	{"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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fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-flex-end\" 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:80%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:83.333333333333%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" 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 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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-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\" 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=\"When AI Recommends Your Bank: The GEO Revolution\" data-description=\"GEO: The New Frontier of Brand VisibilityFor twenty years, a brand\u2019s online visibility was measured in rankings and clicks. This model is now evolving. A growing share of searches no longer yields a list of links, but a direct answer: ChatGPT, Perplexity, Gemini, or Google&#039;s AI Overviews synthesize, evaluate, and recommend on behalf\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/x.com\/intent\/post?text=When%20AI%20Recommends%20Your%20Bank%3A%20The%20GEO%20Revolution&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhen-ai-recommends-your-bank-the-geo-revolution%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-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\u5e7410\u67081\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\/europe-china-us-three-different-ai-races-on-the-same-track\/\" target=\"_self\" aria-label=\"\u6b27\u6d32\u3001\u4e2d\u56fd\u3001\u7f8e\u56fd\u2014\u2014\u540c\u4e00\u8d5b\u9053\u4e0a\u7684\u4e09\u573a\u4e0d\u540c\u7684\u4eba\u5de5\u667a\u80fd\u7ade\u8d5b\u2014\u2014\u535a\u5ba2\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Europe, China, US: Three different AI races on the same track\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog.webp\" class=\"img-responsive wp-image-1405347 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\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog.webp 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;\">\u6b27\u6d32\u3001\u4e2d\u56fd\u3001\u7f8e\u56fd\uff1a\u540c\u4e00\u8d5b\u9053\u4e0a\u7684\u4e09\u573a\u4e0d\u540c\u7684\u4eba\u5de5\u667a\u80fd\u7ade\u8d5b<\/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>\u56fd\u9645\u673a\u5668\u4eba\u8054\u5408\u4f1a\u7edf\u8ba1\u663e\u793a\uff0c2024\u5e74\u5168\u7403\u5de5\u4e1a\u673a\u5668\u4eba\u5b89\u88c5\u91cf\u8fbe54.2\u4e07\u53f0\u3002 \u5176\u4e2d\u4e2d\u56fd\u5b89\u88c5\u4e86295,000\u53f0\uff0c\u5360\u603b\u6570\u7684\u4e00\u534a\u4ee5\u4e0a\u3002\u6b27\u6d32\u5b89\u88c5\u4e86\u7ea685,000\u53f0\uff0c\u7f8e\u56fd\u5b89\u88c5\u4e8634,200\u53f0\u3002\u90a3\u4e2a\u901a\u5e38\u4ee5\u5c16\u7aef\u673a\u578b\u4f4d\u5c45\u884c\u4e1a\u6807\u6746\u4e4b\u9996\u7684\u56fd\u5bb6\uff0c\u6b64\u6b21\u5374\u57ab\u5e95\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=\"Europe, China, US: Three different AI races on the same track\" data-description=\"The International Federation of Robotics counted 542,000 industrial robot installations worldwide in 2024. China took 295,000 of them, more than half. Europe installed about 85,000, and the United States 34,200.The country whose frontier models usually sit at the top of the benchmarks performs last.The so what here is simple. Read the table as an Olympic\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-2\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Europe%2C%20China%2C%20US%3A%20Three%20different%20AI%20races%20on%20the%20same%20track&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Feurope-china-us-three-different-ai-races-on-the-same-track%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%2Feurope-china-us-three-different-ai-races-on-the-same-track%2F&amp;title=Europe%2C%20China%2C%20US%3A%20Three%20different%20AI%20races%20on%20the%20same%20track&amp;summary=The%20International%20Federation%20of%20Robotics%20counted%20542%2C000%20industrial%20robot%20installations%20worldwide%20in%202024.%20China%20took%20295%2C000%20of%20them%2C%20more%20than%20half.%20Europe%20installed%20about%2085%2C000%2C%20and%20the%20United%20States%2034%2C200.%0D%0A%0D%0AThe%20country%20whose%20frontier%20models%20usually%20sit%20at%20the%20top%20of%20the%20benchmarks%20performs%20last.%0D%0A%0D%0AThe%20so%20what%20here%20is%20simple.%20Read%20the%20table%20as%20an%20Olympic\" 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\/europe-china-us-three-different-ai-races-on-the-same-track\/\"><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\u5e749\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 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-3 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\" target=\"_self\" aria-label=\"\u6587\u7ae0\uff1a\u4e2d\u56fd_\u6cfd\u7ef4\u5c14_\u6218\u7565\u7ade\u4e89\u4f18\u52bf\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Foundation models: When they become a commodity, where will enterprise competitive advantage come from?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage-.webp\" class=\"img-responsive wp-image-1404594 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\/09\/Article-China_Xavier_Strategic-competitive-advantage--200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage-.webp 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;\">\u57fa\u7840\u6a21\u578b\uff1a\u5f53\u5b83\u4eec\u6210\u4e3a\u5927\u5b97\u5546\u54c1\u65f6\uff0c\u4f01\u4e1a\u7684\u7ade\u4e89\u4f18\u52bf\u5c06\u4ece\u4f55\u800c\u6765\uff1f<\/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>\u5982\u679c\u6bcf\u5bb6\u4f01\u4e1a\u90fd\u80fd\u83b7\u5f97\u80fd\u529b\u76f8\u5f53\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u90a3\u4e48\u672a\u6765\u7684\u5e02\u573a\u9886\u5bfc\u8005\u5c06\u51ed\u501f\u4ec0\u4e48\u6765\u8131\u9896\u800c\u51fa\uff1f\u7b54\u6848\u5e76\u4e0d\u5728\u4e8e\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u4e0a\u6784\u5efa\u7684\u7ec4\u7ec7\u73af\u5883\u3002 \u7ec4\u7ec7\u73af\u5883\u6db5\u76d6\u4e86\u591a\u5e74\u7ecf\u8425\u4e2d\u79ef\u7d2f\u7684\u5546\u4e1a\u77e5\u8bc6\u3001\u8fd0\u8425\u6d41\u7a0b\u3001\u51b3\u7b56\u89c4\u5219\u3001\u9886\u57df\u4e13\u957f\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u5b83\u51b3\u5b9a\u4e86\u4eba\u5de5\u667a\u80fd\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4f01\u4e1a\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u652f\u6301\u4e1a\u52a1\u76ee\u6807\uff0c\u5e76\u4ece\u6bcf\u6b21\u4ea4\u4e92\u4e2d\u6301\u7eed\u5b66\u4e60\uff0c\u4ece\u800c\u53d1\u5c55\u51fa\u8be5\u7ec4\u7ec7\u72ec\u6709\u7684\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-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=\"Foundation models: When they become a commodity, where will enterprise competitive advantage come from?\" data-description=\"Foundation models are rapidly becoming part of the infrastructure of enterprise digital transformation. Models are improving at an unprecedented pace, inference costs continue to fall, open-source ecosystems are flourishing, and performance differences between leading models are narrowing.If every company can access AI of comparable capability, what will differentiate tomorrow\u2019s market leaders?The answer lies not in\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-3\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Foundation%20models%3A%20When%20they%20become%20a%20commodity%2C%20where%20will%20enterprise%20competitive%20advantage%20come%20from%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffoundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from%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 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\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\"><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\u5e749\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 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-4 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 \u4e2d\u56fd_\u57c3\u4e39_\u7ec4\u7ec7\u80fd\u529b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Breaking through the AI transformation bottleneck: Rebuilding organizational capabilities\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities.webp\" class=\"img-responsive wp-image-1404596 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\/09\/Article-China_Edam_Organization-capabilities-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities.webp 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;\">\u7a81\u7834\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u74f6\u9888\uff1a\u91cd\u5851\u7ec4\u7ec7\u80fd\u529b<\/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>\u4f01\u4e1a\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6295\u8d44\u6b63\u8fbe\u5230\u524d\u6240\u672a\u6709\u7684\u6c34\u5e73\uff0c\u4f46\u53ea\u6709\u5c11\u6570\u7ec4\u7ec7\u80fd\u591f\u6210\u529f\u5730\u5c06\u8fd9\u4e00\u6295\u8d44\u8f6c\u5316\u4e3a\u5927\u89c4\u6a21\u7684\u4ef7\u503c\u3002\u8fd9\u79cd\u5dee\u8ddd\u4e3b\u8981\u5e76\u4e0d\u5728\u4e8e\u6280\u672f\u5c42\u9762\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u662f\u5426\u5177\u5907\u5229\u7528\u4eba\u5de5\u667a\u80fd\u3001\u91cd\u5851\u4e1a\u52a1\u5e76\u6301\u7eed\u521b\u9020\u4ef7\u503c\u7684\u80fd\u529b\u3002\n\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u672c\u8d28\u4e0a\u662f\u7ec4\u7ec7\u80fd\u529b\u7684\u8f6c\u578b\uff1a\u8ba9\u5458\u5de5\u80fd\u591f\u6709\u6548\u8fd0\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u4f7f\u56e2\u961f\u5177\u5907\u8bbe\u8ba1\u548c\u7ba1\u7406\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u80fd\u529b\uff0c\u5e76\u5efa\u7acb\u76f8\u5173\u673a\u5236\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u6301\u7eed\u5438\u6536\u5e76\u968f\u7740\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u7684\u6f14\u8fdb\u800c\u4e0d\u65ad\u53d1\u5c55\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=\"Breaking through the AI transformation bottleneck: Rebuilding organizational capabilities\" data-description=\"Enterprise investment in AI is reaching unprecedented levels, yet only a minority of organizations are successfully translating that investment into value at scale. The gap is not primarily about technology. It is about whether an organization has the capabilities to harness AI, redesign its business, and continuously create value.AI transformation is fundamentally a transformation of\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-4\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Breaking%20through%20the%20AI%20transformation%20bottleneck%3A%20Rebuilding%20organizational%20capabilities&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fbreaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities%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-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-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\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><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\u5e749\u670825\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\" 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\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\" target=\"_self\" aria-label=\"\u8d64\u58c1\u4e4b\u6218\u80fd\u4e3a\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u5e26\u6765\u54ea\u4e9b\u542f\u793a\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"What the Battle of Red Cliffs can teach us about enterprise AI transformation\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation.webp\" class=\"img-responsive wp-image-1405328 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\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation.webp 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;\">\u8d64\u58c1\u4e4b\u6218\u80fd\u4e3a\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u5e26\u6765\u54ea\u4e9b\u542f\u793a<\/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>\u8d64\u58c1\u4e4b\u6218\u901a\u5e38\u88ab\u89c6\u4e3a\u4e00\u652f\u4ee5\u5c11\u80dc\u591a\u7684\u519b\u961f\u51fb\u8d25\u4e86\u5175\u529b\u8fdc\u8d85\u81ea\u5df1\u7684\u654c\u519b\u7684\u6545\u4e8b\u3002\u4f46\u4ece\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5176\u4e2d\u66f4\u503c\u5f97\u73a9\u5473\u7684\u542f\u793a\u5374\u622a\u7136\u4e0d\u540c\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=\"What the Battle of Red Cliffs can teach us about enterprise AI transformation\" data-description=\"In AD 208, Cao Cao commanded an army so powerful that few would have dared challenge it. He controlled an overwhelming share of the resources, the largest talent pool, and seemingly unlimited capacity to execute. His objective was equally ambitious: cross the Yangtze River, defeat the forces of Sun Quan and Liu Bei, and\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-5\"><span><a href=\"https:\/\/x.com\/intent\/post?text=What%20the%20Battle%20of%20Red%20Cliffs%20can%20teach%20us%20about%20enterprise%20AI%20transformation&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhat-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-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%2Fwhat-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation%2F&amp;title=What%20the%20Battle%20of%20Red%20Cliffs%20can%20teach%20us%20about%20enterprise%20AI%20transformation&amp;summary=In%20AD%20208%2C%20Cao%20Cao%20commanded%20an%20army%20so%20powerful%20that%20few%20would%20have%20dared%20challenge%20it.%20He%20controlled%20an%20overwhelming%20share%20of%20the%20resources%2C%20the%20largest%20talent%20pool%2C%20and%20seemingly%20unlimited%20capacity%20to%20execute.%20His%20objective%20was%20equally%20ambitious%3A%20cross%20the%20Yangtze%20River%2C%20defeat%20the%20forces%20of%20Sun%20Quan%20and%20Liu%20Bei%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-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\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-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-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\u5e749\u670825\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 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-6 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/why-geo-in-china-is-different-from-the-west\/\" target=\"_self\" aria-label=\"\u4e3a\u4ec0\u4e48\u4e2d\u56fd\u4e0e\u897f\u65b9\u7684GEO\u6709\u6240\u4e0d\u540c\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why GEO in China is different from the West\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West.webp\" class=\"img-responsive wp-image-1405327 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\/09\/Why-GEO-in-China-is-different-from-the-West-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West.webp 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;\">\u4e3a\u4ec0\u4e48\u4e2d\u56fd\u4e0e\u897f\u65b9\u7684GEO\u6709\u6240\u4e0d\u540c<\/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>\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff08GEO\uff09\u6b63\u9010\u6e10\u6210\u4e3a\u54c1\u724c\u5728\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u641c\u7d22\u4e2d\u63d0\u5347\u53ef\u89c1\u5ea6\u7684\u5168\u65b0\u91cd\u70b9\u3002\u4f46\u5728\u4e2d\u56fd\uff0c\u5355\u7eaf\u7167\u642c\u897f\u65b9\u7684GEO\u7b56\u7565\u53ef\u80fd\u5e76\u4e0d\u591f\u3002\n\u4e2d\u56fd\u7684\u641c\u7d22\u683c\u5c40\u5df2\u4ece\u4ee5\u767e\u5ea6\u4e3a\u4e3b\u5bfc\u7684\u641c\u7d22\u65f6\u4ee3\uff0c\u6f14\u53d8\u4e3a\u7531\u8d85\u7ea7\u5e94\u7528\u3001\u5e73\u53f0\u539f\u751f\u53d1\u73b0\u529f\u80fd\u548cAI\u52a9\u624b\u6784\u6210\u7684\u788e\u7247\u5316\u751f\u6001\u7cfb\u7edf\u3002\u56e0\u6b64\uff0c\u54c1\u724c\u5728\u88abAI\u53d1\u73b0\u3001\u5c55\u793a\u5e76\u8d62\u5f97\u4fe1\u4efb\u65b9\u9762\uff0c\u6240\u9762\u4e34\u7684\u73af\u5883\u5df2\u53d1\u751f\u6839\u672c\u6027\u53d8\u5316\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=\"Why GEO in China is different from the West\" data-description=\"Search marketing has always been different in ChinaDuring the first industry boom of Search Engine Optimization (SEO) in the early 2000s, Baidu was the dominant player. The behavior back then was quite simple: users searched for something they needed using a keyword, then the results were displayed on Baidu\u2019s page (using their algorithm), and the\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/why-geo-in-china-is-different-from-the-west\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-6\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20GEO%20in%20China%20is%20different%20from%20the%20West&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhy-geo-in-china-is-different-from-the-west%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-geo-in-china-is-different-from-the-west%2F&amp;title=Why%20GEO%20in%20China%20is%20different%20from%20the%20West&amp;summary=Search%20marketing%20has%20always%20been%20different%20in%20China%0D%0ADuring%20the%20first%20industry%20boom%20of%20Search%20Engine%20Optimization%20%28SEO%29%20in%20the%20early%202000s%2C%20Baidu%20was%20the%20dominant%20player.%20The%20behavior%20back%20then%20was%20quite%20simple%3A%20users%20searched%20for%20something%20they%20needed%20using%20a%20keyword%2C%20then%20the%20results%20were%20displayed%20on%20Baidu%E2%80%99s%20page%20%28using%20their%20algorithm%29%2C%20and%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-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\/why-geo-in-china-is-different-from-the-west\/\"><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\u5e749\u670825\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 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-7 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\" target=\"_self\" aria-label=\"\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u2014\u2014\u7a33\u624e\u7a33\u6253\uff0c\u65b9\u80fd\u80dc\u51fa\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"China AI transformation: Slow and steady wins the race\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race.webp\" class=\"img-responsive wp-image-1405330 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\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race.webp 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;\">\u4e2d\u56fd\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff1a\u7a33\u624e\u7a33\u6253\uff0c\u65b9\u80fd\u8d62\u5f97\u80dc\u5229<\/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>\u4eba\u5de5\u667a\u80fd\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u53d1\u5c55\uff0c\u800c\u8ddf\u4e0a\u8fd9\u4e00\u6b65\u4f10\u7684\u538b\u529b\u65e0\u5904\u4e0d\u5728\u3002\u5404\u5bb6\u516c\u53f8\u4e89\u5148\u6050\u540e\u5730\u91c7\u7528\u6700\u65b0\u5de5\u5177\u3001\u4e0e\u7ade\u4e89\u5bf9\u624b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u5e76\u529b\u6c42\u5feb\u901f\u63d0\u5347\u6548\u7387\u3002\u4f46\u5728\u8fd9\u79cd\u4e89\u5206\u593a\u79d2\u7684\u8fdb\u7a0b\u4e2d\uff0c\u5b83\u4eec\u662f\u5426\u63d0\u51fa\u4e86\u6b63\u786e\u7684\u95ee\u9898\uff1f<\/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=\"China AI transformation: Slow and steady wins the race\" data-description=\"The changes brought about by artificial intelligence, both in speed and scale, far exceed those of any previous technology. People say things like, \u201cThe competitive moats that companies spent years building can become fragile with sufficient computing power,\u201d or \u201cMost white-collar jobs will be replaced by AI.\u201dAs the media amplifies such narratives, fear has become\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-7\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%20AI%20transformation%3A%20Slow%20and%20steady%20wins%20the%20race&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fchina-ai-transformation-slow-and-steady-wins-the-race%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-25 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-8 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-slow-and-steady-wins-the-race\/\"><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-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\u5e749\u670825\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 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-8 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/chinas-ai-advantage-the-token-economics\/\" target=\"_self\" aria-label=\"\u4ee3\u5e01\u7ecf\u6d4e\u7a76\u7adf\u662f\u4ec0\u4e48\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"China\u2019s AI advantage: The Token Economics\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics.webp\" class=\"img-responsive wp-image-1405329 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\/09\/What-exactly-is-Token-Economics-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics.webp 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;\">\u4e2d\u56fd\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4f18\u52bf\uff1a\u4ee3\u5e01\u7ecf\u6d4e\u5b66<\/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>\u5728\u8fc7\u53bb\u7684\u4e24\u5e74\u91cc\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7ade\u4e89\u4e3b\u8981\u56f4\u7ed5\u4e00\u4e2a\u95ee\u9898\u5c55\u5f00\uff1a\u8c01\u7684\u6a21\u578b\u6700\u667a\u80fd\uff1f\u4f46\u968f\u7740\u6a21\u578b\u80fd\u529b\u7684\u8d8b\u540c\u4ee5\u53ca\u5177\u6709\u81ea\u4e3b\u884c\u4e3a\u80fd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u6025\u5267\u589e\u52a0\uff0c\u53e6\u4e00\u4e2a\u95ee\u9898\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u96be\u4ee5\u5ffd\u89c6\uff1a\u667a\u80fd\u7684\u5b9e\u9645\u6210\u672c\u7a76\u7adf\u662f\u591a\u5c11\uff1f\n\u7b54\u6848\u6216\u8bb8\u5c31\u85cf\u5728\u4e00\u4e2a\u770b\u4f3c\u7b80\u5355\u7684\u5355\u4f4d\u91cc\uff1a\u4ee4\u724c\uff08token\uff09\u3002\u4ee4\u724c\u4e0d\u518d\u4ec5\u4ec5\u662f\u6587\u672c\u7684\u6280\u672f\u8ba1\u91cf\u5355\u4f4d\uff0c\u5b83\u6b63\u9010\u6e10\u6210\u4e3a\u4f01\u4e1a\u7684\u8fd0\u8425\u6210\u672c\u3001AI\u67b6\u6784\u4e2d\u7684\u53d8\u91cf\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u6210\u4e3a\u5168\u7403AI\u7ecf\u6d4e\u4e2d\u7684\u4e00\u79cd\u65b0\u578b\u5546\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-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=\"China\u2019s AI advantage: The Token Economics\" data-description=\"For the past two years, the defining question in AI was simple: Whose model is the smartest? That question is becoming less decisive. The model layer is commoditizing faster than expected, with capability gaps that once took a year to close now narrowing within a quarter\u2014often through engineering advances outside the model itself. A new\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/chinas-ai-advantage-the-token-economics\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-8\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%E2%80%99s%20AI%20advantage%3A%20The%20Token%20Economics&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fchinas-ai-advantage-the-token-economics%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%2Fchinas-ai-advantage-the-token-economics%2F&amp;title=China%E2%80%99s%20AI%20advantage%3A%20The%20Token%20Economics&amp;summary=For%20the%20past%20two%20years%2C%20the%20defining%20question%20in%20AI%20was%20simple%3A%20Whose%20model%20is%20the%20smartest%3F%20That%20question%20is%20becoming%20less%20decisive.%20The%20model%20layer%20is%20commoditizing%20faster%20than%20expected%2C%20with%20capability%20gaps%20that%20once%20took%20a%20year%20to%20close%20now%20narrowing%20within%20a%20quarter%E2%80%94often%20through%20engineering%20advances%20outside%20the%20model%20itself.%20A%20new\" 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\/chinas-ai-advantage-the-token-economics\/\"><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>2026\u5e749\u670825\u65e5<\/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-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-9 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\" target=\"_self\" aria-label=\"\u4e2d\u56fd\u7684\u4eba\u5de5\u667a\u80fd\u2014\u2014\u4e0a\u6d77\u89c6\u89d2\uff0c\u4ee5\u53ca\u897f\u65b9\u4f01\u4e1a\u4e3a\u4f55\u5e94\u4e88\u4ee5\u5173\u6ce8\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI in China: A view from Shanghai, and why Western business should pay attention\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention.webp\" class=\"img-responsive wp-image-1405331 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\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention.webp 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;\">\u4e2d\u56fd\u7684\u4eba\u5de5\u667a\u80fd\uff1a\u4e0a\u6d77\u89c6\u89d2\uff0c\u4ee5\u53ca\u897f\u65b9\u4f01\u4e1a\u4e3a\u4f55\u5e94\u4e88\u4ee5\u5173\u6ce8<\/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>\u5168\u7403\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u8ba8\u8bba\u5f80\u5f80\u88ab\u63cf\u7ed8\u6210\u524d\u6cbf\u6a21\u578b\u4e4b\u95f4\u7684\u7ade\u8d5b\uff1a\u8c01\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3001\u8c01\u7684\u6a21\u578b\u8868\u73b0\u6700\u4f73\u3001\u8c01\u62e5\u6709\u6700\u5148\u8fdb\u7684\u82af\u7247\u3002\u4f46\u8fd9\u79cd\u89c6\u89d2\u53ef\u80fd\u4f1a\u63a9\u76d6\u53e6\u4e00\u4e2a\u5bf9\u4f01\u4e1a\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\uff1a\u4eba\u5de5\u667a\u80fd\u5728\u4e0d\u540c\u5e02\u573a\u4e2d\u7a76\u7adf\u662f\u5982\u4f55\u88ab\u91c7\u7528\u3001\u90e8\u7f72\u548c\u6269\u5c55\u7684\uff1f<\/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( 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The large integrated mills, US Steel and Bethlehem and the others, made every grade of steel from iron ore in enormous plants, while a new kind of competitor, the mini-mill, melted scrap in an\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-9\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20in%20China%3A%20A%20view%20from%20Shanghai%2C%20and%20why%20Western%20business%20should%20pay%20attention&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention%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-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 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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\u5e749\u670825\u65e5<\/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 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-10 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\" target=\"_self\" aria-label=\"Artefact \u53d1\u5e03\u4e8e Databricks\uff1a\u4f01\u4e1a\u7ea7 AI \u4e3a\u4f55\u9700\u8981\u8d85\u8d8a RAG \u624d\u80fd\u6295\u5165\u751f\u4ea7\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why Enterprise AI needs more than RAG to reach production\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production.webp\" class=\"img-responsive wp-image-1404827 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\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production.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;\">\u4f01\u4e1a\u7ea7\u4eba\u5de5\u667a\u80fd\u4e3a\u4f55\u9700\u8981\u66f4\u591a\u6280\u672f\u652f\u6301\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662fRAG\u624d\u80fd\u6295\u5165\u751f\u4ea7<\/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>\u867d\u7136\u8bb8\u591a\u516c\u53f8\u90fd\u662f\u4ece\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5f00\u59cb\u5176\u4eba\u5de5\u667a\u80fd\u4e4b\u65c5\u7684\uff0c\u4f46\u5b83\u4eec\u5f88\u5feb\u4fbf\u53d1\u73b0\u4e86\u5176\u7ed3\u6784\u4e0a\u7684\u5c40\u9650\u6027\u3002 \u5728Databricks Data + AI\u5cf0\u4f1a\u4e0a\uff0c\u54a8\u8be2\u516c\u53f8Artefact\u6307\u51fa\uff0c\u751f\u4ea7\u7ea7AI\u4ee3\u7406\u4e0d\u4ec5\u9700\u8981\u68c0\u7d22\u529f\u80fd\uff0c\u66f4\u9700\u8981\u4e00\u4e2a\u503c\u5f97\u4fe1\u8d56\u7684\u8bed\u4e49\u57fa\u7840\u3002 \u672c\u6587\u63a2\u8ba8\u4e86\u4e3a\u4f55\u672c\u4f53\u5c42\u662f\u89e3\u6790\u4e1a\u52a1\u542b\u4e49\u3001\u786e\u5b9adata\u6743\u5a01\u6027\uff0c\u5e76\u4f7fAI\u80fd\u591f\u4ece\u56de\u7b54\u95ee\u9898\u8f6c\u53d8\u4e3a\u4f01\u4e1a\u4e2d\u53d7\u7ba1\u63a7\u7684\u5b9e\u65f6\u884c\u52a8\u7684\u5173\u952e\u6240\u5728\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=\"Why Enterprise AI needs more than RAG to reach production\" data-description=\"At the Databricks Data + AI Summit,\u00a0Artefact\u00a0brought a clear message to enterprise AI leaders: the next phase of AI adoption will not be won by models alone. It will be won by organizations that can build the trusted data, governance, and semantic foundations required to move agents from pilots into production.This article\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-10\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20Enterprise%20AI%20needs%20more%20than%20RAG%20to%20reach%20production&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwhy-enterprise-ai-needs-more-than-rag-to-reach-production%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-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\" 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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-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\" 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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\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\" target=\"_self\" aria-label=\"COVER_Article_AI \u4ee3\u7406\u7684\u771f\u6b63\u74f6\u9888\"><img decoding=\"async\" width=\"1080\" height=\"660\" alt=\"The real bottleneck of AI agents: How to build an AI-first culture and ROI-driven knowledge hubs\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents.png\" class=\"img-responsive wp-image-1404011 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\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-200x122.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-400x244.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-600x367.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-800x489.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents.png 1080w\" sizes=\"(max-width: 640px) 100vw, 1080px\" \/><\/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;\">AI \u4ee3\u7406\u7684\u771f\u6b63\u74f6\u9888\uff1a\u5982\u4f55\u6784\u5efa\u201cAI \u4f18\u5148\u201d\u7684\u6587\u5316\u548c\u4ee5\u6295\u8d44\u56de\u62a5\u7387\u4e3a\u5bfc\u5411\u7684\u77e5\u8bc6\u4e2d\u5fc3<\/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>\u6bcf\u4e2a\u8bd5\u56fe\u52a0\u5feb\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u6b65\u4f10\u7684\u7ec4\u7ec7\u90fd\u4f1a\u9047\u5230\u540c\u6837\u7684\u969c\u788d\uff1a\u771f\u6b63\u63a8\u52a8\u4e1a\u52a1\u6210\u679c\u7684\u77e5\u8bc6\u90fd\u5b58\u5728\u4e8e\u4eba\u4eec\u7684\u8111\u6d77\u4e2d\u3002\u5b83\u5e76\u4e0d\u5b58\u5728\u4e8e\u7cfb\u7edf\u4e4b\u4e2d\uff0c\u800c\u662f\u5b58\u5728\u4e8e\u7ecf\u9a8c\u6700\u4e30\u5bcc\u7684\u5458\u5de5\u6240\u4f5c\u51fa\u7684\u5224\u65ad\u4e2d\uff0c\u4ee5\u53ca\u56e2\u961f\u8d1f\u8d23\u4eba\u5728\u8fbe\u6210\u590d\u6742\u4ea4\u6613\u65f6\u6240\u91c7\u7528\u7684\u90a3\u4e9b\u672a\u88ab\u8bb0\u5f55\u7684\u601d\u7ef4\u6377\u5f84\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-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=\"The real bottleneck of AI agents: How to build an AI-first culture and ROI-driven knowledge hubs\" data-description=\"Every organization trying to accelerate AI adoption hits the same wall: the knowledge that actually drives business outcomes lives inside people&#039;s heads. It doesn&#039;t reside in systems, but in the judgment of your most experienced contributor and the undocumented mental shortcuts your team leader uses to close complex deals.None of these resources, in their raw\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-11\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20real%20bottleneck%20of%20AI%20agents%3A%20How%20to%20build%20an%20AI-first%20culture%20and%20ROI-driven%20knowledge%20hubs&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs%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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fusion-button-default button-12 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-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\"><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>2026\u5e749\u67081\u65e5<\/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\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\" target=\"_self\" aria-label=\"\u884c\u4e4b\u6709\u6548\u7684AI\u5b9e\u8df5\u2014\u2014\u5c06AI\u5de5\u5177\u878d\u5165\u65e5\u5e38\u7684\u4f4e\u6210\u672c\u4e60\u60ef\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI rituals that work: low-cost habits that turn AI tools into everyday practice\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice.png\" class=\"img-responsive wp-image-1403978 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\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u884c\u4e4b\u6709\u6548\u7684AI\u5b9e\u8df5\uff1a\u5c06AI\u5de5\u5177\u878d\u5165\u65e5\u5e38\u7684\u4f4e\u6210\u672c\u4e60\u60ef<\/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>\u5728\u4eba\u5de5\u667a\u80fd\u5df2\u6210\u5e38\u6001\u7684\u7ec4\u7ec7\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u7684\u662f\u5c11\u91cf\u91cd\u590d\u6027\u6d3b\u52a8\uff0c\u8fd9\u4e9b\u6d3b\u52a8\u6301\u7eed\u4e00\u5e74\u6216\u66f4\u4e45\uff0c\u800c\u975e\u4e00\u6b21\u6027\u7684\u63a8\u5e7f\u6d3b\u52a8\u3002\u6211\u4eec\u79f0\u4e4b\u4e3a\u201c\u4eea\u5f0f\u201d\u3002\u5b83\u4eec\u8ba9\u4eba\u5de5\u667a\u80fd\u59cb\u7ec8\u5904\u4e8e\u516c\u4f17\u89c6\u91ce\uff0c\u4f7f\u5b66\u4e60\u6210\u4e3a\u5e38\u6001\uff0c\u5e76\u8ba9\u9886\u5bfc\u8005\u80fd\u591f\u5b9a\u671f\u4e86\u89e3\u54ea\u4e9b\u4e3e\u63aa\u884c\u4e4b\u6709\u6548\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=\"AI rituals that work: low-cost habits that turn AI tools into everyday practice\" data-description=\"The Office for National Statistics reports that AI use among UK businesses with ten or more employees has risen from around 12 per cent in late 2023 to around 35 per cent in mid 2026. Over the same period the average number of AI technologies in use per business moved from 1.4 to 1.6. RICS&#039;s\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-12\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20rituals%20that%20work%3A%20low-cost%20habits%20that%20turn%20AI%20tools%20into%20everyday%20practice&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice%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-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice%2F&amp;title=AI%20rituals%20that%20work%3A%20low-cost%20habits%20that%20turn%20AI%20tools%20into%20everyday%20practice&amp;summary=The%20Office%20for%20National%20Statistics%20reports%20that%20AI%20use%20among%20UK%20businesses%20with%20ten%20or%20more%20employees%20has%20risen%20from%20around%2012%20per%20cent%20in%20late%202023%20to%20around%2035%20per%20cent%20in%20mid%202026.%20Over%20the%20same%20period%20the%20average%20number%20of%20AI%20technologies%20in%20use%20per%20business%20moved%20from%201.4%20to%201.6.%20RICS%26%23039%3Bs\" 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\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\"><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>2026\u5e748\u670831\u65e5<\/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 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-13 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\" target=\"_self\" aria-label=\"\u6587\u7ae0\u300a\u661f\u7206\u300b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The Missing Layer: The operating model your conversational data agents can\u2019t work without\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1.png\" class=\"img-responsive wp-image-1402584 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\/08\/article-starburst-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1.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;\">\u7f3a\u5931\u7684\u4e00\u73af\uff1a\u60a8\u7684\u5bf9\u8bdd\u5f0f data \u667a\u80fd\u4ee3\u7406\u4e0d\u53ef\u6216\u7f3a\u7684\u8fd0\u8425\u6a21\u5f0f<\/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>\u5c3d\u7ba1\u8bb8\u591a\u7ec4\u7ec7\u5df2\u901a\u8fc7\u6210\u529f\u7684\u8bd5\u70b9\u9879\u76ee\u8bc1\u660e\u4e86\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u4ef7\u503c\uff0c\u4f46\u9c9c\u6709\u7ec4\u7ec7\u80fd\u5c06\u8fd9\u4e9b\u4e3e\u63aa\u6210\u529f\u63a8\u5e7f\u81f3\u6574\u4e2a\u4f01\u4e1a\u3002\u6311\u6218\u5e76\u4e0d\u5728\u4e8e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u7f3a\u5c11\u4e00\u4e2a\u5173\u952e\u73af\u8282\uff1a\u4e00\u4e2a\u5065\u5168\u7684\u4f01\u4e1a\u667a\u80fd\u8fd0\u8425\u6a21\u5f0f\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4efd\u6210\u529f\u84dd\u56fe\uff0c\u8be6\u7ec6\u9610\u8ff0\u4e86\u5c06\u4eba\u5de5\u667a\u80fd\u5927\u89c4\u6a21\u6295\u5165\u8fd0\u8425\u6240\u9700\u7684\u6280\u672f\u57fa\u7840\u548c\u7ec4\u7ec7\u6a21\u5f0f\u3002 \n\u4e86\u89e3\u5982\u4f55\u5c06\u5206\u6563\u7684\u4e1a\u52a1\u77e5\u8bc6\u6574\u5408\u5230\u4e00\u4e2a\u53d7\u7ba1\u63a7\u4e14\u503c\u5f97\u4fe1\u8d56\u7684\u5c42\u7ea7\u4e2d\uff0c\u5e76\u4f7f\u5176\u6301\u7eed\u6f14\u8fdb\uff0c\u4ece\u800c\u786e\u4fdd\u60a8\u7684\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u63d0\u4f9b\u53ef\u9760\u3001\u53ef\u89e3\u91ca\u4e14\u53ef\u4ed8\u8bf8\u884c\u52a8\u7684\u7ed3\u679c\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=\"The Missing Layer: The operating model your conversational data agents can\u2019t work without\" data-description=\"IntroductionArtificial intelligence is rapidly becoming a commodity. Every organization now has access to increasingly capable AI models that continue to improve at an extraordinary pace. Competitive advantage will not come from the models themselves, but from the quality of the enterprise intelligence they can access.Enterprise intelligence\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-13\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Missing%20Layer%3A%20The%20operating%20model%20your%20conversational%20data%20agents%20can%E2%80%99t%20work%20without&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without%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-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\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\"><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>2026\u5e748\u670825\u65e5<\/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 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-14 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\" target=\"_self\" aria-label=\"\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8861\u91cf\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\uff1a\u81ea\u4e3b\u7cfb\u7edf\u7684\u65b0\u8bc4\u4f30\u9886\u57df\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Measuring agentic AI in production: the new evaluation discipline for autonomous systems\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems.jpg\" class=\"img-responsive wp-image-1402298 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\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems.jpg 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8861\u91cf\u5177\u6709\u80fd\u52a8\u6027\u7684\u4eba\u5de5\u667a\u80fd\uff1a\u81ea\u4e3b\u7cfb\u7edf\u7684\u65b0\u8bc4\u4f30\u9886\u57df<\/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>\u6211\u4eec\u53bb\u5e74\u5408\u4f5c\u7684\u4e00\u5bb6\u5ba2\u6237\u5f00\u53d1\u4e86\u4e00\u4e2a\u7528\u4e8e\u91c7\u8d2d\u8bf7\u6c42\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u89e3\u6790\u4f9b\u5e94\u5546\u6587\u4ef6\u3001\u6bd4\u8f83\u4ef7\u683c\u3001\u6807\u8bb0\u5408\u89c4\u98ce\u9669\u5e76\u8d77\u8349\u5efa\u8bae\u3002\u7cfb\u7edf\u8fd0\u884c\u826f\u597d\u3002\u4f46\u5728\u6295\u5165\u751f\u4ea7\u8fd0\u884c\u51e0\u4e2a\u6708\u540e\uff0c\u56e2\u961f\u9047\u5230\u4e00\u4e2a\u4ed6\u4eec\u65e0\u6cd5\u5f88\u597d\u56de\u7b54\u7684\u95ee\u9898\uff1a\u5982\u4f55\u8861\u91cf\u8f93\u51fa\u7ed3\u679c\u662f\u5426\u59cb\u7ec8\u4fdd\u6301\u9ad8\u8d28\u91cf\uff1f<\/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=\"Measuring agentic AI in production: the new evaluation discipline for autonomous systems\" data-description=\"IntroductionA client we worked with last year built an AI agent for procurement requests. It parsed supplier documents, compared pricing, flagged compliance risks, and drafted recommendations. It worked well. But a couple of months into production, the team hit a question they did not have a good answer to: how do we measure whether the\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-14\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Measuring%20agentic%20AI%20in%20production%3A%20the%20new%20evaluation%20discipline%20for%20autonomous%20systems&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fmeasuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems%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-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\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\"><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>2026\u5e748\u670810\u65e5<\/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 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-15 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/insurersai-governance-debt-is-coming-due\/\" target=\"_self\" aria-label=\"\u6587\u7ae0 \uff1a\u590d\u5408\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\"><img decoding=\"async\" width=\"945\" height=\"630\" alt=\"Insurers\u2019 AI governance debt is coming due\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems.png\" class=\"img-responsive wp-image-293340 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-200x133.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-400x267.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-600x400.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-800x533.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems.png 945w\" sizes=\"(max-width: 640px) 100vw, 945px\" \/><\/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;\">\u4fdd\u9669\u516c\u53f8\u7684\u4eba\u5de5\u667a\u80fd\u6cbb\u7406\u2019\u503a\u52a1\u201d\u5373\u5c06\u5230\u671f<\/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>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ece\u5bf9\u8bdd\u5f0f\u804a\u5929\u673a\u5668\u4eba\u5411\u81ea\u4e3b\u4ee3\u7406\u5de5\u4f5c\u6d41\u8f6c\u578b\uff0c\u4f01\u4e1a\u6280\u80fd\u63d0\u5347\u4e0e\u5e94\u7528\u670d\u52a1\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u548c\u7ec4\u7ec7\u53ef\u6269\u5c55\u6027\u7684\u57fa\u7840\u9a71\u52a8\u529b\u3002\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5df2\u53d1\u5c55\u6210\u719f\u4e3a\u4e00\u95e8\u591a\u5c42\u6b21\u7684\u5b66\u79d1\uff0c\u6db5\u76d6\u89c4\u683c\u5b9a\u4e49\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u4f4e\u4ee3\u7801\u7f16\u6392\u4ee5\u53ca\u6d41\u7a0b\u91cd\u65b0\u8bbe\u8ba1\u3002 \u5c06\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u89c6\u4e3a\u6574\u4f53\u4e1a\u52a1\u8f6c\u578b\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u5de5\u5177\u90e8\u7f72\u7684\u4f01\u4e1a\uff0c\u80fd\u591f\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u8fdb\u901f\u5ea6\u548c\u66f4\u9ad8\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002Artefact \u5904\u4e8e\u8fd9\u4e00\u6f14\u8fdb\u7684\u6838\u5fc3\u4f4d\u7f6e\uff0c\u52a9\u529b\u4f01\u4e1a\u5b9e\u73b0\u5458\u5de5\u80fd\u529b\u7684\u73b0\u4ee3\u5316\uff0c\u56f4\u7ed5\u4eba\u7c7b\u5224\u65ad\u529b\u91cd\u65b0\u8bbe\u8ba1\u6838\u5fc3\u6d41\u7a0b\uff0c\u5e76\u5efa\u7acb\u7a33\u5065\u7684\u6cbb\u7406\u673a\u5236\uff0c\u4ee5\u5b89\u5168\u3001\u5feb\u901f\u5730\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u7684\u5e94\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-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=\"Insurers\u2019 AI governance debt is coming due\" data-description=\"Carriers rely on automated systems to shape consumer outcomes, but with AI governance regimes converging, those without integrated, enterprise-wide controls are accumulating regulatory debt that regulators are about to collect.This article was originally published in P&amp;C Magazine; to learn more about upcoming regulatory deadlines and compliance requirements, we invite you to visit the P&amp;C\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/insurersai-governance-debt-is-coming-due\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-15\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Insurers%E2%80%99%20AI%20governance%20debt%20is%20coming%20due&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Finsurersai-governance-debt-is-coming-due%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%2Finsurersai-governance-debt-is-coming-due%2F&amp;title=Insurers%E2%80%99%20AI%20governance%20debt%20is%20coming%20due&amp;summary=Carriers%20rely%20on%20automated%20systems%20to%20shape%20consumer%20outcomes%2C%20but%20with%20AI%20governance%20regimes%20converging%2C%20those%20without%20integrated%2C%20enterprise-wide%20controls%20are%20accumulating%20regulatory%20debt%20that%20regulators%20are%20about%20to%20collect.%0D%0A%0D%0AThis%20article%20was%20originally%20published%20in%20P%26amp%3BC%20Magazine%3B%20to%20learn%20more%20about%20upcoming%20regulatory%20deadlines%20and%20compliance%20requirements%2C%20we%20invite%20you%20to%20visit%20the%20P%26amp%3BC\" 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\/insurersai-governance-debt-is-coming-due\/\"><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>2026\u5e748\u67083\u65e5<\/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 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\/who-will-own-the-intelligence-behind-europes-robots\/\" target=\"_self\" aria-label=\"\u6b27\u6d32\u673a\u5668\u4eba\u7684\u667a\u80fd\u5f52\u8c01\u6240\u6709\uff1f\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Who will own the intelligence behind Europe\u2019s robots?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots.png\" class=\"img-responsive wp-image-1400518 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\/07\/Who-will-own-the-intelligence-behind-Europes-robots-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots.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;\">\u6b27\u6d32\u673a\u5668\u4eba\u7684\u667a\u80fd\u5f52\u8c01\u6240\u6709\uff1f<\/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>\u6b27\u6d32\u53ef\u80fd\u5df2\u5728\u201cartificial intelligence\u201d\u7ade\u8d5b\u7684\u7b2c\u4e00\u9636\u6bb5\u843d\u8d25\u3002\u5b83\u65e2\u672a\u638c\u63a7\u6700\u5927\u7684cloud\u5e73\u53f0\uff0c\u4e5f\u672a\u638c\u63e1\u6700\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff0c\u66f4\u7f3a\u4e4f\u652f\u6491\u5148\u8fdb\u4eba\u5de5\u667a\u80fd\u6240\u9700\u7684\u4e13\u7528\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u3002 \u4f46\u4e0b\u4e00\u9636\u6bb5\u7684\u80dc\u8d1f\u53ef\u80fd\u5728\u622a\u7136\u4e0d\u540c\u7684\u9886\u57df\u51b3\u51fa\uff1a\u5728\u5de5\u5382\u8f66\u95f4\u3001\u4ed3\u5e93\u4ee5\u53ca\u673a\u5668\u5185\u90e8\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ece\u751f\u6210\u6587\u672c\u548c\u56fe\u50cf\uff0c\u8f6c\u5411\u5728\u7269\u7406\u4e16\u754c\u4e2d\u611f\u77e5\u3001\u51b3\u7b56\u548c\u884c\u52a8\uff0c\u4f18\u52bf\u53ef\u80fd\u4f1a\u8f6c\u5411\u90a3\u4e9b\u638c\u63a7\u5de5\u4e1a\u7ea7data\u3001\u4eff\u771f\u7cfb\u7edf\u4ee5\u53ca\u7528\u4e8e\u8bad\u7ec3\u673a\u5668\u4eba\u7684\u8f6f\u4ef6\u7684\u52bf\u529b\u3002\u8fd9\u4e3a\u6b27\u6d32\u521b\u9020\u4e86\u673a\u9047\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=\"Who will own the intelligence behind Europe\u2019s robots?\" data-description=\"Europe may have lost the first phase of the artificial intelligence race. It does not control the largest cloud platforms, the most powerful foundation models, or enough of the specialised computing infrastructure on which advanced AI depends. But the next phase may be decided somewhere very different: on factory floors, in warehouses and inside\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-16\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Who%20will%20own%20the%20intelligence%20behind%20Europe%E2%80%99s%20robots%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fwho-will-own-the-intelligence-behind-europes-robots%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%2Fwho-will-own-the-intelligence-behind-europes-robots%2F&amp;title=Who%20will%20own%20the%20intelligence%20behind%20Europe%E2%80%99s%20robots%3F&amp;summary=Europe%20may%20have%20lost%20the%20first%20phase%20of%20the%20artificial%20intelligence%20race.%20It%20does%20not%20control%20the%20largest%20cloud%20platforms%2C%20the%20most%20powerful%20foundation%20models%2C%20or%20enough%20of%20the%20specialised%20computing%20infrastructure%20on%20which%20advanced%20AI%20depends.%20But%20the%20next%20phase%20may%20be%20decided%20somewhere%20very%20different%3A%20on%20factory%20floors%2C%20in%20warehouses%20and%20inside\" 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\" 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\/who-will-own-the-intelligence-behind-europes-robots\/\"><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-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>2026\u5e747\u670829\u65e5<\/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 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-17 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/data-quality-by-design-dbt\/\" target=\"_self\" aria-label=\"dbt labs \u2013 \u884c\u4e1a\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Data Quality by Design: Why Your Data Governance Must Address Causes, Not Symptoms\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7.png\" class=\"img-responsive wp-image-1400250 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\/07\/7-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7.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;\">Data \u57fa\u4e8e\u8bbe\u8ba1\u7684\u8d28\u91cf\u7ba1\u7406\uff1a\u4e3a\u4f55\u60a8\u7684 Data \u6cbb\u7406\u5fc5\u987b\u89e3\u51b3\u6839\u672c\u539f\u56e0\uff0c\u800c\u975e\u8868\u9762\u75c7\u72b6<\/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>\u4e86\u89e3 Artefact \u548c dbt Labs \u5982\u4f55\u5c06 data \u8d28\u91cf\u7406\u5ff5\u878d\u5165\u7ba1\u9053\u8bbe\u8ba1\u3002\u89e3\u51b3\u6839\u672c\u539f\u56e0\uff0c\u6d88\u9664\u6280\u672f\u503a\u52a1\uff0c\u5e76\u4e3a\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u505a\u597d\u51c6\u5907\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=\"Data Quality by Design: Why Your Data Governance Must Address Causes, Not Symptoms\" data-description=\"Co-hosted by Artefact and dbt Labs, the webinar &quot;Data Quality by Design: Treating Causes, Not Symptoms&quot; aimed to address a critical strategic alignment that remains underutilized across enterprises: the convergence of Data Governance and Data Engineering.Florence B\u00e9n\u00e9zit, Partner &amp; Global Manufacturing Lead at Artefact, and Eric Ortiz, Partner Development Manager\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/data-quality-by-design-dbt\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-17\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Data%20Quality%20by%20Design%3A%20Why%20Your%20Data%20Governance%20Must%20Address%20Causes%2C%20Not%20Symptoms&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fdata-quality-by-design-dbt%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%2Fdata-quality-by-design-dbt%2F&amp;title=Data%20Quality%20by%20Design%3A%20Why%20Your%20Data%20Governance%20Must%20Address%20Causes%2C%20Not%20Symptoms&amp;summary=Co-hosted%20by%20Artefact%20and%20dbt%20Labs%2C%20the%20webinar%20%26quot%3BData%20Quality%20by%20Design%3A%20Treating%20Causes%2C%20Not%20Symptoms%26quot%3B%20aimed%20to%20address%20a%20critical%20strategic%20alignment%20that%20remains%20underutilized%20across%20enterprises%3A%20the%20convergence%20of%20Data%20Governance%20and%20Data%20Engineering.%0D%0A%0D%0AFlorence%20B%C3%A9n%C3%A9zit%2C%20Partner%20%26amp%3B%20Global%20Manufacturing%20Lead%20at%20Artefact%2C%20and%20Eric%20Ortiz%2C%20Partner%20Development%20Manager\" 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-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\/data-quality-by-design-dbt\/\"><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>2026\u5e747\u670827\u65e5<\/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\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\" target=\"_self\" aria-label=\"\u771f\u7684\u80fd\u5728\u51e0\u5c0f\u65f6\u5185\u6784\u5efa\u51fa\u4f01\u4e1a\u7ea7AI\u4ee3\u7406\u5417\uff1f\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Can you really build enterprise grade AI agents within a few hours?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours.png\" class=\"img-responsive wp-image-1400249 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\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours.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;\">\u771f\u7684\u80fd\u5728\u51e0\u5c0f\u65f6\u5185\u6784\u5efa\u51fa\u4f01\u4e1a\u7ea7AI\u4ee3\u7406\u5417\uff1f<\/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>\u8fd9\u4e00\u5207\u901a\u5e38\u59cb\u4e8e\u4f1a\u8bae\u5ba4\u3002\u4f9b\u5e94\u5546\u6253\u5f00\u7b14\u8bb0\u672c\u7535\u8111\uff0c\u5728\u804a\u5929\u6846\u4e2d\u8f93\u5165\u4e00\u53e5\u8bdd\uff0c\u7136\u540e\u770b\u7740\u4e1a\u52a1\u4ee3\u8868\u4ece\u4e09\u4e2a\u7cfb\u7edf\u4e2d\u8c03\u53d6data\u6570\u636e\u3001\u6c47\u603b\u79df\u6237\u5408\u540c\u3001\u6807\u8bb0\u9700\u6cd5\u5f8b\u5ba1\u6838\u7684\u6761\u6b3e\uff0c\u5e76\u5c06\u7ed3\u679c\u901a\u8fc7\u7535\u5b50\u90ae\u4ef6\u53d1\u9001\u7ed9\u8d44\u4ea7\u7ba1\u7406\u56e2\u961f\u3002 \u6574\u4e2a\u8fc7\u7a0b\u4ec5\u9700\u4e5d\u5341\u79d2\u3002\u4f1a\u8bae\u5ba4\u987f\u65f6\u9e26\u96c0\u65e0\u58f0\uff0c\u968f\u540e\u6709\u4eba\u95ee\u9053\uff1a\u201c\u8fd9\u4e2a\u7cfb\u7edf\u82b1\u4e86\u591a\u957f\u65f6\u95f4\u624d\u5efa\u597d\uff1f\u201d\u5f53\u542c\u5230\u201c\u4e00\u4e2a\u4e0b\u5348\u201d\u8fd9\u4e2a\u7b54\u6848\u65f6\uff0c\u6b63\u662f\u5927\u591a\u6570\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u6218\u7565\u6084\u7136\u91cd\u7ed8\u7684\u8f6c\u6298\u70b9\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=\"Can you really build enterprise grade AI agents within a few hours?\" data-description=\"A practical guide for executives navigating the agentic shiftIt usually starts in a meeting room. A vendor opens their laptop, types a single sentence into a chat box, and watches an agent pull data from three systems, summarise a tenant contract, flag a clause for legal review, and email the result to the asset management\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-18\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Can%20you%20really%20build%20enterprise%20grade%20AI%20agents%20within%20a%20few%20hours%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fcan-you-really-build-enterprise-grade-ai-agents-within-a-few-hours%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\" 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\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\"><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-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>2026\u5e747\u670827\u65e5<\/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\/you-can-automate-the-code-you-cant-automate-the-company\/\" target=\"_self\" aria-label=\"\u4ee3\u7801\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\u2014\u2014\u4f46\u516c\u53f8\u65e0\u6cd5\u5b9e\u73b0\u81ea\u52a8\u5316\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"You can automate the code &#8211; you can&#8217;t automate the company\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company.png\" class=\"img-responsive wp-image-1399863 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\/07\/You-can-automate-the-code-you-cant-automate-the-company-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u4ee3\u7801\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\u2014\u2014\u4f46\u516c\u53f8\u65e0\u6cd5\u5b9e\u73b0\u81ea\u52a8\u5316<\/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>\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u53d6\u4ee3\u7684\u4efb\u52a1\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u591a\u3002\u90a3\u4e9b\u5c06\u8fd9\u4e9b\u4efb\u52a1\u4e0e\u5224\u65ad\u529b\u6df7\u4e3a\u4e00\u8c08\u7684\u516c\u53f8\uff0c\u53ef\u80fd\u4f1a\u56e0\u81ea\u52a8\u5316\u800c\u81ea\u98df\u5176\u679c\u30022026\u5e74\u521d\uff0c\u7532\u9aa8\u6587\u516c\u53f8\u8981\u6c42\u5458\u5de5\u8bb0\u5f55\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\u7a0b\u5e76\u4f7f\u7528\u5176\u5185\u90e8\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u3002\u5176\u4e2d\u4e00\u4e9b\u5458\u5de5\u968f\u540e\u88ab\u88c1\u5458\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=\"You can automate the code &#8211; you can&#8217;t automate the company\" data-description=\"AI can replace more tasks than ever. Companies that confuse those tasks with judgment risk automating away to their own advantage.In early 2026, Oracle asked employees to document their workflows and use its internal AI tools. Some of those employees were later laid off.One former senior software manager told Time that junior engineers were using\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-19\"><span><a href=\"https:\/\/x.com\/intent\/post?text=You%20can%20automate%20the%20code%20%E2%80%93%20you%20can%E2%80%99t%20automate%20the%20company&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fyou-can-automate-the-code-you-cant-automate-the-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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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\/you-can-automate-the-code-you-cant-automate-the-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-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>2026\u5e747\u670824\u65e5<\/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 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-20 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\" target=\"_self\" aria-label=\"\u4ece\u63d0\u793a\u5230\u6d41\u7a0b\u518d\u8bbe\u8ba1\u2014\u2014\u6210\u529f\u5e94\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5386\u7a0b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From prompting to process redesign: The journey of successful AI adoption\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption.png\" class=\"img-responsive wp-image-1398476 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\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u4ece\u63d0\u793a\u5230\u6d41\u7a0b\u518d\u8bbe\u8ba1\uff1a\u6210\u529f\u5e94\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5386\u7a0b<\/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\u4eba\u5de5\u667a\u80fd\u4ece\u5bf9\u8bdd\u5f0f\u804a\u5929\u673a\u5668\u4eba\u5411\u81ea\u4e3b\u4ee3\u7406\u5de5\u4f5c\u6d41\u8f6c\u578b\uff0c\u4f01\u4e1a\u6280\u80fd\u63d0\u5347\u4e0e\u5e94\u7528\u670d\u52a1\u5df2\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u548c\u7ec4\u7ec7\u53ef\u6269\u5c55\u6027\u7684\u57fa\u7840\u9a71\u52a8\u529b\u3002\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5df2\u53d1\u5c55\u6210\u719f\u4e3a\u4e00\u95e8\u591a\u5c42\u6b21\u7684\u5b66\u79d1\uff0c\u6db5\u76d6\u89c4\u683c\u5b9a\u4e49\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u4f4e\u4ee3\u7801\u7f16\u6392\u4ee5\u53ca\u6d41\u7a0b\u91cd\u65b0\u8bbe\u8ba1\u3002 \u5c06\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u89c6\u4e3a\u6574\u4f53\u4e1a\u52a1\u8f6c\u578b\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u5de5\u5177\u90e8\u7f72\u7684\u4f01\u4e1a\uff0c\u80fd\u591f\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u8fdb\u901f\u5ea6\u548c\u66f4\u9ad8\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002Artefact \u5904\u4e8e\u8fd9\u4e00\u6f14\u8fdb\u7684\u6838\u5fc3\u4f4d\u7f6e\uff0c\u52a9\u529b\u4f01\u4e1a\u5b9e\u73b0\u5458\u5de5\u80fd\u529b\u7684\u73b0\u4ee3\u5316\uff0c\u56f4\u7ed5\u4eba\u7c7b\u5224\u65ad\u529b\u91cd\u65b0\u8bbe\u8ba1\u6838\u5fc3\u6d41\u7a0b\uff0c\u5e76\u5efa\u7acb\u7a33\u5065\u7684\u6cbb\u7406\u673a\u5236\uff0c\u4ee5\u5b89\u5168\u3001\u5feb\u901f\u5730\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u7684\u5e94\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-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=\"From prompting to process redesign: The journey of successful AI adoption\" data-description=\"Executive summaryAs AI transitions from conversational chatbots to autonomous agentic workflows, enterprise upskilling and adoption services have become the foundational driver of AI transformation and organizational scalability. Simple prompt engineering has matured into a multi-layered discipline spanning specification, context engineering, low-code orchestration, and process redesign. Organizations that treat AI adoption as a holistic business transformation\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-20\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20prompting%20to%20process%20redesign%3A%20The%20journey%20of%20successful%20AI%20adoption&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-prompting-to-process-redesign-the-journey-of-successful-ai-adoption%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-prompting-to-process-redesign-the-journey-of-successful-ai-adoption%2F&amp;title=From%20prompting%20to%20process%20redesign%3A%20The%20journey%20of%20successful%20AI%20adoption&amp;summary=Executive%20summary%0D%0AAs%20AI%20transitions%20from%20conversational%20chatbots%20to%20autonomous%20agentic%20workflows%2C%20enterprise%20upskilling%20and%20adoption%20services%20have%20become%20the%20foundational%20driver%20of%20AI%20transformation%20and%20organizational%20scalability.%20Simple%20prompt%20engineering%20has%20matured%20into%20a%20multi-layered%20discipline%20spanning%20specification%2C%20context%20engineering%2C%20low-code%20orchestration%2C%20and%20process%20redesign.%20Organizations%20that%20treat%20AI%20adoption%20as%20a%20holistic%20business%20transformation\" 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\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\"><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>2026\u5e747\u670822\u65e5<\/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\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\" target=\"_self\" aria-label=\"ai academy \u2013 data 2026\u5e747\u6708\u6458\u8981\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Enterprise AI fluency beyond tool access: How Artefact AI Academy drives sustainable adoption and capability building\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026.png\" class=\"img-responsive wp-image-1399866 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\/07\/ai-academy-data-digest-july-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u8d85\u8d8a\u5de5\u5177\u4f7f\u7528\u5c42\u9762\u7684\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u80fd\u529b\uff1aArtefact AI\u5b66\u9662\u5982\u4f55\u63a8\u52a8\u53ef\u6301\u7eed\u5e94\u7528\u4e0e\u80fd\u529b\u5efa\u8bbe<\/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>\u5c3d\u7ba1\u4f01\u4e1a\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u91c7\u7528\u5df2\u8fd1\u4e4e\u666e\u53ca\uff0c\u4f46\u771f\u6b63\u5177\u5907\u7ec4\u7ec7\u5c42\u9762\u7684AI\u5e94\u7528\u80fd\u529b\u4ecd\u5c5e\u7f55\u89c1\u3002\u8d2d\u4e70\u8f6f\u4ef6\u5e76\u53d1\u5e03\u4f7f\u7528\u6307\u5357\uff0c\u5e76\u4e0d\u80fd\u81ea\u52a8\u63d0\u5347\u5458\u5de5\u7684\u80fd\u529b\u3002\u771f\u6b63\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u9700\u8981\u8d85\u8d8a\u5de5\u5177\u90e8\u7f72\uff0c\u8f6c\u5411\u4ee5\u4eba\u7c7b\u5224\u65ad\u3001\u6d41\u7a0b\u6574\u5408\u548c\u77e5\u8bc6\u4f20\u627f\u4e3a\u6838\u5fc3\u7684\u3001\u57fa\u4e8e\u89d2\u8272\u7684\u7cfb\u7edf\u5316\u6280\u80fd\u63d0\u5347\u3002 Artefact \u4eba\u5de5\u667a\u80fd\u5b66\u9662\u4e0e\u5168\u7403\u4f01\u4e1a\u5408\u4f5c\uff0c\u81f4\u529b\u4e8e\u5f25\u5408\u6280\u672f\u5e94\u7528\u4e0e\u8fd0\u8425\u4ef7\u503c\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u901a\u8fc7\u5c06\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u5efa\u8bbe\u89c6\u4e3a\u4e00\u4e2a\u6301\u7eed\u7684\u7ec4\u7ec7\u5b66\u4e60\u8fc7\u7a0b\uff0cArtefact \u8d4b\u80fd\u5458\u5de5\u4ee5\u5b89\u5168\u3001\u6218\u7565\u6027\u4e14\u5927\u89c4\u6a21\u7684\u65b9\u5f0f\u6574\u5408\u4eba\u5de5\u667a\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-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=\"Enterprise AI fluency beyond tool access: How Artefact AI Academy drives sustainable adoption and capability building\" data-description=\"Executive summaryWhile enterprise AI access is near universal, genuine organizational fluency remains rare. Buying software and issuing prompt guidelines does not automatically build workforce capability. True AI transformation requires moving beyond tool deployment to structured, role-based upskilling centered on human judgment, process integration, and knowledge transmission. The Artefact AI Academy partners with global enterprises to\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-21\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Enterprise%20AI%20fluency%20beyond%20tool%20access%3A%20How%20Artefact%20AI%20Academy%20drives%20sustainable%20adoption%20and%20capability%20building&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fenterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building%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%2Fenterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building%2F&amp;title=Enterprise%20AI%20fluency%20beyond%20tool%20access%3A%20How%20Artefact%20AI%20Academy%20drives%20sustainable%20adoption%20and%20capability%20building&amp;summary=Executive%20summary%0D%0AWhile%20enterprise%20AI%20access%20is%20near%20universal%2C%20genuine%20organizational%20fluency%20remains%20rare.%20Buying%20software%20and%20issuing%20prompt%20guidelines%20does%20not%20automatically%20build%20workforce%20capability.%20True%20AI%20transformation%20requires%20moving%20beyond%20tool%20deployment%20to%20structured%2C%20role-based%20upskilling%20centered%20on%20human%20judgment%2C%20process%20integration%2C%20and%20knowledge%20transmission.%20The%20Artefact%20AI%20Academy%20partners%20with%20global%20enterprises%20to\" target=\"_blank\" rel=\"noopener 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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\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\"><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>2026\u5e747\u670822\u65e5<\/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 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-22 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\" target=\"_self\" aria-label=\"\u4ece\u4e2a\u4eba\u4eba\u5de5\u667a\u80fd\u5230\u7ec4\u7ec7\u4eba\u5de5\u667a\u80fd\u2014\u2014\u5c06\u4eba\u5de5\u667a\u80fd\u8f6c\u5316\u4e3a\u4f01\u4e1a\u7ade\u4e89\u4f18\u52bf\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From personal AI to organizational AI: Turning AI into enterprise advantage\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage.png\" class=\"img-responsive wp-image-1398345 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\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage.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;\">\u4ece\u4e2a\u4eba\u4eba\u5de5\u667a\u80fd\u5230\u7ec4\u7ec7\u4eba\u5de5\u667a\u80fd\uff1a\u5c06\u4eba\u5de5\u667a\u80fd\u8f6c\u5316\u4e3a\u4f01\u4e1a\u7ade\u4e89\u4f18\u52bf<\/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>\u667a\u80fd\u5546\u4e1a\u6b63\u5728\u91cd\u5851\u6d88\u8d39\u8005\u53d1\u73b0\u548c\u8d2d\u4e70\u4ea7\u54c1\u7684\u65b9\u5f0f\u3002\u6d88\u8d39\u8005\u4e0d\u518d\u901a\u8fc7\u641c\u7d22\u3001\u6d4f\u89c8\u548c\u6bd4\u8f83\u9009\u9879\u6765\u505a\u51fa\u9009\u62e9\uff0c\u800c\u662f\u8d8a\u6765\u8d8a\u591a\u5730\u4f9d\u8d56\u4eba\u5de5\u667a\u80fd\u6765\u6307\u5bfc\u8d2d\u4e70\u51b3\u7b56\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6210\u4e3a\u65b0\u7684\u51b3\u7b56\u5c42\uff0c\u54c1\u724c\u4e0d\u4ec5\u8981\u4e89\u593a\u6d88\u8d39\u8005\u7684\u6ce8\u610f\u529b\uff0c\u8fd8\u8981\u4e89\u53d6\u4eba\u5de5\u667a\u80fd\u7684\u63a8\u8350\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=\"From personal AI to organizational AI: Turning AI into enterprise advantage\" data-description=\"Agentic commerce is reshaping how consumers discover and buy products. Instead of searching, browsing, and comparing options, customers increasingly rely on AI to guide purchasing decisions. As AI becomes a new decision layer, brands must compete not only for consumer attention, but also for AI recommendations.This shift is particularly evident in China. The deep integration\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-22\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20personal%20AI%20to%20organizational%20AI%3A%20Turning%20AI%20into%20enterprise%20advantage&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Ffrom-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage%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-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-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\"><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>2026\u5e747\u670822\u65e5<\/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 ai-technology 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-23 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\" target=\"_self\" aria-label=\"\u4eba\u5de5\u667a\u80fd\u548cdata\u5982\u4f55\u4e3a\u533b\u7597\u670d\u52a1\u63d0\u4f9b\u8005\u8282\u7701\u6570\u767e\u4e07\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI and data save healthcare providers millions\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions.png\" class=\"img-responsive wp-image-1393519 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\/07\/How-AI-and-data-save-healthcare-providers-millions-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions.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;\">\u4eba\u5de5\u667a\u80fd\u548cdata\u5982\u4f55\u4e3a\u533b\u7597\u670d\u52a1\u63d0\u4f9b\u8005\u8282\u7701\u6570\u767e\u4e07<\/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>\u4e00\u5bb6\u6cd5\u56fd\u4e9a\u6025\u6027\u62a4\u7406\u7f51\u7edc\u7684\u8d22\u52a1\u603b\u76d1\u6b63\u5728\u8fdb\u884c\u6708\u5ea6\u7ed3\u8d26\uff0c\u4f46\u8d26\u76ee\u5bf9\u4e0d\u4e0a\uff1a\u8865\u5145\u4fdd\u9669\u516c\u53f8\u62d2\u4ed8\u7684\u7406\u8d54\u91d1\u989d\u8fbe230\u4e07\u6b27\u5143\uff0c\u4e0d\u5b8c\u6574\u7684\u60a3\u8005\u75c5\u5386\u88ab\u6807\u8bb0\u5f97\u592a\u665a\uff0c\u4ee5\u53ca\u5eb7\u590d\u7f16\u7801\u79ef\u538b\u7684\u95ee\u9898\uff0c\u5bfc\u81f4\u5176\u201c\u4fe1\u606f\u7cfb\u7edf\u533b\u7597\u5316\u8ba1\u5212\u201d\uff08PMSI\uff09\u7684\u62a5\u544a\u88ab\u63a8\u8fdf\u5230\u4e86\u4e0b\u4e00\u5b63\u5ea6\u3002 \u8fd9\u4e9b\u95ee\u9898\u65e0\u4e00\u6e90\u4e8e\u4e34\u5e8a\u5931\u8bef\u3002\u5b83\u4eec\u5168\u90fd\u662f\u884c\u653f\u5c42\u9762\u7684\u95ee\u9898\u2014\u2014\u800c\u4e14\u5168\u90fd\u672c\u53ef\u907f\u514d\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=\"How AI and data save healthcare providers millions\" data-description=\"Billing errors are silently draining clinic revenuesA finance director at a French post-acute care network runs her monthly close, but the numbers don&#039;t add up: \u20ac2.3M in rejected claims from supplementary insurers, incomplete patient files flagged too late, and a rehab coding backlog that has pushed their Information Systems Medicalization Program (PMSI) reporting into the\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-23\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20and%20data%20save%20healthcare%20providers%20millions&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fhow-ai-and-data-save-healthcare-providers-millions%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-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-ai-and-data-save-healthcare-providers-millions\/\"><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>2026\u5e747\u670820\u65e5<\/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 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\/how-ai-is-redefining-the-modern-data-stack\/\" target=\"_self\" aria-label=\"\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u91cd\u65b0\u5b9a\u4e49\u73b0\u4ee3 Data \u6280\u672f\u6808\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI is redefining the Modern Data Stack\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack.png\" class=\"img-responsive wp-image-1392513 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\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack.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;\">\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u91cd\u65b0\u5b9a\u4e49\u73b0\u4ee3 Data \u6280\u672f\u6808<\/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>\u4e0d\u4e45\u524d\uff0cdata\u5de5\u7a0b\u4e0e\u4eba\u5de5\u667a\u80fd\u8fd8\u662f\u4e24\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u9886\u57df\uff0c\u4e24\u8005\u4e4b\u95f4\u6709\u7740\u660e\u786e\u7684\u4ea4\u63a5\u70b9\uff1adata\u5de5\u7a0b\u5e08\u8d1f\u8d23\u6784\u5efa\u6570\u636e\u7ba1\u9053\u3001\u6e05\u7406data\u6570\u636e\uff0c\u7136\u540e\u5c06\u6570\u636e\u79fb\u4ea4\u7ed9data\u79d1\u5b66\u5bb6\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002 \u8fd9\u4e24\u4e2a\u56e2\u961f\u4f7f\u7528\u4e0d\u540c\u7684\u672f\u8bed\uff0c\u91c7\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u751a\u81f3\u5f80\u5f80\u96b6\u5c5e\u4e8e\u4e0d\u540c\u7684\u7ec4\u7ec7\u67b6\u6784\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=\"How AI is redefining the Modern Data Stack\" data-description=\"How the boundary between data engineering and AI is dissolving, and why that redefines how data teams build, govern, and deliver value.The old world is goneNot long ago, data engineering and AI were separate disciplines with a clear handshake point: data engineers built pipelines, cleaned data, and handed it off to data scientists who trained\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/how-ai-is-redefining-the-modern-data-stack\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-24\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20is%20redefining%20the%20Modern%20Data%20Stack&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fhow-ai-is-redefining-the-modern-data-stack%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%2Fhow-ai-is-redefining-the-modern-data-stack%2F&amp;title=How%20AI%20is%20redefining%20the%20Modern%20Data%20Stack&amp;summary=How%20the%20boundary%20between%20data%20engineering%20and%20AI%20is%20dissolving%2C%20and%20why%20that%20redefines%20how%20data%20teams%20build%2C%20govern%2C%20and%20deliver%20value.%0D%0AThe%20old%20world%20is%20gone%0D%0ANot%20long%20ago%2C%20data%20engineering%20and%20AI%20were%20separate%20disciplines%20with%20a%20clear%20handshake%20point%3A%20data%20engineers%20built%20pipelines%2C%20cleaned%20data%2C%20and%20handed%20it%20off%20to%20data%20scientists%20who%20trained\" 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\/how-ai-is-redefining-the-modern-data-stack\/\"><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>2026\u5e747\u670820\u65e5<\/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 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\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"\u300a\u4e3b\u6743\u81f3\u4e0a\u2014\u2014\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u638c\u63e1\u590d\u5229\u7684\u529b\u91cf\u300b\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The sovereignty imperative: Owning what compounds in the age of AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI.png\" class=\"img-responsive wp-image-1354420 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\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI.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;\">\u4e3b\u6743\u81f3\u4e0a\uff1a\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u638c\u63e1\u590d\u5408\u589e\u957f\u7684\u4e3b\u52a8\u6743<\/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>2026\u5e747\u67081\u65e5\uff0cPalantir\u7684\u4e9a\u5386\u514b\u65af\u00b7\u5361\u666e\uff08Alex Karp\uff09\u505a\u5ba2CNBC\u8282\u76ee\uff0c\u8bf4\u51fa\u4e86\u5927\u591a\u6570\u4f01\u4e1a\u9ad8\u7ba1\u79c1\u4e0b\u91cc\u6240\u60f3\u5374\u5f88\u5c11\u5728\u516c\u5f00\u573a\u5408\u63d0\u53ca\u7684\u8bdd\uff1a\u5173\u4e8eOpenAI\u548cAnthropic\u63a8\u5e7f\u7684\u4ee3\u5e01\u6d88\u8017\u6a21\u5f0f\uff0c\"\u60c5\u51b5\u5df2\u7ecf\u5b8c\u5168\u5931\u63a7\u4e86\"\u3002 \u5c31\u5728\u524d\u4e00\u5929\uff0cPalantir\u53d1\u5e03\u4e86\u4e00\u4efd\u5173\u4e8e\"AI\u4e3b\u6743\"\u7684\u4e5d\u70b9\u5ba3\u8a00\uff0c\u5e76\u540c\u6b65\u8fbe\u6210\u4e86\u4e00\u9879\u534f\u8bae\uff0c\u5c06\u5728\u5ba2\u6237\u63a7\u5236\u7684\u3001\u5904\u4e8e\u9694\u79bb\u72b6\u6001\u7684\u7f8e\u56fd\u653f\u5e9c\u673a\u5bc6\u73af\u5883\u4e2d\u8fd0\u884c\u82f1\u4f1f\u8fbe\uff08Nvidia\uff09\u7684\u5f00\u6e90Nemotron\u6a21\u578b\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=\"The sovereignty imperative: Owning what compounds in the age of AI\" data-description=\"From &quot;which model should we use?&quot; to &quot;what must we own to keep our future ours?&quot; \u2014 why nations and enterprises are converging on the same answer.On 1 July 2026, Palantir&#039;s Alex Karp went on CNBC and said what most enterprise leaders think privately but rarely say on air: on the token-consumption model that\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-25\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20sovereignty%20imperative%3A%20Owning%20what%20compounds%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthe-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i 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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\" 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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\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u601d\u8003<\/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>\u667a\u80fd\u4ece\u672a\u5982\u6b64\u5ec9\u4ef7\uff0c\u800c\u601d\u8003\u5374\u4ece\u672a\u5982\u6b64\u6602\u8d35\u3002\u9057\u61be\u7684\u662f\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5728\u9884\u7b97\u4e0a\u53ea\u91cd\u89c6\u524d\u8005\uff0c\u5374\u5bf9\u540e\u8005\u6295\u5165\u4e0d\u8db3\u3002\u6b63\u5982\u4f60\u6240\u77e5\uff0c\u5982\u4eca\u8bc6\u522b\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u5185\u5bb9\u4ece\u672a\u5982\u6b64\u5bb9\u6613\u3002 \u53ea\u9700\u77a5\u4e00\u773c\u6f14\u793a\u6587\u7a3f\uff0c\u6216\u8bfb\u5b8c\u4e00\u5c01\u90ae\u4ef6\u7684\u524d\u4e09\u884c\uff0c\u4f60\u5c31\u80fd\u7acb\u523b\u5206\u8fa8\u51fa\u5b83\u662f\u4eba\u5199\u7684\u8fd8\u662fAI\u5199\u7684\u3002\u968f\u7740\u6a21\u578b\u7684\u4e0d\u65ad\u6539\u8fdb\uff0c\u8fd9\u79cd\u5dee\u5f02\u53ea\u4f1a\u53d8\u5f97\u66f4\u52a0\u660e\u663e\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=\"Thinking in the age of AI\" data-description=\"Intelligence has never been cheaper. Thinking has never been more expensive. Unfortunately, most organizations budget for the first and starve the second.AI content has never been easier to spot, as you\u2019re probably well aware. You glance at a deck, or read the first three lines of an email, and immediately know whether it was written\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/thinking-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-26\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thinking%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fthinking-in-the-age-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 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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\/thinking-in-the-age-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-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>2026\u5e746\u670830\u65e5<\/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 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-27 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/africa-ai-leapfrog-agentic-transformation\/\" target=\"_self\" aria-label=\"\u4ece\u79fb\u52a8\u652f\u4ed8\u5230\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From Mobile Money to AI Agents: why Africa&#8217;s next leapfrog is already within reach\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26.png\" class=\"img-responsive wp-image-1332427 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\/Template-Website-Banner-26-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26.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\u79fb\u52a8\u652f\u4ed8\u5230\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff1a\u4e3a\u4f55\u975e\u6d32\u7684\u4e0b\u4e00\u6b21\u8de8\u8d8a\u5f0f\u53d1\u5c55\u5df2\u89e6\u624b\u53ef\u53ca<\/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>\u901a\u8fc7\u4e0e\u5185\u7f57\u6bd5\u548c\u57fa\u52a0\u5229\u7684\u9886\u5bfc\u8005\u3001\u653f\u7b56\u5236\u5b9a\u8005\u3001\u5ba2\u6237\u53ca\u5408\u4f5c\u4f19\u4f34\u7684\u5bf9\u8bdd\uff0c\u300aArtefact\u300b\u63a2\u8ba8\u4e86\u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u89c2\u70b9\uff1a\u975e\u6d32\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5e76\u672a\u843d\u540e\uff0c\u800c\u662f\u6b63\u7ad9\u5728\u65b0\u4e00\u8f6e\u6280\u672f\u98de\u8dc3\u7684\u8fb9\u7f18\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 Mobile Money to AI Agents: why Africa&#8217;s next leapfrog is already within reach\" data-description=\"Ten days ago, alongside Deon van Heerden, our CEO for South Africa, and Fabrice Zapfack, our CEO for C\u00f4te d&#039;Ivoire, I spent time in Nairobi at Africa Forward and in Kigali at the Africa CEO Forum. We met dozens of clients, prospects, partners and policymakers: ministers, regulators, public sector leaders.One conviction came back,\" data-link=\"https:\/\/www.artefact.com\/zh\/blog\/africa-ai-leapfrog-agentic-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-27\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20Mobile%20Money%20to%20AI%20Agents%3A%20why%20Africa%E2%80%99s%20next%20leapfrog%20is%20already%20within%20reach&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fafrica-ai-leapfrog-agentic-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%2Fafrica-ai-leapfrog-agentic-transformation%2F&amp;title=From%20Mobile%20Money%20to%20AI%20Agents%3A%20why%20Africa%26%238217%3Bs%20next%20leapfrog%20is%20already%20within%20reach&amp;summary=Ten%20days%20ago%2C%20alongside%20Deon%20van%20Heerden%2C%20our%20CEO%20for%20South%20Africa%2C%20and%20Fabrice%20Zapfack%2C%20our%20CEO%20for%20C%C3%B4te%20d%26%23039%3BIvoire%2C%20I%20spent%20time%20in%20Nairobi%20at%20Africa%20Forward%20and%20in%20Kigali%20at%20the%20Africa%20CEO%20Forum.%20We%20met%20dozens%20of%20clients%2C%20prospects%2C%20partners%20and%20policymakers%3A%20ministers%2C%20regulators%2C%20public%20sector%20leaders.%0D%0A%0D%0AOne%20conviction%20came%20back%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-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\/africa-ai-leapfrog-agentic-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-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>2026\u5e746\u670830\u65e5<\/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 luxury\" 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\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\" target=\"_self\" aria-label=\"\u770b\u89c1\u65e0\u5f62\u4e4b\u7269\u2014\u2014\u4ee3\u7406\u65f6\u4ee3\u4e0b\u7684\u5962\u534e_Artefact\u7684\u89c6\u89d2\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Seeing the invisible &#8211; Luxury in the age of agents: Artefact\u2019s perspective\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective.png\" class=\"img-responsive wp-image-1320394 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\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective.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;\">\u770b\u89c1\u65e0\u5f62\u4e4b\u7269\u2014\u2014\u4ee3\u7406\u65f6\u4ee3\u4e0b\u7684\u5962\u534e\uff1aArtefact\u7684\u89c6\u89d2<\/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>\u81ea\u52a8\u5316\u3002\u901f\u5ea6\u3002\u89c4\u6a21\u3002\u8fd9\u4e9b\u6b63\u662f\u5962\u4f88\u54c1\u884c\u4e1a\u4e00\u76f4\u4ee5\u6765\u6240\u6392\u65a5\u7684\u3002\u7136\u800c\uff0c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6216\u8bb8\u5c06\u6210\u4e3a\u9996\u9879\u80fd\u591f\u5b9e\u73b0\u8be5\u884c\u4e1a\u6570\u5341\u5e74\u6765\u4e00\u76f4\u627f\u8bfa\u5374\u59cb\u7ec8\u672a\u80fd\u5b8c\u5168\u8fbe\u6210\u7684\u76ee\u6807\u7684\u6280\u672f\uff1a\u5c06\u6bcf\u4f4d\u5ba2\u6237\u90fd\u89c6\u5982\u72ec\u4e00\u65e0\u4e8c\u7684\u5b58\u5728\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=\"Seeing the invisible &#8211; Luxury in the age of agents: Artefact\u2019s perspective\" data-description=\"Automation. 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-28\"><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\" 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%2Fseeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective%2F&amp;title=Seeing%20the%20invisible%20%26%238211%3B%20Luxury%20in%20the%20age%20of%20agents%3A%20Artefact%E2%80%99s%20perspective&amp;summary=Automation.%20Speed.%20Scale.%20Everything%20luxury%20has%20always%20refused.%20And%20yet%2C%20AI%20agents%20may%20be%20the%20first%20technology%20capable%20of%20delivering%20what%20the%20industry%20has%20promised%20for%20decades%20but%20never%20quite%20managed%20to%20completely%20achieve%3A%20knowing%20every%20client%20as%20if%20they%20were%20your%20only%20one.%0D%0AThe%20luxury%20promise%20and%20the%20gap%20behind%20it%0D%0ALuxury%20doesn%26%23039%3Bt%20sell%20products%3B%20it\" 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-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\/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-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>2026\u5e746\u670825\u65e5<\/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 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-29 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-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;\">\u4ee3\u7406\u5f0f\u7535\u5546\uff1a\u5f53\u8d2d\u7269\u53d8\u6210\u59d4\u6258<\/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>\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-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=\"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-29\"><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 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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\" 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-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>2026\u5e746\u670825\u65e5<\/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 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-30 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-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;\">\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-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>\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-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=\"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-30\"><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 href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fhow-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change%2F&amp;title=How%20companies%20can%20foster%20LGBTQIAPN%2B%20inclusion%20through%20meaningful%20structural%20change&amp;summary=Every%20year%2C%20Pride%20Month%20drives%20campaigns%2C%20content%2C%20and%20brand%20initiatives%20around%20the%20LGBTQIAPN%2B%20cause.%20It%20is%20an%20important%20moment%20for%20visibility%2C%20but%20the%20market%20itself%20has%20increasingly%20been%20asking%3A%20what%20comes%20after%20that%3F%20Recent%20research%20points%20to%20a%20clear%20signal%3A%20audiences%20want%20to%20see%20less%20one-off%20communication%20and%20more%20concrete%20structure.%20A%20global%20Ipsos%20survey\" 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-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\/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-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>2026\u5e746\u670825\u65e5<\/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 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-31 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=\"\u81ea\u6709\u6e20\u9053\uff0c\u771f\u6b63\u7684data\u2014\u2014\u4e3a\u4f55CRM\u6218\u7565\u5fc5\u987b\u7531\u9ad8\u7ba1\u5c42\u51b3\u7b56\uff0c\u4ee5\u53ca\u4e3a\u4f55\u8fd9\u79cd\u60c5\u51b5\u5374\u5f88\u5c11\u53d1\u751f _ \u6587\u7ae0\"><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\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1.png\" class=\"img-responsive wp-image-1362924 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\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1.png 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;\">\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-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>\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 ) 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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-31\"><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=\"--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>2026\u5e746\u670816\u65e5<\/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-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-32 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-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;\">\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-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>\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-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=\"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-32\"><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 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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-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\/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-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>2026\u5e746\u670811\u65e5<\/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\" 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\/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-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;\">\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-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>\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-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=\"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-33\"><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\" 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button-medium button-default fusion-button-default button-34 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-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>2026\u5e746\u670811\u65e5<\/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 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-34 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-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;\">\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-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>\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-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=\"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-34\"><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 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-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars%2F&amp;title=The%20self-driving%20enterprise%3A%20Why%20carmakers%20need%20agentic%20AI%20before%20fully%20autonomous%20cars&amp;summary=Executive%20summary%0D%0AThe%20automotive%20industry%20is%20in%20the%20grip%20of%20a%20paradox.%20OEMs%20are%20spending%20billions%20to%20develop%20vehicles%20that%20can%20sense%20their%20environment%2C%20reason%20about%20risk%2C%20and%20act%20without%20human%20intervention%20%E2%80%94%20yet%20the%20organisations%20building%20those%20vehicles%20still%20rely%20on%20annual%20planning%20cycles%2C%20manual%20decision%20chains%2C%20and%20systems%20that%20were%20not%20designed%20to%20communicate\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" 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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\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\"><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>2026\u5e746\u670811\u65e5<\/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 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-35 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-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;\">\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4e0e \"\u59cb\u7ec8\u5728\u7ebf \"\u6d4b\u91cf\u7684\u672a\u6765<\/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>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-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=\"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-35\"><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-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\/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-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>26 5 \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 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-36 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-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;\">\u638c\u63e1\u8425\u9500\u6d4b\u91cf\u7684\u9ec4\u91d1\u4e09\u89d2<\/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>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-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=\"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-36\"><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-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\/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-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>26 5 \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\/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-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;\">\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-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>\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-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=\"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-37\"><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 href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Fzh%2Fblog%2Fbelow-the-waterline-the-four-layers-of-an-ai-native-company%2F&amp;title=Below%20the%20waterline%3A%20%20The%20four%20layers%20of%20an%20AI-Native%20Company&amp;summary=%26nbsp%3B%0D%0A%0D%0AMost%20CTOs%20in%202026%20are%20designing%20AI%20strategy%20at%20the%20visible%20layer%20of%20the%20stack.%20They%20are%20buying%20Copilot%20seats%2C%20rolling%20out%20enterprise%20chatbots%2C%20and%20assembling%20a%20portfolio%20of%20vendor%20licenses.%20The%20work%20is%20real%2C%20and%20in%20many%20companies%20it%20has%20produced%20a%20measurable%20bump%20in%20productivity.\" 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\/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-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>26 5 \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\/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-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;\">\u5229\u7528\u6df7\u5408 AI \u8f6c\u53d8\u8d22\u5bcc\u7ba1\u7406\u65b9\u5f0f<\/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>\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-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=\"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-38\"><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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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>21 5 \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\/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-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;\">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-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>\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-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=\"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-39\"><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 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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-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\" 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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\/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-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;\">\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-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>\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-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=\"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-40\"><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 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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\/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-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>20 5 \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 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-41 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-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;\">\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-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>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-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=\"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-41\"><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 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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-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\/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-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>16 5 \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 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-42 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-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;\">\u6e38\u620f\u72b6\u6001\uff1a\u5bf9\u8bdd\u5f0f\u5546\u52a1 2026<\/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>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-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=\"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-42\"><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-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\/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-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>16 5 \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 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-43 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-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;\">\u4e00\u6b21\u4e00\u4e2a\u4ee4\u724c\u5730\u68c0\u6d4b LLM \u4e2d\u7684\u5e7b\u89c9<\/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>\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-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=\"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-43\"><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-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\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><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>11 5 \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 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-44 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-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;\">\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-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\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-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=\"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-44\"><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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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-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>7 5 \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\/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-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;\">\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-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>\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-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=\"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-45\"><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-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\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-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-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>5 5 \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\/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-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;\">\u5728\u4e2d\u4e1c \u201c\u6267\u884c\u5e74 \u201d\u63a8\u5e7f AI\u201d<\/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>\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-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=\"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-46\"><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-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\/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-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>5 5 \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 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-47 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-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;\">\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-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>\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-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=\"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-47\"><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-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\/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-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>29 4 \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\/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-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;\">\u4e2d\u56fd AI \u8f6c\u578b - \u4e00\u573a\u4e0d\u540c\u7684\u6e38\u620f<\/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>\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-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=\"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-48\"><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 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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-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\/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-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>28 4 \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 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-49 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-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;\">AI \u5982\u4f55\u590d\u6d3b\u4ea7\u54c1\u76ee\u5f55 40%<\/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>\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-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=\"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-49\"><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-193 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-50 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-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>21 4 \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 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-50 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-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;\">\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-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>\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-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=\"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-50\"><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-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\/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-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>13 4 \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 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-51 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-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;\">\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-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\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-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=\"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-51\"><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-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\/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-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>12 4 \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 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-52 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-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;\">\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-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>\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-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=\"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-52\"><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;\" 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%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&amp;title=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;summary=Health%20AI%20Assistants%3A%20the%20new%20front%20door%20to%20healthcare%0D%0AA%20patient%20wakes%20up%20with%20recurring%20back%20pain%20and%20asks%20an%20AI%20assistant%20what%20to%20do.%20The%20app%20checks%20its%20history%2C%20notes%20a%20previous%20prescription%2C%20and%20suggests%20switching%20to%20a%20different%20anti-inflammatory.%20Your%20molecule%20isn%26%23039%3Bt%20mentioned.%20By%20the%20time%20the%20patient%20sees%20their%20doctor%20that%20afternoon%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-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\/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-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>9 4 \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 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-53 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-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;\">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-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>\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-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=\"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-53\"><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-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\" 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);\"><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>1 4 \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 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-54 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-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;\">\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-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>\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-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=\"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-54\"><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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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>31 3 \u6708 2026<\/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 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-55 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/zh\/blog\/ia-industrie-resilience-securite-performance\/\" target=\"_self\" aria-label=\"\u5fae\u578bYouTube (1)\"><img decoding=\"async\" width=\"1290\" height=\"720\" alt=\"Peut-on confier la r\u00e9silience, la s\u00e9curit\u00e9 et la performance du secteur industriel \u00e0 l\u2019IA ?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1.png\" class=\"img-responsive wp-image-1142777 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\/Miniature-Youtube-1-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-400x223.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-600x335.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-800x447.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-1200x670.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1.png 1290w\" sizes=\"(max-width: 640px) 100vw, 1290px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-57 fusion-sep-none fusion-title-text 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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 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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-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 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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-58 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-56 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-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;\">\u5728 AI \u65f6\u4ee3\u6269\u5927 Data \u5408\u4f5c\u89c4\u6a21<\/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>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 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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=\"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-56\"><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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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-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>30 3 \u6708 2026<\/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 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-57 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-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;\">\u63a2\u7d22\u4ee3\u7406 AI \u5bf9\u4e0e HCP \u5173\u7cfb\u7684\u5f71\u54cd<\/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>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-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=\"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-57\"><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 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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\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\"><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>24 3 \u6708 2026<\/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 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-58 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-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;\">\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-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>\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-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=\"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-58\"><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-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\" 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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-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>24 3 \u6708 2026<\/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 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-59 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-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;\">\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-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>\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-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=\"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-59\"><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-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\/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-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>17 3 \u6708 2026<\/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 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-60 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-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;\">\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-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>\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-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=\"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-60\"><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 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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\" 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