20produces%20agents%20that%20decide%20what%20to%20store%2C%20delete%2C%20consolidate%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-145 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-38 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-146 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-37 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-147 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-74\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-40 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-38 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\" target=\"_self\" aria-label=\"\u7b2c 1 \u90e8\u5206_\u540e\u671f\u8bb0\u5fc6\u57f9\u8bad \u6559\u4ee3\u7406\u8bb0\u5fc6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u68c0\u7d22\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Part 1 | Post-memory training: Teaching agents to remember, not just retrieve\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve.png\" class=\"img-responsive wp-image-1103953 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-40 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u7b2c 1 \u90e8\u5206\uff1a\u8bb0\u5fc6\u540e\u57f9\u8bad\uff1a\u6559\u4ee3\u7406\u8bb0\u5fc6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u68c0\u7d22<\/h3><\/div><div class=\"fusion-text fusion-text-75 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u8fc7\u53bb\u7684\u51e0\u4e2a\u6708\u91cc\uff0c\"\u540e\u5185\u5b58\u8bad\u7ec3 \"\u4e00\u76f4\u662f\u6211\u5173\u6ce8\u7684\u7126\u70b9\u3002\u5982\u679c\u4f60\u5173\u6ce8\u8fc7\u6211\u6700\u8fd1\u5173\u4e8e\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5185\u5b58\u67b6\u6784\u7684\u6587\u7ae0\uff0c\u4ee5\u53ca\u53cd\u590d\u51fa\u73b0\u7684 \"\u4e3a\u4ec0\u4e48\u4ee3\u7406\u572850\u5c81\u4e4b\u540e\u4f1a\u9000\u5316 \"\u7684\u95ee\u9898\uff0c\u8fd9\u7bc7\u6587\u7ae0\u5c31\u662f\u8fd9\u4e9b\u7ebf\u7d22\u7684\u4ea4\u6c47\u70b9\u3002\u6700\u521d\u7684\u6a21\u5f0f\u975e\u5e38\u6e05\u6670\u3002\u516b\u4e2a\u72ec\u7acb\u7684\u7814\u7a76\u56e2\u961f\u5f97\u51fa\u4e86\u76f8\u540c\u7684\u7ed3\u8bba\uff1a\u505c\u6b62\u56f4\u7ed5\u6a21\u578b\u6784\u5efa\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u8bad\u7ec3\u6a21\u578b\u672c\u8eab\u5c06\u8bb0\u5fc6\u4f5c\u4e3a\u4e00\u79cd\u5b66\u4e60\u6280\u80fd\u6765\u7ba1\u7406\u3002\u8fd9\u79cd\u8d8b\u540c\u610f\u4e49\u91cd\u5927\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-148 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-38\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Part 1 | Post-memory training: Teaching agents to remember, not just retrieve\" data-description=\"IntroductionPost-memory training has been a hyperfocus of mine over the past few months. If you have followed my recent writing on context management, memory architectures, and the recurring question of why agents degrade after turn 50, this article is where those threads converge.The original pattern was clear enough. Eight independent research teams arrived at the\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-38\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%201%20%7C%20Post-memory%20training%3A%20Teaching%20agents%20to%20remember%2C%20not%20just%20retrieve&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fpart-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fpart-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve%2F&amp;title=Part%201%20%7C%20Post-memory%20training%3A%20Teaching%20agents%20to%20remember%2C%20not%20just%20retrieve&amp;summary=Introduction%0D%0APost-memory%20training%20has%20been%20a%20hyperfocus%20of%20mine%20over%20the%20past%20few%20months.%20If%20you%20have%20followed%20my%20recent%20writing%20on%20context%20management%2C%20memory%20architectures%2C%20and%20the%20recurring%20question%20of%20why%20agents%20degrade%20after%20turn%2050%2C%20this%20article%20is%20where%20those%20threads%20converge.%0D%0A%0D%0AThe%20original%20pattern%20was%20clear%20enough.%20Eight%20independent%20research%20teams%20arrived%20at%20the\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-149 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-39 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-150 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-38 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-151 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-76\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>4 3 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-41 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-39 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u601d\u60f3\u9886\u8896\u6587\u7ae0_AI \u548c Data \u8d8b\u52bf\u5f15\u9886 2026 \u5e74\u53d1\u5c55\u65b9\u5411\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Thought Leadership Piece &#8211; AI and Data trends leading the way in 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026.png\" class=\"img-responsive wp-image-1101875 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-41 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u601d\u60f3\u9886\u8896\u6587\u7ae0 - AI \u548c Data \u8d8b\u52bf\u5f15\u9886 2026 \u5e74\u53d1\u5c55\u65b9\u5411<\/h3><\/div><div class=\"fusion-text fusion-text-77 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u56de\u987e 2025 \u5e74\uff0c\u6709\u4e00\u70b9\u662f\u663e\u800c\u6613\u89c1\u7684\uff1aartificial intelligence \u548c data \u4e0d\u518d\u662f\u5904\u4e8e\u7ec4\u7ec7\u8fb9\u7f18\u7684\u5b9e\u9a8c\u6027\u5de5\u5177\u3002\u5b83\u4eec\u5df2\u6210\u4e3a\u4f01\u4e1a\u8fd0\u8425\u3001\u7ade\u4e89\u548c\u521b\u9020\u4ef7\u503c\u7684\u6838\u5fc3\u3002\u91c7\u7528\u7684\u901f\u5ea6\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u6839\u636e\u5fae\u8f6f\u7684\u300aAI\u666e\u53ca\u62a5\u544a\u300b\uff0c\u52302025\u5e74\u5e95\uff0c\u5168\u7403\u5927\u7ea6\u6bcf\u516d\u4e2a\u4eba\u4e2d\u5c31\u6709\u4e00\u4eba\u4f7f\u7528\u8fc7\u751f\u6210\u5f0fAI\u5de5\u5177\u3002\u5728\u4f01\u4e1a\u4e2d\uff0c\u8fd9\u4e00\u52bf\u5934\u66f4\u4e3a\u5f3a\u52b2\uff0c\u5230\u4eca\u5e74\u5e74\u4e2d\uff0c\u5168\u7403\u8fd170%\u7684\u4f01\u4e1a\u81f3\u5c11\u5728\u4e00\u9879\u4e1a\u52a1\u804c\u80fd\u4e2d\u90e8\u7f72\u4e86\u751f\u6210\u5f0fAI\u3002\u4ece\u6700\u521d\u7684\u5b64\u7acb\u8bd5\u70b9\uff0c\u8fc5\u901f\u53d1\u5c55\u6210\u4e3a\u5f71\u54cd\u51b3\u7b56\u3001\u5ba2\u6237\u53c2\u4e0e\u548c\u8fd0\u8425\u6548\u7387\u7684\u5d4c\u5165\u5f0f\u80fd\u529b\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-152 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-39\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Thought Leadership Piece &#8211; AI and Data trends leading the way in 2026\" data-description=\"As we look back on 2025, one thing is clear: artificial intelligence and data are no longer experimental tools sitting at the edges of organizations. They have moved decisively into the core of how businesses operate, compete, and create value.The pace of adoption tells the story. By the end of 2025, roughly one in six\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-39\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thought%20Leadership%20Piece%20%E2%80%93%20AI%20and%20Data%20trends%20leading%20the%20way%20in%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026%2F&amp;title=Thought%20Leadership%20Piece%20%26%238211%3B%20AI%20and%20Data%20trends%20leading%20the%20way%20in%202026&amp;summary=As%20we%20look%20back%20on%202025%2C%20one%20thing%20is%20clear%3A%20artificial%20intelligence%20and%20data%20are%20no%20longer%20experimental%20tools%20sitting%20at%20the%20edges%20of%20organizations.%20They%20have%20moved%20decisively%20into%20the%20core%20of%20how%20businesses%20operate%2C%20compete%2C%20and%20create%20value.%0D%0A%0D%0AThe%20pace%20of%20adoption%20tells%20the%20story.%20By%20the%20end%20of%202025%2C%20roughly%20one%20in%20six\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-153 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-40 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-154 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-39 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-155 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-78\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-42 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column tourism-travel-transportation\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-40 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-on-time-performance-otp-imperative\/\" target=\"_self\" aria-label=\"\u6587\u7ae0--\u6309\u65f6\u5b8c\u6210\u4efb\u52a1 (OTP) \u81f3\u5173\u91cd\u8981\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The On-Time Performance (OTP) Imperative\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative.png\" class=\"img-responsive wp-image-1101874 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-42 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u6309\u65f6\u5b8c\u6210\u4efb\u52a1\uff08OTP\uff09\u7684\u5fc5\u8981\u6027<\/h3><\/div><div class=\"fusion-text fusion-text-79 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u9ad8\u98ce\u9669\u7684\u822a\u7a7a\u9886\u57df\uff0c\u51c6\u70b9\u7387\uff08OTP\uff09\u662f\u8fd0\u8425\u76c8\u5229\u80fd\u529b\u7684\u4e3b\u8981\u6760\u6746\u4e4b\u4e00\u3002\u5bf9\u4e8e\u4e00\u7ea7\u822a\u7a7a\u516c\u53f8\u800c\u8a00\uff0c\u8fd0\u8425\u5ef6\u8bef\u7684\u8d22\u52a1\u5f71\u54cd\u5df2\u8fbe\u5230\u4e34\u754c\u70b9\u3002\u622a\u81f3 2024\/2025 \u5e74\uff0c\u4e00\u5206\u949f\u7684\u5ef6\u8bef\u5e73\u5747\u4f1a\u9020\u6210 $100.76 \u7684\u76f4\u63a5\u8fd0\u8425\u6210\u672c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-156 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-40\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The On-Time Performance (OTP) Imperative\" data-description=\"IntroductionIn the high-stakes aviation landscape, On-Time Performance (OTP) is one of the primary levers for operational profitability. For a Tier-1 carrier, the financial impact of operational slippage has reached a critical threshold. As of 2024\/2025, a single minute of delay costs an average of $100.76 in direct operating expenses.For a major carrier operating a fleet\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-on-time-performance-otp-imperative\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-40\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20On-Time%20Performance%20%28OTP%29%20Imperative&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-on-time-performance-otp-imperative%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-on-time-performance-otp-imperative%2F&amp;title=The%20On-Time%20Performance%20%28OTP%29%20Imperative&amp;summary=Introduction%0D%0AIn%20the%20high-stakes%20aviation%20landscape%2C%20On-Time%20Performance%20%28OTP%29%20is%20one%20of%20the%20primary%20levers%20for%20operational%20profitability.%20For%20a%20Tier-1%20carrier%2C%20the%20financial%20impact%20of%20operational%20slippage%20has%20reached%20a%20critical%20threshold.%20As%20of%202024%2F2025%2C%20a%20single%20minute%20of%20delay%20costs%20an%20average%20of%20%24100.76%20in%20direct%20operating%20expenses.%0D%0A%0D%0AFor%20a%20major%20carrier%20operating%20a%20fleet\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-157 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-41 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-on-time-performance-otp-imperative\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-158 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-40 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-159 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-80\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-43 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-41 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\" target=\"_self\" aria-label=\"\u4fe1\u4efb\u5373\u6218\u7565_\u5236\u836f\u4e1a\u5982\u4f55\u901a\u8fc7\u8d23\u4efb\u4ea7\u4e1a\u5316\u53d6\u80dc - \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Trust as strategy: How pharma wins by industrializing accountability\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article.png\" class=\"img-responsive wp-image-1101584 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-43 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4fe1\u4efb\u5373\u6218\u7565\uff1a\u5236\u836f\u4e1a\u5982\u4f55\u901a\u8fc7\u95ee\u8d23\u5236\u4ea7\u4e1a\u5316\u53d6\u80dc<\/h3><\/div><div class=\"fusion-text fusion-text-81 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5236\u836f\u884c\u4e1a\u6b63\u5904\u4e8e\u51b3\u5b9a\u6027\u65f6\u523b\u3002\u6b27\u76df AI \u6cd5\u6848\u89c4\u5b9a\u7684 2026 \u5e74 8 \u6708\u4e3a\u9ad8\u98ce\u9669 AI \u7cfb\u7edf\u7684\u5408\u89c4\u622a\u6b62\u65e5\u671f\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u76d1\u7ba1\u969c\u788d\uff0c\u66f4\u662f\u4e00\u4e2a\u6218\u7565\u62d0\u70b9\uff0c\u5c06\u91cd\u65b0\u5b9a\u4e49\u751f\u7269\u5236\u836f\u884c\u4e1a\u7684\u7ade\u4e89\u683c\u5c40\u3002\u5927\u591a\u6570\u4f01\u4e1a\u5c06\u5176\u89c6\u4e3a\u5408\u89c4\u8d1f\u62c5\u3002\u5e02\u573a\u9886\u5bfc\u8005\u5df2\u7ecf\u8ba4\u8bc6\u5230\u8fd9\u662f\u4e00\u4e2a\u6218\u7565\u673a\u9047\uff1a\u5efa\u7acb\u53ef\u6269\u5c55\u4fe1\u4efb\u6808\uff08\u6cbb\u7406\u3001\u4fdd\u8bc1\u3001\u91c7\u7528\uff09\u7684\u673a\u4f1a\uff0c\u53ef\u52a0\u901f\u5206\u5b50\u4e0a\u5e02\u4e4b\u65c5\uff0c\u5e76\u56f4\u7ed5\u5176 data \u8d44\u4ea7\u5efa\u7acb\u9632\u5fa1\u6027\u62a4\u57ce\u6cb3\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-160 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-41\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Trust as strategy: How pharma wins by industrializing accountability\" data-description=\"The inflection point: August 2026 and beyondThe pharmaceutical industry stands at a decisive moment. The EU AI Act&#039;s August 2026 compliance deadline for high-risk AI systems is not merely a regulatory hurdle - it is a strategic inflection point that will redefine the competitive landscape for BioPharma. Most organizations frame this as a compliance burden.\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-41\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Trust%20as%20strategy%3A%20How%20pharma%20wins%20by%20industrializing%20accountability&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ftrust-as-strategy-how-pharma-wins-by-industrializing-accountability%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ftrust-as-strategy-how-pharma-wins-by-industrializing-accountability%2F&amp;title=Trust%20as%20strategy%3A%20How%20pharma%20wins%20by%20industrializing%20accountability&amp;summary=The%20inflection%20point%3A%20August%202026%20and%20beyond%0D%0AThe%20pharmaceutical%20industry%20stands%20at%20a%20decisive%20moment.%20The%20EU%20AI%20Act%26%23039%3Bs%20August%202026%20compliance%20deadline%20for%20high-risk%20AI%20systems%20is%20not%20merely%20a%20regulatory%20hurdle%20-%20it%20is%20a%20strategic%20inflection%20point%20that%20will%20redefine%20the%20competitive%20landscape%20for%20BioPharma.%20Most%20organizations%20frame%20this%20as%20a%20compliance%20burden.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-161 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-42 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-162 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-41 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-163 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-82\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>23 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-44 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-42 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u6700\u540e\u4e00\u5c4a\u6bd5\u4e1a\u751f\u62db\u751f_AI\u662f\u623f\u5730\u4ea7\u4e13\u4e1a\u7684\u7ec8\u7ed3\u8005\u5417\uff1f\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The last graduate intake: Is AI the end of the property professional?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional.png\" class=\"img-responsive wp-image-1092227 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-44 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u6700\u540e\u4e00\u6279\u6bd5\u4e1a\u751f\uff1aAI \u662f\u623f\u5730\u4ea7\u4e13\u4e1a\u4eba\u5458\u7684\u7ec8\u7ed3\u5417\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-83 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6700\u8fd1\uff0cCRE \u516c\u53f8\u7684\u80a1\u4ef7\u56e0\u62c5\u5fc3\u5176\u4e1a\u52a1\u6a21\u5f0f\u53d7\u5230 AI \u5b58\u5728\u6027\u7834\u574f\u800c\u4e0b\u6ed1\uff0c\u8fd9\u8868\u660e\u65b0\u7684\u73b0\u5b9e\u6b63\u5728\u5f62\u6210\u3002\u53cd\u601d\u5efa\u7b51\u73af\u5883\u7684\u672a\u6765\uff0c\u5e38\u5e38\u8ba9\u4eba\u6709\u4e00\u79cd\u7ad9\u5728\u60ac\u5d16\u8fb9\u7684\u611f\u89c9\u3002\u5728\u6211\u6700\u8fd1\u4e0e\u884c\u4e1a\u9886\u5bfc\u8005\u7684\u8ba8\u8bba\u4e2d\uff0c\u6211\u53d1\u73b0\u8bdd\u9898\u901a\u5e38\u503e\u5411\u4e8e\u4e24\u4e2a\u6781\u7aef\uff1a\u4e00\u4e2a\u662f\u5168\u9762\u81ea\u52a8\u5316\u9ad8\u6548\u7684\u6280\u672f\u4e4c\u6258\u90a6\uff0c\u53e6\u4e00\u4e2a\u662f\u987d\u56fa\u8c28\u614e\u5730\u56de\u5f52 \"\u4eba\u60c5\u5473\"\u3002\"<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-164 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-42\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The last graduate intake: Is AI the end of the property professional?\" data-description=\"The recent share price slide of CRE firms on the fears of existential AI disruptions to their business model is a manifestation of a new reality starting to take shape. Reflecting on the future of the built environment often feels like standing at a precipice. In my recent discussions with industry leaders, I\u2019ve found that\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-42\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20last%20graduate%20intake%3A%20Is%20AI%20the%20end%20of%20the%20property%20professional%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-last-graduate-intake-is-ai-the-end-of-the-property-professional%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-last-graduate-intake-is-ai-the-end-of-the-property-professional%2F&amp;title=The%20last%20graduate%20intake%3A%20Is%20AI%20the%20end%20of%20the%20property%20professional%3F&amp;summary=The%20recent%20share%20price%20slide%20of%20CRE%20firms%20on%20the%20fears%20of%20existential%20AI%20disruptions%20to%20their%20business%20model%20is%20a%20manifestation%20of%20a%20new%20reality%20starting%20to%20take%20shape.%20Reflecting%20on%20the%20future%20of%20the%20built%20environment%20often%20feels%20like%20standing%20at%20a%20precipice.%20In%20my%20recent%20discussions%20with%20industry%20leaders%2C%20I%E2%80%99ve%20found%20that\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-165 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-43 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-166 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-42 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-167 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-84\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-45 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-43 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\" target=\"_self\" aria-label=\"\u7b2c\u4e00\u65b9 Data \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From Performance Plateaus to Signature Dishes: Breaking the AI ceiling with first-party data\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12.jpg\" class=\"img-responsive wp-image-1068710 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12.jpg 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-45 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ece\u6027\u80fd\u9ad8\u539f\u5230\u62db\u724c\u83dc\u5f0f\uff1a\u7528 first-party data \u6253\u7834 AI \u4e0a\u9650<\/h3><\/div><div class=\"fusion-text fusion-text-85 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86\u8425\u9500\u4eba\u5458\u5982\u4f55\u901a\u8fc7\u5c06 first-party data \u3001\u9884\u6d4b\u4fe1\u53f7\u548c\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u7ed3\u5408\u8d77\u6765\uff0c\u8d85\u8d8a\u6807\u51c6\u5e73\u53f0 AI - \u5c06\u901a\u7528\u81ea\u52a8\u5316\u8f6c\u53d8\u4e3a\u53ef\u5e26\u6765\u66f4\u9ad8\u6295\u8d44\u56de\u62a5\u7387\u7684 \u201c\u62db\u724c\u83dc\u201d\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-168 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-43\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From Performance Plateaus to Signature Dishes: Breaking the AI ceiling with first-party data\" data-description=\"In today\u2019s digital advertising environment, platform-embedded AI, such as Meta\u2019s Advantage+ and Google\u2019s Performance Max, has become the &quot;floor&quot;, not the ceiling. While these tools are now the industry standard, relying solely on them often leads to performance plateaus because they utilise generic, outdated signals and basic demographic targeting that your\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-43\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20Performance%20Plateaus%20to%20Signature%20Dishes%3A%20Breaking%20the%20AI%20ceiling%20with%20first-party%20data&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data%2F&amp;title=From%20Performance%20Plateaus%20to%20Signature%20Dishes%3A%20Breaking%20the%20AI%20ceiling%20with%20first-party%20data&amp;summary=In%20today%E2%80%99s%20digital%20advertising%20environment%2C%20platform-embedded%20AI%2C%20such%20as%20Meta%E2%80%99s%20Advantage%2B%20and%20Google%E2%80%99s%20Performance%20Max%2C%20has%20become%20the%20%26quot%3Bfloor%26quot%3B%2C%20not%20the%20ceiling.%20While%20these%20tools%20are%20now%20the%20industry%20standard%2C%20relying%20solely%20on%20them%20often%20leads%20to%20performance%20plateaus%20because%20they%20utilise%20generic%2C%20outdated%20signals%20and%20basic%20demographic%20targeting%20that%20your\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-169 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-44 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-170 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-43 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-171 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-86\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-46 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology retail\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-44 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\" target=\"_self\" aria-label=\"\u667a\u80fd\u65f6\u5c1a\u96f6\u552e\u901a\u8fc7\u4ee5\u4eba\u4e3a\u672c\u7684\u65b9\u6cd5\u63a8\u52a8 AI \u7684\u91c7\u7528 - \u6587\u7ae0\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Intelligent Fashion Retail: Driving AI adoption through a human-centric approach\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE.png\" class=\"img-responsive wp-image-1089805 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-46 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u667a\u80fd\u65f6\u5c1a\u96f6\u552e\uff1a\u901a\u8fc7\u4ee5\u4eba\u4e3a\u672c\u7684\u65b9\u6cd5\u63a8\u52a8 AI \u7684\u91c7\u7528<\/h3><\/div><div class=\"fusion-text fusion-text-87 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u867d\u7136 AI \u4e3a\u884c\u4e1a\u5e26\u6765\u4e86\u5de8\u5927\u7684\u53ef\u80fd\u6027\uff0c\u4f46\u5927\u89c4\u6a21\u5b9e\u65bd\u4ecd\u7136\u5145\u6ee1\u6311\u6218\u3002\u603b\u4f53\u800c\u8a00\uff0c\u53ea\u6709\u5c11\u6570\u96f6\u552e\u5546\u6210\u529f\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u4e2a\u6027\u5316\u8fd0\u8425\uff0c\u8bb8\u591a\u4f01\u4e1a\u4ecd\u7136\u53d7\u5236\u4e8e\u4eba\u624d\u51c6\u5907\u548c\u53d8\u9769\u7ba1\u7406\u65b9\u9762\u7684\u5dee\u8ddd\uff0c\u4ece\u800c\u653e\u6162\u4e86\u8f6c\u578b\u7684\u6b65\u4f10\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-172 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-44\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Intelligent Fashion Retail: Driving AI adoption through a human-centric approach\" data-description=\"Jianxun Chen is an Artefact partner specializing in luxury and retail, with 20 years of B2C experience driving end-to-end data &amp; digital transformation.Artefact China successfully hosted the second edition of its AI for Fashion closed-door event. The session brought together industry leaders to explore how AI can move beyond experimentation toward scalable deployment\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-44\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Intelligent%20Fashion%20Retail%3A%20Driving%20AI%20adoption%20through%20a%20human-centric%20approach&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fintelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fintelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach%2F&amp;title=Intelligent%20Fashion%20Retail%3A%20Driving%20AI%20adoption%20through%20a%20human-centric%20approach&amp;summary=Jianxun%20Chen%20is%20an%20Artefact%20partner%20specializing%20in%20luxury%20and%20retail%2C%20with%2020%20years%20of%20B2C%20experience%20driving%20end-to-end%20data%20%26amp%3B%20digital%20transformation.%0D%0A%0D%0AArtefact%20China%20successfully%20hosted%20the%20second%20edition%20of%20its%20AI%20for%20Fashion%20closed-door%20event.%20The%20session%20brought%20together%20industry%20leaders%20to%20explore%20how%20AI%20can%20move%20beyond%20experimentation%20toward%20scalable%20deployment\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin 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style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-174 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-44 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-175 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-88\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-47 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-45 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 - \u4f53\u80b2\u4e2d\u7684 AI_\u73b0\u5728\u6700\u5927\u7684\u80dc\u5229\u5728\u573a\u5916\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI in Sport: The biggest wins are now off the field\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1.png\" class=\"img-responsive wp-image-1092671 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-47 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI in Sport\uff1a\u573a\u5916\u624d\u662f\u6700\u5927\u7684\u8d62\u5bb6<\/h3><\/div><div class=\"fusion-text fusion-text-89 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u4f53\u80b2\u9886\u57df\uff0cdata \u548c AI \u4e3b\u8981\u4e0e\u573a\u4e0a\u8868\u73b0\u6709\u5173\uff1a\u7403\u5458\u5206\u6790\u3001\u6218\u672f\u5efa\u6a21\u548c\u4f24\u75c5\u9884\u9632\u3002\u6280\u672f\u62d3\u5c55\u4e86\u8fd0\u52a8\u6210\u7ee9\u7684\u8fb9\u754c\uff0c\u4f7f\u8fd0\u52a8\u5458\u80fd\u591f\u8d85\u8d8a\u4ee5\u5f80\u7684\u6781\u9650\u3002\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u6ca1\u6709\u66f4\u591a\u7684\u4f53\u80b2\u7ec4\u7ec7\u5c06\u540c\u6837\u7684\u601d\u7ef4\u5e94\u7528\u5230\u4f53\u80b2\u4e1a\u52a1\u4e2d\u5462\uff1f\u4f53\u80b2\u662f\u4e00\u4e2a\u7ade\u4e89\u6fc0\u70c8\u7684\u5a31\u4e50\u884c\u4e1a\uff0c\u5728\u7403\u8ff7\u53c2\u4e0e\u3001\u5185\u5bb9\u3001\u8fd0\u8425\u548c\u5546\u4e1a\u51b3\u7b56\u7b49\u9886\u57df\uff0c\u8fb9\u9645\u6536\u76ca\u4e0e\u6210\u7ee9\u540c\u6837\u91cd\u8981\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-176 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-45\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"AI in Sport: The biggest wins are now off the field\" data-description=\"In sport, data and AI are primarily associated with on-field performance: player analytics, tactical modelling and injury prevention. Technology has expanded the boundaries of athletic achievement, enabling athletes to push beyond previous limits.So why aren\u2019t more sports organisations applying the same thinking to the business of sport? Sport is an intensely competitive entertainment industry where\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-45\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20in%20Sport%3A%20The%20biggest%20wins%20are%20now%20off%20the%20field&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fai-in-sport-the-biggest-wins-are-now-off-the-field%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fai-in-sport-the-biggest-wins-are-now-off-the-field%2F&amp;title=AI%20in%20Sport%3A%20The%20biggest%20wins%20are%20now%20off%20the%20field&amp;summary=In%20sport%2C%20data%20and%20AI%20are%20primarily%20associated%20with%20on-field%20performance%3A%20player%20analytics%2C%20tactical%20modelling%20and%20injury%20prevention.%20Technology%20has%20expanded%20the%20boundaries%20of%20athletic%20achievement%2C%20enabling%20athletes%20to%20push%20beyond%20previous%20limits.%0D%0A%0D%0ASo%20why%20aren%E2%80%99t%20more%20sports%20organisations%20applying%20the%20same%20thinking%20to%20the%20business%20of%20sport%3F%20Sport%20is%20an%20intensely%20competitive%20entertainment%20industry%20where\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-177 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-46 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-178 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-45 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-179 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-90\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-48 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-46 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\" target=\"_self\" aria-label=\"\u957f\u671f AI \u4ee3\u7406\uff0c\u7b2c 3 \u90e8\u5206_\u8fd9\u5bf9\u7ec4\u7ec7\u7684\u5b9e\u9645\u610f\u4e49\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 3: What this actually means for organizations\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations.png\" class=\"img-responsive wp-image-1086607 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-48 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u957f\u671f AI \u4ee3\u7406\uff0c\u7b2c 3 \u90e8\u5206\uff1a\u8fd9\u5bf9\u7ec4\u7ec7\u7684\u5b9e\u9645\u610f\u4e49<\/h3><\/div><div class=\"fusion-text fusion-text-91 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6280\u672f\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u5e76\u4e0d\u6210\u719f\u3002\u53d1\u5c55\u8f68\u8ff9\u662f\u6e05\u6670\u7684\uff0c\u4f46\u65f6\u95f4\u8868\u5e76\u4e0d\u660e\u786e\u3002\u5927\u591a\u6570\u5728 2026 \u5e74\u90e8\u7f72\u957f\u671f\u8fd0\u884c\u7684 AI \u7684\u7ec4\u7ec7\u5c06\u5438\u53d6\u6602\u8d35\u7684\u6559\u8bad\u3002\u5c11\u6570\u4f01\u4e1a\u5c06\u83b7\u5f97\u771f\u6b63\u7684\u4f18\u52bf\u3002\u533a\u522b\u5728\u4e8e\u4e09\u70b9\uff1a\u90e8\u7f72\u5730\u70b9\u3001\u7ba1\u7406\u65b9\u5f0f\u4ee5\u53ca\u662f\u5426\u7406\u89e3 \"\u81ea\u4e3b \"\u7684\u5b9e\u9645\u542b\u4e49\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-180 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-46\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 3: What this actually means for organizations\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.We have covered\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-46\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%203%3A%20What%20this%20actually%20means%20for%20organizations&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-3-what-this-actually-means-for-organizations%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-3-what-this-actually-means-for-organizations%2F&amp;title=Long-run%20AI%20agents%2C%20part%203%3A%20What%20this%20actually%20means%20for%20organizations&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AWe%20have%20covered\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-181 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-47 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-182 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-46 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-183 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-92\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-49 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-47 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\" target=\"_self\" aria-label=\"\u957f\u671f AI \u4ee3\u7406\u5546\uff0c\u7b2c 2 \u90e8\u5206_\u4e09\u79cd\u5b9e\u9645\u6709\u6548\u7684\u65b9\u6cd5\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 2: Three approaches that actually work\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work.png\" class=\"img-responsive wp-image-1086606 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-49 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u957f\u671f AI \u4ee3\u7406\u4eba\uff0c\u7b2c 2 \u90e8\u5206\uff1a\u4e09\u79cd\u5b9e\u9645\u6709\u6548\u7684\u65b9\u6cd5<\/h3><\/div><div class=\"fusion-text fusion-text-93 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2025 \u5e74\u672b\uff0c\u4e00\u79cd\u540d\u4e3a \"\u62c9\u5c14\u592b-\u7ef4\u683c\u59c6\"\uff08Ralph Wiggum\uff09\u7684\u8352\u8bde\u6280\u672f\u5728\u4ece\u4e1a\u8005\u4e2d\u8d70\u7ea2\u3002\u8fd9\u4e2a\u540d\u5b57\u6765\u6e90\u4e8e\u300a\u8f9b\u666e\u68ee\u4e00\u5bb6\u300b\u4e2d\u7684\u4e00\u4e2a\u89d2\u8272--\u56e0\u4e3a\u6838\u5fc3\u7406\u5ff5\u7b80\u5355\u5f97\u51e0\u4e4e\u4ee4\u4eba\u5c34\u5c2c\uff0c\u6240\u4ee5\u6545\u610f\u53d6\u4e86\u8fd9\u4e2a\u611a\u8822\u7684\u540d\u5b57\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-184 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-47\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 2: Three approaches that actually work\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.In Part\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-47\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%202%3A%20Three%20approaches%20that%20actually%20work&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-2-three-approaches-that-actually-work%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-2-three-approaches-that-actually-work%2F&amp;title=Long-run%20AI%20agents%2C%20part%202%3A%20Three%20approaches%20that%20actually%20work&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AIn%20Part\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-185 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-48 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-186 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-47 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-187 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-94\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-50 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-48 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\" target=\"_self\" aria-label=\"\u957f\u671f AI \u4ee3\u7406\u5546\uff0c\u7b2c 1 \u90e8\u5206_\u65e0\u4eba\u95ee\u6d25\u7684\u95ee\u9898\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 1: The problem nobody talks about\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about.png\" class=\"img-responsive wp-image-1086605 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-50 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u957f\u671f AI \u4ee3\u7406\u4eba\uff0c\u7b2c 1 \u90e8\u5206\uff1a\u65e0\u4eba\u95ee\u6d25\u7684\u95ee\u9898<\/h3><\/div><div class=\"fusion-text fusion-text-95 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2025 \u5e74 3 \u6708\uff0c\u4e00\u5bb6\u540d\u4e3a METR \u7684\u7814\u7a76\u673a\u6784\u53d1\u8868\u4e86\u4e00\u9879\u7814\u7a76\u6210\u679c\uff0c\u4f46\u5374\u6ca1\u6709\u5f97\u5230\u5e94\u6709\u7684\u5173\u6ce8\u3002\u4ed6\u4eec\u4e00\u76f4\u5728\u6d4b\u91cf\u4e00\u4e9b\u4e0d\u5408\u65f6\u5b9c\u7684\u4e1c\u897f\uff1aAI \u7cfb\u7edf\u5728\u5b8c\u6210\u4efb\u52a1\u591a\u957f\u65f6\u95f4\u540e\u624d\u4f1a\u51fa\u73b0\u6545\u969c\u3002\u800c\u4e0d\u662f\u5b83\u4eec\u5728\u4e00\u6b21\u4ea4\u4e92\u4e2d\u80fd\u505a\u4ec0\u4e48\u3002METR \u60f3\u77e5\u9053\u7684\u662f\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u80fd\u5728\u591a\u957f\u65f6\u95f4\u5185\u4fdd\u6301\u8fde\u8d2f\u3001\u6709\u7528\u7684\u5de5\u4f5c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-188 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-48\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 1: The problem nobody talks about\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.In March 2025,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-48\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%201%3A%20The%20problem%20nobody%20talks%20about&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-1-the-problem-nobody-talks-about%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Flong-run-ai-agents-part-1-the-problem-nobody-talks-about%2F&amp;title=Long-run%20AI%20agents%2C%20part%201%3A%20The%20problem%20nobody%20talks%20about&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AIn%20March%202025%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-189 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-49 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-190 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-48 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-191 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-96\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-51 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-49 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it\/\" target=\"_self\" aria-label=\"70% \u7684 AI \u6210\u529f\u662f\u4ee5\u4eba\u4e3a\u672c\u7684_\u6709\u4e94\u4e2a\u73b0\u5b9e\u4e16\u754c\u7684\u771f\u7406\u53ef\u4ee5\u8bc1\u660e\u8fd9\u4e00\u70b9\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"70% of AI success is human-centric: Here are five real-world truths that prove it\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it.png\" class=\"img-responsive wp-image-1081998 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-51 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">70% \u7684 AI \u6210\u529f\u662f\u4ee5\u4eba\u4e3a\u672c\u7684\uff1a\u4ee5\u4e0b\u4e94\u4e2a\u73b0\u5b9e\u4e16\u754c\u7684\u771f\u7406\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9<\/h3><\/div><div class=\"fusion-text fusion-text-97 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u4eec\u6b63\u751f\u6d3b\u5728\u4e00\u4e2a\u5145\u6ee1\u5de8\u5927\u6280\u672f\u53ef\u80fd\u6027\u7684\u65f6\u4ee3\u3002\u5404\u884c\u5404\u4e1a\u7684\u9886\u5bfc\u8005\u90fd\u88ab AI \u6240\u80fd\u5b9e\u73b0\u7684\u76ee\u6807\u6240\u9f13\u821e\uff0c\u4f46\u8981\u5b9e\u73b0\u8fd9\u4e00\u4ef7\u503c\uff0c\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u5b89\u88c5\u65b0\u8f6f\u4ef6\u3002\u4e3a\u4e86\u5f25\u5408\u6210\u529f\u7684\u6982\u5ff5\u9a8c\u8bc1\u4e0e\u53ef\u6269\u5c55\u7684\u4e1a\u52a1\u4ef7\u503c\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u6211\u4eec\u5fc5\u987b\u79c9\u627f\u6d41\u7a0b\u518d\u9020\u7684\u7cbe\u795e\u3002\u90a3\u4e9b\u4e0d\u4ec5\u5c06 AI \u4f5c\u4e3a\u5de5\u5177\uff0c\u8fd8\u5c06\u5176\u4f5c\u4e3a\u6587\u5316\u6f14\u53d8\u50ac\u5316\u5242\u7684\u9879\u76ee\u624d\u80fd\u53d6\u5f97\u6210\u529f\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-192 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-49\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"70% of AI success is human-centric: Here are five real-world truths that prove it\" data-description=\"We are living through a period of immense technological possibilities. Across industries, leaders are being inspired by what AI can achieve, yet realizing that value requires more than just installing new software. To bridge the gap between a successful proof-of-concept and scalable business value, we must embrace a spirit of process reinvention. The projects that\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-49\"><span><a href=\"https:\/\/x.com\/intent\/post?text=70%25%20of%20AI%20success%20is%20human-centric%3A%20%20Here%20are%20five%20real-world%20truths%20that%20prove%20it&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2F70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-194 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-49 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-195 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-98\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>3 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-52 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-50 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\" target=\"_self\" aria-label=\"TCG ITW - Edouard de Mezerac\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Inside the layers of the agentic revolution &#8211; Interview by TCG Summit\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac.png\" class=\"img-responsive wp-image-1080343 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-52 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ee3\u7406\u9769\u547d\u7684\u5c42\u5c42\u5185\u5e55 - TCG \u5cf0\u4f1a\u8bbf\u8c08<\/h3><\/div><div class=\"fusion-text fusion-text-99 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Edouard de M\u00e9zerac\u6982\u8ff0\u4e86\u4ee3\u7406AI\u5c06\u5982\u4f55\u91cd\u65b0\u5b9a\u4e49\u4ece\u6d88\u8d39\u8005\u8d2d\u7269\u5230\u5185\u90e8\u96f6\u552e\u8fd0\u8425\u7684\u4e00\u5207\uff0c\u4ee5\u53ca\u4f01\u4e1a\u5982\u4f55\u5145\u5206\u53d1\u6325\u5176\u4f5c\u7528\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-196 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-50\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Inside the layers of the agentic revolution &#8211; Interview by TCG Summit\" data-description=\"Interview with Edouard de M\u00e9zerac, CEO of Artefact, by the TCG (Technical Consumer Goods) Summit.Edouard de M\u00e9zerac\u00a0outlines how agentic AI is set to redefine everything from consumer shopping to internal retail operations, and how companies can unlock its full potential.How will AI agents change the way consumers search, compare, and purchase products over\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-50\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Inside%20the%20layers%20of%20the%20agentic%20revolution%20%E2%80%93%20Interview%20by%20TCG%20Summit&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Finside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip 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title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-197 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-51 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-198 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-50 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-199 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-100\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2 2 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-53 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-51 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\" target=\"_self\" aria-label=\"\u514b\u91cc\u65af-\u6587\u7ae0 \u82f1\u56fd (2)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"On the Apathy of UK PropTech &#8211; Why the UK Property Industry is Lagging in its Adoption of AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2.png\" class=\"img-responsive wp-image-1078672 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-53 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u8bba\u82f1\u56fd\u7269\u4e1a\u79d1\u6280\u7684\u51b7\u6f20--\u4e3a\u4ec0\u4e48\u82f1\u56fd\u7269\u4e1a\u884c\u4e1a\u5bf9 AI \u7684\u91c7\u7528\u6ede\u540e\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-101 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u5728\u8fc7\u53bb\u5341\u5e74\u7684\u5927\u90e8\u5206\u65f6\u95f4\u91cc\uff0c\u82f1\u56fd\u623f\u5730\u4ea7\u884c\u4e1a\u90fd\u5728\u8c08\u8bba\u4eba\u5de5\u667a\u80fd\uff0c\u8ba4\u4e3a\u5b83\u5373\u5c06\u5230\u6765\uff1a\u8feb\u5728\u7709\u776b\u3001\u4e0d\u53ef\u907f\u514d\uff0c\u4f46\u6c38\u8fdc\u53ea\u662f\u5728\u5730\u5e73\u7ebf\u4e0a\u3002\u4f1a\u8bae\u8bae\u7a0b\u4e0a\u6324\u6ee1\u4e86 PropTech \u5c0f\u7ec4\uff0c\u521b\u65b0\u6218\u7565\u4e2d\u5145\u65a5\u7740 data \u548c\u81ea\u52a8\u5316\u7684\u63d0\u6cd5\uff0c\u5927\u591a\u6570\u5927\u516c\u53f8\u81f3\u5c11\u53ef\u4ee5\u6307\u51fa\u4e00\u4e9b\u8bd5\u70b9\u3001\u4e4f\u5584\u53ef\u9648\u7684\u4e3e\u63aa\u6216\u6982\u5ff5\u9a8c\u8bc1\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-200 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-51\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"On the Apathy of UK PropTech &#8211; Why the UK Property Industry is Lagging in its Adoption of AI\" data-description=\"The Illusion of Imminence: Where is this Much-Fabled AI Revolution?For much of the past decade, the UK property industry has spoken about Artificial Intelligence as something that is coming: imminent, inevitable, but perpetually just over the horizon. Conference agendas are crowded with PropTech panels, innovation strategies are filled with references to data and automation, and\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-51\"><span><a href=\"https:\/\/x.com\/intent\/post?text=On%20the%20Apathy%20of%20UK%20PropTech%20%E2%80%93%20Why%20the%20UK%20Property%20Industry%20is%20Lagging%20in%20its%20Adoption%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fon-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fon-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai%2F&amp;title=On%20the%20Apathy%20of%20UK%20PropTech%20%26%238211%3B%20Why%20the%20UK%20Property%20Industry%20is%20Lagging%20in%20its%20Adoption%20of%20AI&amp;summary=The%20Illusion%20of%20Imminence%3A%20Where%20is%20this%20Much-Fabled%20AI%20Revolution%3F%0D%0AFor%20much%20of%20the%20past%20decade%2C%20the%20UK%20property%20industry%20has%20spoken%20about%20Artificial%20Intelligence%20as%20something%20that%20is%20coming%3A%20imminent%2C%20inevitable%2C%20but%20perpetually%20just%20over%20the%20horizon.%20Conference%20agendas%20are%20crowded%20with%20PropTech%20panels%2C%20innovation%20strategies%20are%20filled%20with%20references%20to%20data%20and%20automation%2C%20and\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-201 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-52 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-202 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-51 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-203 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-102\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 1 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-54 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-52 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\" target=\"_self\" aria-label=\"\u514b\u91cc\u65af-\u6587\u7ae0 \u82f1\u56fd\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Artefact Co-Chairs Working Group in Setting the First Global AI Standards for Property Surveyors\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK.png\" class=\"img-responsive wp-image-1078670 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-54 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Artefact \u62c5\u4efb\u5de5\u4f5c\u7ec4\u8054\u5408\u4e3b\u5e2d\uff0c\u4e3a\u7269\u4e1a\u6d4b\u91cf\u5e08\u5236\u5b9a\u9996\u4e2a\u5168\u7403 AI \u6807\u51c6<\/h3><\/div><div class=\"fusion-text fusion-text-103 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u4f5c\u4e3a\u5176\u5728\u5efa\u7b51\u73af\u5883 data \u548c AI \u9886\u57df\u9886\u5148\u5730\u4f4d\u7684\u8bc1\u660e\uff0cArtefact \u5171\u540c\u4e3b\u6301\u4e86\u82f1\u56fd\u7687\u5bb6\u7279\u8bb8\u6d4b\u91cf\u5e08\u5b66\u4f1a\uff08RICS\uff09AI \u6807\u51c6\u5168\u7403\u7b2c\u4e00\u7248\u7684\u7f16\u5199\u548c\u51fa\u7248\u5de5\u4f5c\u3002\u8fd9\u4e9b\u6807\u51c6\u81ea 2026 \u5e74 3 \u6708 9 \u65e5\u8d77\u9002\u7528\u4e8e\u6240\u6709 15 \u4e07\u540d\u7279\u8bb8\u6d4b\u91cf\u5e08\uff0c\u636e\u4fe1\u662f\u9996\u6b21\u7531\u4efb\u4f55\u56fd\u5bb6\u7684\u623f\u5730\u4ea7\u884c\u4e1a\u673a\u6784\u53d1\u5e03\uff0c\u5e76\u5c06\u4f5c\u4e3a\u672a\u6765\u8d1f\u8d23\u4efb\u5730\u90e8\u7f72 AI \u7684\u6307\u5bfc\u6a21\u677f\u3002. <\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-204 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-52\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Artefact Co-Chairs Working Group in Setting the First Global AI Standards for Property Surveyors\" data-description=\"The RICS sets global standards on the use of AI for real estate professionalsAs a testament to its leadership in data and AI for the built environment, Artefact co-chaired the writing and publishing of the 1st global edition of the Royal Institution of Chartered Surveyors (RICS) AI Standards. These standards, applicable to all 150,000 chartered\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-52\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Artefact%20Co-Chairs%20Working%20Group%20in%20Setting%20the%20First%20Global%20AI%20Standards%20for%20Property%20Surveyors&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fartefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors%2F&amp;title=Artefact%20Co-Chairs%20Working%20Group%20in%20Setting%20the%20First%20Global%20AI%20Standards%20for%20Property%20Surveyors&amp;summary=The%20RICS%20sets%20global%20standards%20on%20the%20use%20of%20AI%20for%20real%20estate%20professionals%0D%0AAs%20a%20testament%20to%20its%20leadership%20in%20data%20and%20AI%20for%20the%20built%20environment%2C%20Artefact%20co-chaired%20the%20writing%20and%20publishing%20of%20the%201st%20global%20edition%20of%20the%20Royal%20Institution%20of%20Chartered%20Surveyors%20%28RICS%29%20AI%20Standards.%20These%20standards%2C%20applicable%20to%20all%20150%2C000%20chartered\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-205 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-53 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-206 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-52 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-207 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-104\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 1 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-55 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-53 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\" target=\"_self\" aria-label=\"cio \u8986\u76d6\u8303\u56f4\"><img decoding=\"async\" width=\"1826\" height=\"1238\" alt=\"Artefact is one of the Top 10 Leading Google Partners to Watch 2025-26\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM.png\" class=\"img-responsive wp-image-1065653 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-200x136.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-400x271.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-600x407.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-800x542.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-1200x814.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM.png 1826w\" sizes=\"(max-width: 640px) 100vw, 1826px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-55 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Artefact \u662f 2025-26 \u5e74\u503c\u5f97\u5173\u6ce8\u7684\u5341\u5927\u9886\u5148\u8c37\u6b4c\u5408\u4f5c\u4f19\u4f34\u4e4b\u4e00<\/h3><\/div><div class=\"fusion-text fusion-text-105 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Data\u9a71\u52a8\u7684\u8f6c\u578b\u5e94\u8be5\u8ba9\u4eba\u611f\u89c9\u662f\u4e00\u79cd\u8fdb\u6b65\uff0c\u7136\u800c\uff0cPB\u7ea7\u7684\u539f\u59cb\u4fe1\u606f\u5f80\u5f80\u88ab\u95f2\u7f6e\uff0c\u6982\u5ff5\u9a8c\u8bc1\u505c\u6ede\u4e0d\u524d\uff0c\u5b64\u7acb\u7684\u56e2\u961f\u5728\u4e89\u8bba\u6218\u7565\uff0c\u800c\u7ade\u4e89\u5bf9\u624b\u5374\u7a81\u98de\u731b\u8fdb\u3002Artefact \u5c06 \u201c\u827a\u672f \u201d\u7684\u76f4\u89c9\u4e0e \u201c\u4e8b\u5b9e \u201d\u7684\u4e25\u8c28\u878d\u4e3a\u4e00\u4f53\uff0c\u963b\u6b62\u4e86\u8fd9\u79cd\u505c\u6ede\u4e0d\u524d\u7684\u5c40\u9762\u3002Artefact \u5c06\u5353\u8d8a\u7684\u6280\u672f\u4e0e\u4e1a\u52a1\u6574\u5408\u5728\u4e00\u8d77\uff0c\u4ece\u800c\u7b80\u5316\u4e86 AI \u7684\u6269\u5c55\u8fc7\u7a0b\u3002\u5b83\u5c06\u6210\u672c\u9ad8\u6602\u7684\u8bd5\u70b9\u9879\u76ee\u8f6c\u5316\u4e3a\u53ef\u8861\u91cf\u7684\u4f01\u4e1a\u80fd\u529b\u3002\n\u4f5c\u4e3a\u8c37\u6b4c\u4e91\uff08Google Cloud\uff09\u7684\u9996\u8981\u5408\u4f5c\u4f19\u4f34\u548c 2025 \u5e74\u6b27\u6d32\u3001\u4e2d\u4e1c\u548c\u975e\u6d32\u5730\u533a\u7684 AI \u5e74\u5ea6\u5408\u4f5c\u4f19\u4f34\uff0c\u5b83\u80fd\u591f\u62c6\u9664\u4e1a\u52a1\u613f\u666f\u4e0e\u6280\u672f\u73b0\u5b9e\u4e4b\u95f4\u7684\u969c\u788d\uff0c\u6784\u5efa\u5b89\u5168\u7684 data foundations\uff0c\u90e8\u7f72\u91cf\u8eab\u5b9a\u5236\u7684 AI\uff0c\u5e76\u63d0\u9ad8\u5458\u5de5\u6280\u80fd\uff0c\u4ece\u800c\u5728\u6574\u4e2a\u4f01\u4e1a\u4e2d\u5b9e\u73b0\u5b64\u7acb\u53d6\u80dc\uff0c\u5e76\u5c06\u53ef\u8861\u91cf\u7684\u5f71\u54cd\u91cd\u65b0\u63d0\u4e0a\u65e5\u7a0b\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-208 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-53\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Artefact is one of the Top 10 Leading Google Partners to Watch 2025-26\" data-description=\"&nbsp;https:\/\/www.ciocoverage.com\/top-10-leading-google-partners-to-watch-2025-26-digital-magazine-goo665g5\/Data-driven transformation should feel like progress, yet petabytes of raw information often sit unused, proofs of concept stall, and siloed teams debate strategy while competitors surge ahead. Artefact halts that stagnation by fusing the intuition of \u201cArt\u201d with the rigor of \u201cFact.\u201dArtefact streamlines AI scaling by merging technical excellence with business alignment. It tra\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-53\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Artefact%20is%20one%20of%20the%20Top%2010%20Leading%20Google%20Partners%20to%20Watch%202025-26&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fscaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fscaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact%2F&amp;title=Artefact%20is%20one%20of%20the%20Top%2010%20Leading%20Google%20Partners%20to%20Watch%202025-26&amp;summary=%26nbsp%3B%0D%0A%0D%0Ahttps%3A%2F%2Fwww.ciocoverage.com%2Ftop-10-leading-google-partners-to-watch-2025-26-digital-magazine-goo665g5%2F%0D%0A%0D%0AData-driven%20transformation%20should%20feel%20like%20progress%2C%20yet%20petabytes%20of%20raw%20information%20often%20sit%20unused%2C%20proofs%20of%20concept%20stall%2C%20and%20siloed%20teams%20debate%20strategy%20while%20competitors%20surge%20ahead.%20Artefact%20halts%20that%20stagnation%20by%20fusing%20the%20intuition%20of%20%E2%80%9CArt%E2%80%9D%20with%20the%20rigor%20of%20%E2%80%9CFact.%E2%80%9D%0D%0AArtefact%20streamlines%20AI%20scaling%20by%20merging%20technical%20excellence%20with%20business%20alignment.%20%0D%0A%0D%0AIt%20tra\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-209 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-54 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-210 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-53 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-211 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-106\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 1 \u6708 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-56 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column generative-ai data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-54 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\" target=\"_self\" aria-label=\"2026 HBR\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI Agents Aren\u2019t Ready for Consumer-Facing Work \u2013 But They Can Excel at Internal Processes.\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR.png\" class=\"img-responsive wp-image-1061682 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-56 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u4ee3\u7406\u8fd8\u4e0d\u80fd\u80dc\u4efb\u9762\u5411\u6d88\u8d39\u8005\u7684\u5de5\u4f5c\uff0c\u4f46\u4ed6\u4eec\u53ef\u4ee5\u80dc\u4efb\u5185\u90e8\u6d41\u7a0b\u3002.<\/h3><\/div><div class=\"fusion-text fusion-text-107 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Agentic AI \u6b63\u5728\u6539\u53d8\u4f01\u4e1a\u7684\u540e\u7aef\u8fd0\u8425\u3002\u4e00\u5bb6\u6b27\u6d32\u7535\u4fe1\u516c\u53f8\u4f7f\u7528 AI \u4ee3\u7406\u5c06\u670d\u52a1\u547c\u53eb\u89e3\u51b3\u65f6\u95f4\u7f29\u77ed\u4e86 60%\uff0c\u6bcf\u5e74\u8282\u7701 100 \u591a\u4e07\u6b27\u5143\uff0c\u5e76\u63d0\u9ad8\u4e86\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002\u8fd9\u4e2a\u4f8b\u5b50\u4e3a\u9886\u5bfc\u8005\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u7ecf\u9a8c\uff0c\u540c\u65f6\u5f3a\u8c03\u4e86\u4f01\u4e1a\u5728\u5b9e\u65bd\u4ee3\u7406 AI \u65f6\u5fc5\u987b\u5e94\u5bf9\u7684\u5171\u540c\u6311\u6218\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-212 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-54\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"AI Agents Aren\u2019t Ready for Consumer-Facing Work \u2013 But They Can Excel at Internal Processes.\" data-description=\"Read the article on    Consumer adoption remains relatively low as well. Despite the use of words like \u201crevolution,\u201d\u00a0data shows\u00a0that most users touch in weekly rather than daily, unlike the more frequent use of social networks or platforms such as Google. This suggests that gen AI\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-54\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20Agents%20Aren%E2%80%99t%20Ready%20for%20Consumer-Facing%20Work%20%E2%80%93%20But%20They%20Can%20Excel%20at%20Internal%20Processes.&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-213 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-55 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-214 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-54 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-215 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-108\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>22 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-57 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-55 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\" target=\"_self\" aria-label=\"Artefact-Secret de Data-Hanan Ouazan\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI: A User Guide to Process-Driven Transformation\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2.png\" class=\"img-responsive wp-image-1059215 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-57 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u4ee3\u7406 AI\uff1a\u6d41\u7a0b\u9a71\u52a8\u8f6c\u578b\u7528\u6237\u6307\u5357<\/h3><\/div><div class=\"fusion-text fusion-text-109 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Agentic AI \u4ec5\u4ec5\u662f\u8fc4\u4eca\u4e3a\u6b62\u5f00\u5c55\u7684\u751f\u6210\u5f0f AI \u9879\u76ee\u7684\u5ef6\u4f38\u5417\uff1f\u7b54\u6848\u662f\u5426\u5b9a\u7684\u3002\u6211\u4eec\u7684\u91cd\u70b9\u4e0d\u518d\u662f\u901a\u8fc7\u5355\u4e00\u7684\u4f7f\u7528\u6848\u4f8b\u8fdb\u884c\u5c40\u90e8\u4f18\u5316\uff0c\u800c\u662f\u5f7b\u5e95\u91cd\u5851\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\uff0c\u4ee5\u83b7\u53d6\u6709\u5f62\u7684\u3001\u53ef\u8861\u91cf\u7684\u4ef7\u503c\u3002\u4ee3\u7406\u4e0d\u662f\u6539\u5934\u6362\u9762\u7684\u52a9\u7406\u3002\u52a9\u7406\u53ef\u4ee5\u56de\u7b54\u95ee\u9898\u6216\u751f\u6210\u5185\u5bb9\u3002\u7136\u800c\uff0c\u4ee3\u7406\u7684\u76ee\u6807\u662f\u5b9e\u73b0\u7279\u5b9a\u7684\u4e1a\u52a1\u76ee\u6807\u3001\u505a\u51fa\u51b3\u7b56\u3001\u4e0e\u7cfb\u7edf\u4ea4\u4e92\u5e76\u6267\u884c\u64cd\u4f5c\u3002\u5b83\u7ef4\u62a4\u72b6\u6001\uff0c\u7ba1\u7406\u5f02\u5e38\uff0c\u5e76\u5728\u8fbe\u5230\u6781\u9650\u65f6\u5347\u7ea7\u3002\u8fd9\u79cd\u533a\u522b\u4e0d\u662f\u8868\u9762\u4e0a\u7684\uff1a\u4ee3\u7406\u7684\u76ee\u7684\u4e0d\u662f \"\u56de\u7b54\"\uff0c\u800c\u662f\u5728\u6d41\u7a0b\u4e2d\u91c7\u53d6\u884c\u52a8\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-216 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-55\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI: A User Guide to Process-Driven Transformation\" data-description=\"Is Agentic AI simply an extension of the generative AI projects undertaken until now? The answer is no. The focus is no longer on local optimization through a single use case, but on the complete reinvention of core business processes to extract tangible and measurable value.An agent is not a rebranded assistant. An assistant\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-55\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%3A%20A%20User%20Guide%20to%20Process-Driven%20Transformation&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-ai-user-guide-to-process-driven-transformation%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fagentic-ai-user-guide-to-process-driven-transformation%2F&amp;title=Agentic%20AI%3A%20A%20User%20Guide%20to%20Process-Driven%20Transformation&amp;summary=Is%20Agentic%20AI%20simply%20an%20extension%20of%20the%20generative%20AI%20projects%20undertaken%20until%20now%3F%20The%20answer%20is%20no.%20The%20focus%20is%20no%20longer%20on%20local%20optimization%20through%20a%20single%20use%20case%2C%20but%20on%20the%20complete%20reinvention%20of%20core%20business%20processes%20to%20extract%20tangible%20and%20measurable%20value.%0D%0AAn%20agent%20is%20not%20a%20rebranded%20assistant.%20An%20assistant\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-217 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-56 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-218 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-55 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-219 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-110\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-58 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-56 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-health-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"\u535a\u5ba2 - \u5065\u5eb7\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Health Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health.png\" class=\"img-responsive wp-image-1060260 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-58 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u5408\u6210 AI \u5065\u5eb7\u6d1e\u5bdf - Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-111 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Adopt AI 2025 \u56fd\u9645\u5cf0\u4f1a\u4e8e 11 \u6708 25 \u65e5\u81f3 26 \u65e5\u5728\u5df4\u9ece\u6807\u5fd7\u6027\u5efa\u7b51\u5927\u7687\u5bab\u4e3e\u884c\u3002\u6211\u4eec\u975e\u5e38\u8363\u5e78\u5730\u8fce\u6765\u4e86\u57c3\u9a6c\u7ebd\u57c3\u5c14-\u9a6c\u514b\u9f99\u603b\u7edf\uff0c\u4ee5\u53ca 600 \u4f4d\u6f14\u8bb2\u5609\u5bbe\u548c 250 \u4f4d\u53c2\u5c55\u5546\u3002\u8fd9\u6b21\u6d3b\u52a8\u5438\u5f15\u4e86 20,000 \u540d\u4e0e\u4f1a\u8005\u53c2\u52a0\u5176 7 \u4e2a\u751f\u6001\u7cfb\u7edf\u821e\u53f0\uff0c\u5305\u62ec AI for Health\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-220 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-56\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Health Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Health\u2019 Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Health Replays The\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-health-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-56\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Health%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-health-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-health-insights-adopt-ai-2025%2F&amp;title=Synthesis%20of%20the%20AI%20for%20Health%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;summary=We%20are%20proud%20to%20share%20with%20you%20the%20replays%20of%20the%20AI%20for%20Health%E2%80%99%20Speakers%20who%20took%20the%20stage%20at%20Adopt%20AI%20and%20delivered%20outstanding%20value%20to%20the%20summit.%20Their%20vision%2C%20strategic%20perspectives%2C%20and%20real-world%20experience%20have%20been%20invaluable%20in%20inspiring%20organizations%20to%20shape%20and%20accelerate%20their%20AI%20roadmaps.%0D%0A%0D%0AWatch%20the%20AI%20for%20Health%20Replays%20%0D%0A%0D%0AThe\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-221 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-57 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-health-insights-adopt-ai-2025\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-222 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-56 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-223 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-112\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>15 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-59 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column industrial-energy-utilities\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-57 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-industry-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"\u535a\u5ba2 - \u884c\u4e1a\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Industry Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry.png\" class=\"img-responsive wp-image-1058067 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-59 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u4ea7\u4e1a\u6d1e\u5bdf\u5408\u6210 - Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-113 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u4eec\u5f88\u8363\u5e78\u5730\u4e0e\u60a8\u5206\u4eab '\u9762\u5411\u884c\u4e1a\u7684 AI replays \"\u7684\u6f14\u8bb2\u8005\uff0c\u4ed6\u4eec\u5728 Adopt AI \u4e2d\u767b\u53f0\u6f14\u8bb2\uff0c\u4e3a\u5cf0\u4f1a\u5e26\u6765\u4e86\u5353\u8d8a\u7684\u4ef7\u503c\u3002\u4ed6\u4eec\u7684\u8fdc\u89c1\u5353\u8bc6\u3001\u6218\u7565\u89c6\u89d2\u548c\u5b9e\u9645\u7ecf\u9a8c\u5bf9\u4e8e\u6fc0\u52b1\u4f01\u4e1a\u5236\u5b9a\u548c\u52a0\u901f\u5176 AI \u8def\u7ebf\u56fe\u5177\u6709\u5b9d\u8d35\u7684\u4ef7\u503c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-224 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-57\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Industry Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Industry&#039; Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Industry Replays\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-industry-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-57\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Industry%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-industry-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-industry-insights-adopt-ai-2025%2F&amp;title=Synthesis%20of%20the%20AI%20for%20Industry%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;summary=We%20are%20proud%20to%20share%20with%20you%20the%20replays%20of%20the%20AI%20for%20Industry%26%23039%3B%20Speakers%20who%20took%20the%20stage%20at%20Adopt%20AI%20and%20delivered%20outstanding%20value%20to%20the%20summit.%20Their%20vision%2C%20strategic%20perspectives%2C%20and%20real-world%20experience%20have%20been%20invaluable%20in%20inspiring%20organizations%20to%20shape%20and%20accelerate%20their%20AI%20roadmaps.%0D%0A%0D%0AWatch%20the%20AI%20for%20Industry%20Replays\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-225 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-58 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-industry-insights-adopt-ai-2025\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-226 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-57 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-227 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-114\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>15 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-60 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column tourism-travel-transportation\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-58 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-travel-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"Adopt AI Blog-\u65c5\u884c (1)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Travel Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1.png\" class=\"img-responsive wp-image-1057153 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-Blog-travel-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-60 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u65c5\u6e38\u6d1e\u5bdf AI \u7684\u5408\u6210 - Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-115 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u4eec\u5f88\u8363\u5e78\u5730\u4e0e\u60a8\u5206\u4eab\u5728 Adopt AI \u4e2d\u767b\u53f0\u6f14\u8bb2\u5e76\u4e3a\u5cf0\u4f1a\u5e26\u6765\u5353\u8d8a\u4ef7\u503c\u7684 'replay for Travel \"\u6f14\u8bb2\u8005\u7684 replays\u3002\u4ed6\u4eec\u7684\u8fdc\u89c1\u5353\u8bc6\u3001\u6218\u7565\u89c6\u89d2\u548c\u5b9e\u9645\u7ecf\u9a8c\u5bf9\u4e8e\u6fc0\u52b1\u4f01\u4e1a\u5236\u5b9a\u548c\u52a0\u901f\u5176 AI \u8def\u7ebf\u56fe\u975e\u5e38\u5b9d\u8d35\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-228 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-58\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Travel Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Travel&#039; Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Travel Replays AI\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-travel-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-58\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Travel%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-travel-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-travel-insights-adopt-ai-2025%2F&amp;title=Synthesis%20of%20the%20AI%20for%20Travel%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;summary=We%20are%20proud%20to%20share%20with%20you%20the%20replays%20of%20the%20AI%20for%20Travel%26%23039%3B%20Speakers%20who%20took%20the%20stage%20at%20Adopt%20AI%20and%20delivered%20outstanding%20value%20to%20the%20summit.%20Their%20vision%2C%20strategic%20perspectives%2C%20and%20real-world%20experience%20have%20been%20invaluable%20in%20inspiring%20organizations%20to%20shape%20and%20accelerate%20their%20AI%20roadmaps.%0D%0A%0D%0AWatch%20the%20AI%20for%20Travel%20Replays%20%0D%0A%0D%0AAI\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-229 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-59 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-travel-insights-adopt-ai-2025\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-230 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-58 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-231 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-116\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>12 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-61 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column retail\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-59 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-retail-consumers-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"Adopt AI \u535a\u5ba2\u96f6\u552e\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Retail &#038; Consumers Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail.png\" class=\"img-responsive wp-image-1056580 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-retail.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-61 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u96f6\u552e\u4e0e\u6d88\u8d39\u8005\u6d1e\u5bdf AI \u7efc\u8ff0 - Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-117 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u4eec\u5f88\u8363\u5e78\u5730\u4e0e\u60a8\u5206\u4eab replays \u7684\u96f6\u552e\u4e0e\u6d88\u8d39\u8005 AI \u6f14\u8bb2\u8005\uff0c\u4ed6\u4eec\u5728 Adopt AI \u7684\u821e\u53f0\u4e0a\u4e3a\u5cf0\u4f1a\u5e26\u6765\u4e86\u5353\u8d8a\u7684\u4ef7\u503c\u3002\u4ed6\u4eec\u7684\u8fdc\u89c1\u5353\u8bc6\u3001\u6218\u7565\u89c6\u89d2\u548c\u5b9e\u9645\u7ecf\u9a8c\u5bf9\u4e8e\u6fc0\u52b1\u4f01\u4e1a\u5236\u5b9a\u548c\u52a0\u901f\u5176 AI \u8def\u7ebf\u56fe\u5177\u6709\u5b9d\u8d35\u7684\u4ef7\u503c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-232 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-59\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Retail &#038; Consumers Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Retail &amp; Consumers&#039; Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Retail\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-retail-consumers-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-59\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Retail%20%26%20Consumers%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-retail-consumers-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-retail-consumers-insights-adopt-ai-2025%2F&amp;title=Synthesis%20of%20the%20AI%20for%20Retail%20%26%23038%3B%20Consumers%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;summary=We%20are%20proud%20to%20share%20with%20you%20the%20replays%20of%20the%20AI%20for%20Retail%20%26amp%3B%20Consumers%26%23039%3B%20Speakers%20who%20took%20the%20stage%20at%20Adopt%20AI%20and%20delivered%20outstanding%20value%20to%20the%20summit.%20Their%20vision%2C%20strategic%20perspectives%2C%20and%20real-world%20experience%20have%20been%20invaluable%20in%20inspiring%20organizations%20to%20shape%20and%20accelerate%20their%20AI%20roadmaps.%0D%0A%0D%0AWatch%20the%20AI%20for%20Retail\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-233 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-60 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-retail-consumers-insights-adopt-ai-2025\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u66f4\u591a<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-234 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-59 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-235 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-118\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-62 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-60 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-finance-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"Adopt AI \u535a\u5ba2 \u8d22\u52a1\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Finance Insights &#8211; Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Adopt-AI-blog-Finance.png\" class=\"img-responsive wp-image-1056579 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-62 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI \u91d1\u878d\u6d1e\u5bdf\u7684\u5408\u6210 - Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-119 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u6211\u4eec\u5f88\u8363\u5e78\u5730\u4e0e\u60a8\u5206\u4eab\u5728 Adopt AI \u4e2d\u767b\u53f0\u6f14\u8bb2\u5e76\u4e3a\u5cf0\u4f1a\u5e26\u6765\u5353\u8d8a\u4ef7\u503c\u7684 \u2019\u8d22\u52a1 AI \u7684 replays \u6f14\u8bb2\u8005\"\u3002\u4ed6\u4eec\u7684\u8fdc\u89c1\u5353\u8bc6\u3001\u6218\u7565\u89c6\u89d2\u548c\u5b9e\u9645\u7ecf\u9a8c\u5bf9\u4e8e\u6fc0\u52b1\u4f01\u4e1a\u5236\u5b9a\u548c\u52a0\u901f\u5176 AI \u8def\u7ebf\u56fe\u5177\u6709\u5b9d\u8d35\u7684\u4ef7\u503c\u3002.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-236 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-60\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Finance Insights &#8211; Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Finance\u2019 Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Finance Replays Our\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/synthesis-of-the-ai-for-finance-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-60\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Finance%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-finance-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fsynthesis-of-the-ai-for-finance-insights-adopt-ai-2025%2F&amp;title=Synthesis%20of%20the%20AI%20for%20Finance%20Insights%20%26%238211%3B%20Adopt%20AI%202025&amp;summary=We%20are%20proud%20to%20share%20with%20you%20the%20replays%20of%20the%20AI%20for%20Finance%E2%80%99%20Speakers%20who%20took%20the%20stage%20at%20Adopt%20AI%20and%20delivered%20outstanding%20value%20to%20the%20summit.%20Their%20vision%2C%20strategic%20perspectives%2C%20and%20real-world%20experience%20have%20been%20invaluable%20in%20inspiring%20organizations%20to%20shape%20and%20accelerate%20their%20AI%20roadmaps.%0D%0A%0D%0AWatch%20the%20AI%20for%20Finance%20Replays%20%0D%0A%0D%0AOur\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-237 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-61 fusion-button-default-span fusion-button-default-type\" 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-238 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-60 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-239 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-120\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 12 \u6708 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<\/ul><div class=\"fusion-infinite-scroll-trigger\"><\/div><div class=\"pagination infinite-scroll clearfix\" style=\"display:none;\"><span class=\"current\">1<\/span><a href=\"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/pages\/1033043\/page\/2\/\" class=\"inactive\">2<\/a><a class=\"pagination-next\" rel=\"next\" href=\"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/pages\/1033043\/page\/2\/\"><span class=\"page-text\">\u4e0b\u4e00\u9875<\/span><span class=\"page-next\"><\/span><\/a><\/div><div class=\"fusion-clearfix\"><\/div><button class=\"fusion-load-more-button fusion-product-button fusion-clearfix\">\u52a0\u8f7d\u66f4\u591a 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