{"id":1137763,"date":"2026-04-13T16:03:03","date_gmt":"2026-04-13T15:03:03","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=1137763"},"modified":"2026-05-06T17:27:50","modified_gmt":"2026-05-06T16:27:50","slug":"why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/","title":{"rendered":"\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"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u591a\u5e74\u6765\uff0c\u8425\u9500\u4eba\u5458\u4e00\u76f4\u81f4\u529b\u4e8e\u6539\u8fdb\u6d4b\u91cf\u3002\u4ed6\u4eec\u5efa\u7acb\u4e86\u4eea\u8868\u76d8\uff0c\u91c7\u7528\u4e86\u5f52\u56e0\u6a21\u578b\uff0c\u5e76\u5b9e\u65bd\u4e86\u8425\u9500\u7ec4\u5408\u5efa\u6a21\uff0c\u4ee5\u4e86\u89e3\u4ec0\u4e48\u662f\u6709\u6548\u7684\u3002\u7136\u800c\uff0c\u5373\u4f7f\u5177\u5907\u4e86\u8fd9\u4e9b\u80fd\u529b\uff0c\u4e00\u4e2a\u5927\u5bb6\u90fd\u719f\u6089\u7684\u95ee\u9898\u4f9d\u7136\u5b58\u5728\uff1a\u6d1e\u5bdf\u529b\u4e0d\u4f1a\u81ea\u52a8\u8f6c\u5316\u4e3a\u884c\u52a8\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e00\u5dee\u8ddd\u4f9d\u7136\u5b58\u5728\uff0c\u56e0\u4e3a\u5927\u591a\u6570\u7ec4\u7ec7\u5e76\u4e0d\u662f\u5728\u52aa\u529b\u751f\u6210 data\u3002\u4ed6\u4eec\u6b63\u5728\u52aa\u529b\u5c06\u5176\u64cd\u4f5c\u5316\u3002\u6d1e\u5bdf\u529b\u5f80\u5f80\u505c\u7559\u5728\u4eea\u8868\u76d8\u4e0a\uff0c\u7b49\u5f85\u5206\u6790\u5e08\u5bf9\u5176\u8fdb\u884c\u89e3\u8bfb\u3001\u8f6c\u5316\u4e3a\u5efa\u8bae\u5e76\u901a\u8fc7\u5185\u90e8\u5ba1\u6279\u6d41\u7a0b\u3002\u5f53\u91c7\u53d6\u884c\u52a8\u65f6\uff0c\u65f6\u673a\u53ef\u80fd\u5df2\u7ecf\u8fc7\u53bb\u3002.<\/span><\/p>\n<p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-1137764 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26.png\" alt=\"\" width=\"1276\" height=\"717\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271276%27%20height%3D%27717%27%20viewBox%3D%270%200%201276%20717%27%3E%3Crect%20width%3D%271276%27%20height%3D%27717%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-300x169.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-400x225.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-600x337.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-768x432.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-800x450.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-1024x575.png 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26-1200x674.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.37.26.png 1276w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1276px) 100vw, 1276px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u6709\u51e0\u4e2a\u539f\u56e0\u3002\u9996\u5148\uff0c\u5b9e\u65bd\u9700\u8981\u65f6\u95f4\u3002\u5b8c\u6574\u7684\u8425\u9500\u7ec4\u5408\u5efa\u6a21\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\u7684\u3002\u5b83\u9700\u8981\u90e8\u7f72\u3001data \u5de5\u7a0b\u8bbe\u8ba1\u3001\u6a21\u578b\u5237\u65b0\u548c\u7ba1\u7406\u3002\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u8fd9\u9700\u8981\u51e0\u4e2a\u6708\u7684\u65f6\u95f4\u3002\u5728\u77ac\u606f\u4e07\u53d8\u7684\u5e02\u573a\u4e2d\uff0c\u516d\u4e2a\u6708\u7684\u65f6\u95f4\u8db3\u4ee5\u8ba9\u6e20\u9053\u7ee9\u6548\u3001\u6d88\u8d39\u8005\u884c\u4e3a\u548c\u7ade\u4e89\u6761\u4ef6\u53d1\u751f\u91cd\u5927\u53d8\u5316\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5176\u6b21\uff0c\u7ec4\u7ec7\u4ecd\u5904\u4e8e\u5206\u6563\u72b6\u6001\u3002\u54c1\u724c\u3001\u7ee9\u6548\u3001\u9500\u552e\u3001\u8d22\u52a1\u548c\u5206\u6790\u56e2\u961f\u5f80\u5f80\u5728\u4e92\u4e0d\u5173\u8054\u7684\u7cfb\u7edf\u4e2d\u5de5\u4f5c\uff0c\u5bf9 data \u7684\u770b\u6cd5\u4e5f\u4e0d\u4e00\u81f4\u3002\u5728\u5bf9\u4efb\u4f55\u5efa\u8bae\u91c7\u53d6\u884c\u52a8\u4e4b\u524d\uff0c\u5404\u56e2\u961f\u53ef\u80fd\u9700\u8981\u5728\u5185\u90e8\u5c31\u6570\u5b57\u7684\u5b9e\u9645\u542b\u4e49\u8fbe\u6210\u4e00\u81f4\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7b2c\u4e09\uff0c\u6267\u884c\u4ecd\u7136\u9700\u8981\u5927\u91cf\u4eba\u529b\u3002\u5373\u4f7f\u6a21\u578b\u63d0\u51fa\u4e86\u6700\u4f73\u9884\u7b97\u53d8\u52a8\u5efa\u8bae\uff0c\u4ecd\u9700\u8981\u6709\u4eba\u5bf9\u5176\u8fdb\u884c\u9a8c\u8bc1\u3001\u83b7\u5f97\u6279\u51c6\uff0c\u5e76\u5728\u6b63\u786e\u7684\u5e73\u53f0\u4e0a\u5b9e\u65bd\u3002\u8fd9\u5c31\u51cf\u7f13\u4e86\u6d1e\u5bdf\u529b\u4e0e\u884c\u52a8\u4e4b\u95f4\u7684\u5faa\u73af\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6700\u540e\uff0c\u6269\u5927\u89c4\u6a21\u4ecd\u7136\u56f0\u96be\u91cd\u91cd\u3002\u5728\u4e00\u4e2a\u56fd\u5bb6\u6216\u4e1a\u52a1\u5355\u4f4d\u884c\u4e4b\u6709\u6548\u7684\u8861\u91cf\u65b9\u6cd5\uff0c\u5e76\u4e0d\u80fd\u81ea\u52a8\u5728\u6570\u5341\u4e2a\u5e02\u573a\u4e0a\u4e00\u76ee\u4e86\u7136\u5730\u63a8\u5e7f\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u5e02\u573a\u90fd\u6709\u4e0d\u540c\u7684\u6e20\u9053\u3001\u5236\u7ea6\u56e0\u7d20\u548c\u4e1a\u52a1\u52a8\u6001\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u5728\u8425\u9500\u6d4b\u91cf\u4e2d\u7684\u6f14\u793a\u5982\u6b64\u91cd\u8981\u3002\u5b83\u63a2\u8ba8\u4e86\u5f53\u6d4b\u91cf\u4e0d\u518d\u88ab\u89c6\u4e3a\u62a5\u544a\u5c42\uff0c\u800c\u662f\u88ab\u89c6\u4e3a\u53ef\u5e2e\u52a9\u7528\u6237\u66f4\u5feb\u5730\u4ece\u6d1e\u5bdf\u5230\u4e0b\u4e00\u6b65\u7684\u8fd0\u8425\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\u65f6\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u672c\u535a\u5ba2\u5305\u542b\u6f14\u793a\u5f55\u97f3\u7684\u94fe\u63a5\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u89c2\u770b\u5b8c\u6574\u7684\u6f14\u793a\u3002.<\/span><\/p>\n<h2><b>\u4e3a\u4ec0\u4e48\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u5728\u8fd9\u91cc\u5f88\u91cd\u8981<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u4f1a\u8bae\u63d0\u51fa\u7684\u6838\u5fc3\u7406\u5ff5\u7b80\u5355\u800c\u91cd\u8981\u3002\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6709\u52a9\u4e8e\u521b\u9020\u4ea7\u51fa\u3002\u4ee3\u7406\u578b\u4eba\u5de5\u667a\u80fd\u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u5e2e\u52a9\u6267\u884c\u4efb\u52a1\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5728\u6d4b\u91cf\u65b9\u9762\uff0c\u8fd9\u610f\u5473\u7740\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4ec5\u662f\u603b\u7ed3\u6a21\u578b\u7684\u7ed3\u679c\u3002\u5b83\u53ef\u4ee5\u6807\u8bb0\u95ee\u9898\u3001\u5efa\u8bae\u540e\u7eed\u884c\u52a8\u3001\u8fd0\u884c\u68c0\u67e5\u3001\u89e6\u53d1\u5b9e\u9a8c\uff0c\u5e76\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u5e2e\u52a9\u5728\u8fde\u63a5\u7684\u7cfb\u7edf\u4e2d\u6267\u884c\u51b3\u7b56\u3002\u8425\u9500\u4eba\u5458\u53ef\u4ee5\u7ee7\u7eed\u63a7\u5236\uff0c\u4f46\u7cfb\u7edf\u4f1a\u627f\u62c5\u66f4\u591a\u901a\u5e38\u4f1a\u5ef6\u7f13\u8fdb\u5c55\u7684\u91cd\u590d\u6027\u548c\u64cd\u4f5c\u6027\u5de5\u4f5c\u3002.<\/span><\/p>\n<p><img decoding=\"async\" class=\"lazyload aligncenter wp-image-1137765 size-full\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38.png\" alt=\"\" width=\"1917\" height=\"1076\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271917%27%20height%3D%271076%27%20viewBox%3D%270%200%201917%201076%27%3E%3Crect%20width%3D%271917%27%20height%3D%271076%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-300x168.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-400x225.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-600x337.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-768x431.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-800x449.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-1024x575.png 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-1200x674.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38-1536x862.png 1536w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-13-at-15.38.38.png 1917w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1917px) 100vw, 1917px\" \/><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 1\uff1a\u89e3\u91ca MMM \u8f93\u51fa<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u8fd9\u662f\u4e00\u4e2a\u6d3b\u751f\u751f\u7684\u4f8b\u5b50\uff0c\u8bf4\u660e\u4e86\u4ee3\u7406\u5c42\u5982\u4f55\u80fd\u591f\u4f4d\u4e8e MMM \u73af\u5883\u4e4b\u4e0a\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u663e\u793a\u7ed3\u679c\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u6f14\u793a\u5f00\u59cb\u65f6\uff0c\u4e00\u4e2a\u719f\u6089\u7684 MMM \u98ce\u683c\u754c\u9762\u663e\u793a\u4e86\u8d21\u732e\u5206\u6790\u3001\u57fa\u7ebf\u4e0e\u5a92\u4f53\u5f71\u54cd\u4ee5\u53ca\u6e20\u9053\u6295\u8d44\u56de\u62a5\u7387\u3002\u4f46\u5173\u952e\u7684\u533a\u522b\u5728\u4e8e\uff0c\u8be5\u7cfb\u7edf\u4e0d\u4ec5\u4ec5\u662f\u663e\u793a\u6570\u5b57\u3002\u5b83\u5728\u89e3\u91ca\u8fd9\u4e9b\u6570\u5b57\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5176\u4e2d\u4e00\u4e2a\u4f8b\u5b50\u6d89\u53ca\u5728\u7ebf\u97f3\u9891\u7684\u6295\u8d44\u56de\u62a5\u7387\u4f30\u7b97\u3002\u7cfb\u7edf\u68c0\u6d4b\u5230\u56f4\u7ed5\u8be5\u7ed3\u679c\u7684\u53ef\u4fe1\u533a\u95f4\u5f88\u9ad8\uff0c\u4e8e\u662f\u53d1\u51fa\u8b66\u62a5\u3002\u7cfb\u7edf\u5e76\u6ca1\u6709\u7ed9\u7528\u6237\u7559\u4e0b\u4e0d\u786e\u5b9a\u6027\uff0c\u800c\u662f\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u9879\u5efa\u8bae\uff1a\u901a\u8fc7 GeoX \u6d4b\u8bd5\u9a8c\u8bc1\u7ed3\u679c\u3002\u8fd9\u6709\u529b\u5730\u8bf4\u660e\u4e86\u4ece\u88ab\u52a8\u6d1e\u5bdf\u5230\u6307\u5bfc\u884c\u52a8\u7684\u8f6c\u53d8\u3002.<\/span><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 2\uff1a\u81ea\u7136\u8bed\u8a00\u6d1e\u5bdf\u63a2\u7d22<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u4e00\u4e2a\u6d1e\u5bdf\u4ee3\u7406\u5c55\u793a\u4e86\u7528\u6237\u5982\u4f55\u901a\u8fc7\u5bf9\u8bdd\u65b9\u5f0f\u67e5\u8be2\u6d4b\u91cf\u7ed3\u679c data\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u56fa\u5b9a\u7684\u4eea\u8868\u76d8\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u4ecb\u7ecd\u8005\u968f\u540e\u6f14\u793a\u4e86\u4e00\u4e2a\u6d1e\u5bdf\u4ee3\u7406\uff0c\u5b83\u53ef\u4ee5\u56de\u7b54\u81ea\u7136\u8bed\u8a00\u95ee\u9898\uff0c\u5e76\u6839\u636e\u9700\u6c42\u521b\u5efa data \u7684\u65b0\u89c6\u56fe\u3002\u5728\u793a\u4f8b\u4e2d\uff0c\u7528\u6237\u8981\u6c42\u7cfb\u7edf\u7ed8\u5236 2025 \u5e74\u7684 Meta \u5a92\u4f53\u5370\u8c61\u56fe\uff0c\u5e76\u5bf9\u8d8b\u52bf\u53d1\u8868\u8bc4\u8bba\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u6539\u53d8\u4e86\u8425\u9500\u4eba\u5458\u4e0e\u6d4b\u91cf\u7684\u4e92\u52a8\u65b9\u5f0f\u3002\u7528\u6237\u65e0\u9700\u7b49\u5f85\u5206\u6790\u5e08\u6784\u5efa\u81ea\u5b9a\u4e49\u89c6\u56fe\uff0c\u800c\u662f\u53ef\u4ee5\u76f4\u63a5\u63d0\u51fa\u95ee\u9898\uff0c\u63a5\u6536\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u5e76\u7acb\u5373\u83b7\u5f97\u7b2c\u4e00\u5c42\u8bc4\u8bba\u3002.<\/span><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 3\uff1a\u9884\u7b97\u4f18\u5316\u548c\u5efa\u8bae\u9a8c\u8bc1<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u8be5\u7cfb\u7edf\u4ece\u4f18\u5316\u8f93\u51fa\u8f6c\u53d8\u4e3a\u53ef\u64cd\u4f5c\u7684\u9884\u7b97\u5efa\u8bae\uff0c\u5e76\u9644\u6709\u652f\u6301\u7406\u7531\u548c\u5916\u90e8\u9a8c\u8bc1\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u6f14\u793a\u7684\u53e6\u4e00\u90e8\u5206\u4fa7\u91cd\u4e8e\u9884\u7b97\u4f18\u5316\u3002\u5728 MMM \u7684\u540e\u53f0\u8fd0\u884c\u4e0b\uff0c\u7cfb\u7edf\u8bc4\u4f30\u4e86\u4e0d\u540c\u7684\u8ba1\u5212\u65b9\u6848\uff0c\u5e76\u5efa\u8bae\u5bf9\u4e0b\u4e2a\u6708\u7684\u5a92\u4f53\u8fdb\u884c\u91cd\u65b0\u5e73\u8861\u3002\u5efa\u8bae\u7684\u4e3e\u63aa\u662f\u51cf\u5c11\u9971\u548c\u6570\u5b57\u6e20\u9053\u7684\u652f\u51fa\uff0c\u5c06\u6295\u8d44\u8f6c\u5411\u7535\u89c6\u548c\u5e7f\u64ad\u7b49\u8868\u73b0\u8f83\u597d\u7684\u7ebf\u4e0b\u6e20\u9053\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u9ed1\u76d2\u5b50\u3002\u7528\u6237\u53ef\u4ee5\u8fdb\u4e00\u6b65\u68c0\u67e5\u673a\u4f1a\uff0c\u5e76\u89e6\u53d1\u66f4\u6df1\u5165\u7684\u7814\u7a76\uff0c\u5c06\u5efa\u8bae\u4e0e\u66f4\u5e7f\u6cdb\u7684\u884c\u4e1a\u57fa\u51c6\u8fdb\u884c\u6bd4\u8f83\u3002\u8fd9\u5c31\u5728\u91c7\u53d6\u884c\u52a8\u4e4b\u524d\u589e\u52a0\u4e86\u4e00\u5c42\u5b9d\u8d35\u7684\u900f\u660e\u5ea6\u3002.<\/span><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 4\uff1aApplying \u76f4\u63a5\u5efa\u8bae<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u4e00\u65e6\u83b7\u5f97\u6279\u51c6\uff0c\u5c31\u53ef\u4ee5\u901a\u8fc7\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u5c06\u5efa\u8bae\u63a8\u9001\u5230\u6267\u884c\u5e73\u53f0\uff0c\u4ece\u800c\u51cf\u5c11\u5206\u6790\u4e0e\u6fc0\u6d3b\u4e4b\u95f4\u7684\u5ef6\u8fdf\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u5f53\u5efa\u8bae\u88ab\u63a5\u53d7\u5e76\u5e94\u7528\u65f6\uff0c\u662f\u6f14\u793a\u4e2d\u6700\u7cbe\u5f69\u7684\u65f6\u523b\u4e4b\u4e00\u3002\u8be5\u7cfb\u7edf\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\uff08API\uff09\u5c06\u9884\u7b97\u53d8\u52a8\u76f4\u63a5\u53d1\u9001\u5230\u8fde\u63a5\u7684\u5a92\u4f53\u5e73\u53f0\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u6b63\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4f18\u52bf\u6240\u5728\uff1a\u5b83\u4e0d\u4ec5\u80fd\u8fdb\u884c\u66f4\u667a\u80fd\u7684\u6d4b\u91cf\uff0c\u8fd8\u80fd\u66f4\u5feb\u5730\u5f00\u5c55\u4e1a\u52a1\u3002.<\/span><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 5\uff1a\u6a21\u578b\u518d\u8bad\u7ec3\u548c data \u8d28\u91cf\u68c0\u67e5<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u6f14\u793a\u5c55\u793a\u4e86\u4ee3\u7406\u5982\u4f55\u76d1\u63a7\u6a21\u578b\u7684\u65b0\u9c9c\u5ea6\u3001\u68c0\u6d4b data \u95ee\u9898\u3001\u63d0\u51fa\u4fee\u590d\u5efa\u8bae\u5e76\u652f\u6301\u518d\u8bad\u7ec3\u5de5\u4f5c\u6d41\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u6f14\u8bb2\u8005\u8fd8\u6f14\u793a\u4e86\u7cfb\u7edf\u5982\u4f55\u5904\u7406 MMM \u518d\u57f9\u8bad\u3002\u5728\u5237\u65b0\u6a21\u578b\u4e4b\u524d\uff0c\u4ee3\u7406\u4f1a\u81ea\u52a8\u5bf9\u65b0\u7684 data \u96c6\u8fdb\u884c data \u8d28\u91cf\u68c0\u67e5\uff0c\u53d1\u73b0\u95ee\u9898\u5e76\u63d0\u51fa\u8865\u6551\u63aa\u65bd\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e00\u70b9\u975e\u5e38\u5b9e\u7528\u3002\u91cd\u65b0\u8bad\u7ec3\u662f\u7ef4\u62a4 MMM \u6700\u91cd\u8981\u4f46\u64cd\u4f5c\u7e41\u7410\u7684\u90e8\u5206\u4e4b\u4e00\u3002\u901a\u8fc7\u4f7f\u5de5\u4f5c\u6d41\u7a0b\u66f4\u6709\u76d1\u7763\u3001\u66f4\u5c11\u4eba\u5de5\u64cd\u4f5c\uff0c\u7cfb\u7edf\u51cf\u5c11\u4e86\u6469\u64e6\uff0c\u540c\u65f6\u4fdd\u62a4\u4e86\u5bf9\u6a21\u578b\u7684\u4fe1\u4efb\u3002.<\/span><\/p>\n<h2><b>\u6f14\u793a\u90e8\u5206 6\uff1a\u5c06\u4e0d\u786e\u5b9a\u6027\u8f6c\u5316\u4e3a\u5b9e\u9a8c<\/b><\/h2>\n<p><i><span style=\"font-weight: 400;\">\u4ee3\u7406\u751f\u6210\u7684\u8b66\u62a5\u89e6\u53d1\u4e86 GeoX \u6d4b\u8bd5\u7684\u8bbe\u8ba1\u548c\u542f\u52a8\uff0c\u4ee5\u9a8c\u8bc1\u4e0d\u786e\u5b9a\u7684\u901a\u9053\u6027\u80fd\u3002.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">\u6f14\u793a\u7684\u6700\u540e\u4e00\u4e2a\u4e3b\u8981\u90e8\u5206\u53c8\u56de\u5230\u4e86\u4e4b\u524d\u7684\u5728\u7ebf\u97f3\u9891\u63d0\u793a\u3002\u7531\u4e8e\u6a21\u578b\u663e\u793a\u6295\u8d44\u56de\u62a5\u7387\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\uff0c\u4ee3\u7406\u5efa\u8bae\u8fdb\u884c GeoX \u6d4b\u8bd5\u3002\u7136\u540e\uff0c\u5b83\u5e2e\u52a9\u8bbe\u8ba1\u8bd5\u9a8c\u3001\u521b\u5efa\u533a\u57df\u914d\u5bf9\u3001\u5efa\u8bae\u9884\u7b97\u548c\u6301\u7eed\u65f6\u95f4\uff0c\u5e76\u5c06\u5b9e\u65bd\u8fde\u63a5\u5230\u6fc0\u6d3b\u5e73\u53f0\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7cfb\u7edf\u751a\u81f3\u53d1\u73b0\u4e86\u4e0e\u73b0\u6709\u5168\u56fd\u6027\u6d3b\u52a8\u7684\u51b2\u7a81\uff0c\u5e76\u63d0\u793a\u7528\u6237\u5728\u542f\u52a8\u524d\u89e3\u51b3\u3002\u8fd9\u8868\u660e\u5de5\u4f5c\u6d41\u7a0b\u5e76\u975e\u7b80\u5355\u7684\u81ea\u52a8\u5316\u3002\u5b83\u662f\u8fde\u63a5\u7684\u3001\u53ef\u611f\u77e5\u7684\uff0c\u65e8\u5728\u652f\u6301\u6839\u636e\u5177\u4f53\u60c5\u51b5\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002.<\/span><\/p>\n<div style=\"width: 1440px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-1137763-1\" width=\"1440\" height=\"810\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Agentic-AI-for-Marketing-Measurement-Lorenzo-Casimo-Senior-Data-Scientist-Artefact-.mp4?_=1\" \/><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Agentic-AI-for-Marketing-Measurement-Lorenzo-Casimo-Senior-Data-Scientist-Artefact-.mp4\">https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Agentic-AI-for-Marketing-Measurement-Lorenzo-Casimo-Senior-Data-Scientist-Artefact-.mp4<\/a><\/video><\/div>\n<div class=\"description\"><em>\u6f14\u793a\u8005 <a href=\"https:\/\/www.linkedin.com\/in\/lorenzo-casimo-6baa4b1a0\/\" target=\"_blank\" rel=\"noopener\">\u6d1b\u4f26\u4f50-\u5361\u897f\u83ab<\/a>, \u9ad8\u7ea7 Data \u79d1\u5b66\u5bb6\uff0cArtefact<\/em><\/div>\n<h2><b>\u8fd9\u6b21\u6d3b\u52a8\u5bf9\u672a\u6765\u6d4b\u91cf\u7684\u542f\u793a<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u8fd9\u6b21\u6d3b\u52a8\u6e05\u695a\u5730\u8868\u660e\uff0c\u672a\u6765\u7684\u6d4b\u91cf\u4e0d\u4ec5\u662f\u6539\u8fdb\u6a21\u578b\u3002\u800c\u662f\u8981\u7f29\u77ed\u6d1e\u5bdf\u529b\u4e0e\u6267\u884c\u529b\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">MMM\u3001\u5b9e\u9a8c\u548c\u5f52\u56e0\u4ecd\u7136\u81f3\u5173\u91cd\u8981\u3002\u4f46\u5355\u9760\u5b83\u4eec\u672c\u8eab\uff0c\u5e76\u4e0d\u80fd\u89e3\u51b3\u8bb8\u591a\u7ec4\u7ec7\u5185\u90e8\u5b58\u5728\u7684\u8fd0\u8425\u6ede\u540e\u95ee\u9898\u3002\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c\u4f7f\u8fd9\u4e9b\u80fd\u529b\u66f4\u53ef\u7528\u3001\u66f4\u4e92\u8054\u3001\u66f4\u53ef\u64cd\u4f5c\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u542f\u793a\u4e0d\u662f\u4eba\u5de5\u667a\u80fd\u5c06\u53d6\u4ee3\u8425\u9500\u4eba\u5458\u3002\u800c\u662f\u8425\u9500\u4eba\u5458\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u5728\u7cfb\u7edf\u5185\u5de5\u4f5c\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u66f4\u5feb\u5730\u505a\u51fa\u53cd\u5e94\uff0c\u66f4\u81ea\u4fe1\u5730\u8fdb\u884c\u9a8c\u8bc1\uff0c\u5e76\u51cf\u5c11\u4eba\u5de5\u5728\u5206\u6790\u548c\u884c\u52a8\u4e4b\u95f4\u8f6c\u6362\u7684\u65f6\u95f4\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bf4\uff0c\u672a\u6765\u7684\u6d4b\u91cf\u770b\u8d77\u6765\u4e0d\u50cf\u4e00\u4e2a\u9759\u6001\u7684\u4eea\u8868\u76d8\uff0c\u800c\u66f4\u50cf\u662f\u56f4\u7ed5\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u7684\u4e00\u4e2a\u667a\u80fd\u64cd\u4f5c\u5c42\u3002\u8fd9\u53ef\u80fd\u624d\u662f\u771f\u6b63\u7684\u8f6c\u53d8\uff1a\u4e0d\u4ec5\u4ec5\u662f\u66f4\u597d\u7684\u6d1e\u5bdf\u529b\uff0c\u800c\u662f\u6700\u7ec8\u80fd\u591f\u79fb\u52a8\u7684\u6d4b\u91cf\u3002.<\/span><\/p>\n<p><em><strong>\u662f\u5426\u5bf9\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u4e0e\u60a8\u7684\u8425\u9500\u6d4b\u91cf\u76f8\u7ed3\u5408\u611f\u5230\u597d\u5947\uff1f\u8054\u7cfb\u6211\u4eec\uff0c\u63a2\u8ba8\u4e0b\u4e00\u6b65\u8ba1\u5212\u3002.<\/strong><\/em><\/p>","protected":false},"excerpt":{"rendered":"<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>","protected":false},"featured_media":1138790,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2997,21929],"blog-language":[2991],"class_list":["post-1137763","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-data-marketing","blog-category-consumer-goods-services","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/1137763","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1138790"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1137763"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1137763"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1137763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}