{"id":18484,"date":"2026-09-10T00:00:00","date_gmt":"2026-09-10T00:00:00","guid":{"rendered":"https:\/\/tenjin.com\/?p=18484"},"modified":"2026-09-15T11:11:28","modified_gmt":"2026-09-15T11:11:28","slug":"ai-creative-testing-more-ads-harder-decisions","status":"publish","type":"post","link":"https:\/\/tenjin.com\/zh\/blog\/ai-creative-testing-more-ads-harder-decisions\/","title":{"rendered":"AI\u7d20\u6750\u201c\u6d4b\u8bd5\u503a\u201d\uff1a\u5e7f\u544a\u591a\u4e86\uff0c\u51b3\u7b56\u53cd\u800c\u4e0d\u597d\u505a\u4e86"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u751f\u6210\u5f0fAI\u51fa\u6765\u540e\uff0c\u589e\u957f\u56e2\u961f\u505a\u79fb\u52a8\u5e7f\u544a\u7d20\u6750\u7684\u6548\u7387\u76f4\u63a5\u7ffb\u500d\u3002\u4ee5\u524d\u4e00\u4e2a\u65b0\u94a9\u5b50\u3001\u4e00\u6bb5\u914d\u97f3\u3001\u4e00\u7ec4\u753b\u9762\u3001\u4e00\u6574\u6761\u5e7f\u544a\u53d8\u4f53\uff0c\u8d77\u7801\u8981\u597d\u51e0\u5929\u751a\u81f3\u597d\u51e0\u5468\uff0c\u73b0\u5728\u51e0\u5206\u949f\u5c31\u80fd\u8dd1\u5b8c\u4e00\u8f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u7d20\u6750\u505a\u5f97\u518d\u591a\uff0c\u4e5f\u4e0d\u4ee3\u8868\u6548\u679c\u5c31\u80fd\u8ddf\u4e0a\u3002AI\u518d\u5389\u5bb3\uff0c\u6bcf\u6761\u53d8\u4f53\u7167\u6837\u5f97\u771f\u91d1\u767d\u94f6\u5730\u53bb\u6d4b\uff0c\u6570\u636e\u4e5f\u5f97\u8dd1\u51fa\u6765\u624d\u4f5c\u6570\u3002\u56e2\u961f\u624b\u91cc\u5f97\u6709\u786c\u6307\u6807\uff0c\u624d\u77e5\u9053\u8fd9\u6761\u7d20\u6750\u662f\u8ffd\u6295\u3001\u662f\u6539\u7248\uff0c\u8fd8\u662f\u76f4\u63a5\u6bd9\u6389\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\n\u6700\u8fd1\u4e00\u671f\u300aTenjin ROI 101\u300b\uff0cRoman\u548cBidmatrix\u7684\u589e\u957f\u526f\u603b\u88c1Mark\u804a\u4e86\u804a <a href=\"https:\/\/tenjin.com\/zh\/blog\/creative-testing-stable-ids-improve-measurement\/\" data-type=\"link\" data-id=\"https:\/\/tenjin.com\/blog\/creative-testing-stable-ids-improve-measurement\/\">\u7d20\u6750\u6d4b\u8bd5<\/a> \u548c\u51b3\u7b56\u903b\u8f91\uff0c\u5230\u5e95\u88ab\u751f\u6210\u5f0fAI\u8fd9\u4e2a\u53d8\u5316\u51b2\u6210\u4e86\u4ec0\u4e48\u6837\u3002\u00a0<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u73b0\u5728\u4e0d\u7f3a\u60f3\u6cd5\uff0c\u7f3a\u7684\u662f\u9760\u8c31\u7684\u51b3\u7b56\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"AI Creative Testing and the Problem of Testing Debt\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/UXP56gRnWo4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/tenjin.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI\u6ca1\u6d88\u9664\u74f6\u9888\uff0c\u53ea\u662f\u628a\u5b83\u6362\u4e86\u4f4d\u7f6e<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u8fd8\u6ca1\u666e\u53ca\u7684\u65f6\u5019\uff0c\u8981\u641e\u4e00\u8f6e\u65b0\u7d20\u6750\uff0c\u901a\u5e38\u5f97\u627e\u8bbe\u8ba1\u5e08\u3001\u526a\u8f91\u5e08\u3001\u89c6\u9891\u5236\u4f5c\u4eba\u914d\u5408\uff0c\u8fd8\u5f97\u6392\u961f\u7b49\u6392\u671f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e2a\u7d20\u6750\u521b\u610f\u90fd\u5728\u4e89\u90a3\u70b9\u6709\u9650\u7684\u65f6\u95f4\u548c\u4eba\u529b\uff0c\u56e2\u961f\u80fd\u505a\u51e0\u6761\u3001\u80fd\u6d4b\u51e0\u6761\uff0c\u5929\u82b1\u677f\u5c31\u6446\u5728\u90a3\u513f\u3002\u4f46 <a href=\"https:\/\/tenjin.com\/zh\/blog\/ad-creatives-in-2026-10-reasons-to-adopt-an-ai-workflow-now\/\">AI\u5de5\u4f5c\u6d41<\/a>\u4e00\u4e0a\uff0c\u8fd9\u4e9b\u9650\u5236\u57fa\u672c\u5c31\u7834\u4e86\u3002\u7d20\u6750\u56e2\u961f\u4e00\u5929\u4e4b\u5185\u5c31\u80fd\u8dd1\u51fa\u597d\u51e0\u4e2a\u94a9\u5b50\u3001\u4e0d\u540c\u7684\u89c6\u89c9\u98ce\u683c\u3001\u914d\u97f3\uff0c\u8fde\u672c\u5730\u5316\u7248\u672c\u4e5f\u80fd\u4e00\u5e76\u641e\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u89c9\u5f97\uff0c\u7d20\u6750\u4ea7\u91cf\u786e\u5b9e\u4e0a\u53bb\u4e86\uff0c\u4f46\u74f6\u9888\u4e5f\u8ddf\u7740\u6362\u4e86\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\"\u73b0\u5728\u7684\u74f6\u9888\u4e0d\u662f\u505a\u7d20\u6750\uff0c\u800c\u662f\u5224\u65ad\u7d20\u6750\u597d\u4e0d\u597d\u3002\"<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d20\u6750\u751f\u4ea7\u5feb\u4e86\uff0c\u4f46\u6d4b\u8bd5\u80fd\u529b\u6ca1\u8ddf\u4e0a\u3002\u9884\u7b97\u8fd8\u662f\u90a3\u4e48\u591a\uff0c\u6709\u610f\u4e49\u7684\u7ed3\u679c\u5f97\u9760\u65f6\u95f4\u79ef\u7d2f\uff0c\u4e0d\u662f\u6bcf\u4e2a\u53d8\u4f53\u90fd\u80fd\u6512\u591f\u6570\u636e\u8ba9\u4f60\u505a\u51b3\u5b9a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d20\u6750\u591a\u4e86\uff0c\u201c\u6d4b\u8bd5\u503a\u201d\u4e5f\u6765\u4e86<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u7d20\u6750\u51fa\u5f97\u5feb\u3001\u6210\u672c\u4e5f\u4f4e\uff0c\u56e2\u961f\u80fd\u8bd5\u7684\u4e1c\u897f\u81ea\u7136\u5c31\u591a\u4e86\u3002\u4f46\u95ee\u9898\u662f\uff1a\u600e\u4e48\u4ece\u91cc\u9762\u6311\u51fa\u503c\u5f97\u6d4b\u7684\u53d8\u4f53\uff0c\u53c8\u4e0d\u628a\u9884\u7b97\u548c\u7cbe\u529b\u644a\u5f97\u592a\u8584\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u7ba1\u8fd9\u53eb\"\u6d4b\u8bd5\u503a\"\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u56e2\u961f\u4e00\u5929\u5c31\u80fd\u51fa\u51e0\u5341\u4e0a\u767e\u4e2a\u9009\u9879\uff0c\u542c\u7740\u633a\u731b\u3002\u4f46\u95ee\u9898\u4e5f\u8ddf\u7740\u6765\u4e86\uff1a\u7d20\u6750\u592a\u591a\uff0c\u6839\u672c\u6d4b\u4e0d\u8fc7\u6765\u3002\u9884\u7b97\u4e00\u644a\u788e\uff0c\u7ed3\u679c\u5168\u662f\u566a\u97f3\uff0c\u6700\u540e\u5192\u51fa\u6765\u7684\u6240\u8c13\u201c\u8d62\u5bb6\u201d\uff0c\u5f88\u53ef\u80fd\u53ea\u662f\u8fd0\u6c14\u597d\uff0c\u4e0d\u662f\u771f\u7684\u80fd\u6253\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u767d\u4e86\uff0c\u201c\u6d4b\u8bd5\u503a\u201d\u5c31\u662f\u56e2\u961f\u80fd\u505a\u51fa\u6765\u3001\u4f46\u6ca1\u6cd5\u9760\u8c31\u8bc4\u4f30\u7684\u90a3\u4e9b\u7d20\u6750\uff0c\u800c\u4e14\u8d8a\u5806\u8d8a\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u7b97\u9884\u7b97\u518d\u591a\u4e00\u70b9\uff0c\u51e0\u5343\u4e2a\u53d8\u4f53\u4e5f\u6ca1\u6cd5\u6709\u6548\u6d4b\u8bd5\u3002\u6bcf\u4e2a\u7d20\u6750\u8fd8\u662f\u5f97\u5148\u8bc1\u660e\u81ea\u5df1\u6709\u771f\u91d1\u767d\u94f6\u7684\u4ef7\u503c\uff0c\u624d\u80fd\u62ff\u5230\u66f4\u591a\u6295\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/tenjin.com\/zh\/blog\/how-to-do-ad-creative-testing-for-mobile-marketers\/\">\u6240\u4ee5\u7d20\u6750\u91cf\u5927\u4e0d\u4e00\u5b9a\u5c31\u80fd\u5b66\u5230\u66f4\u591a\u4e1c\u897f\uff0c\u4e5f\u4e0d\u4e00\u5b9a\u6548\u679c\u66f4\u597d\u3002<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5341\u4e2a\u4e0d\u4e00\u6837\u7684\u7d20\u6750\uff0c\u6362\u4e2a\u80cc\u666f\u8272\u3001\u6539\u884c\u6587\u6848\u3001\u8c03\u4e2a\u89c6\u89c9\u7ec6\u8282\uff0c\u7acb\u9a6c\u5c31\u53d8\u6210\u4e00\u767e\u4e2a\u7248\u672c\u3002AI\u8ba9\u8fd9\u4e9b\u7248\u672c\u505a\u8d77\u6765\u5f88\u5bb9\u6613\uff0c\u4f46\u7248\u672c\u591a\u4e0d\u4ee3\u8868\u90fd\u503c\u5f97\u6d4b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d20\u6750\u95ee\u8d23\uff0c\u95ee\u4e09\u4e2a\u95ee\u9898\u5c31\u591f\u4e86<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7d20\u6750\u4ea7\u51fa\u7684\u6570\u91cf\u5df2\u7ecf\u8bf4\u660e\u4e0d\u4e86\u4ec0\u4e48\u95ee\u9898\u7684\u65f6\u5019\uff0c\u589e\u957f\u56e2\u961f\u5c31\u5f97\u6362\u4e00\u5957\u6807\u51c6\u6765\u770b\u8868\u73b0\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u628a\u8fd9\u4e8b\u62c6\u6210\u4e86\u4e09\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8fd9\u6761\u7d20\u6750\u5230\u5e95\u201c\u627f\u8bfa\u201d\u4e86\u4ec0\u4e48\uff1f<\/strong><\/li>\n\n\n\n<li><strong>\u5b83\u5438\u5f15\u6765\u7684\u662f\u4ec0\u4e48\u6837\u7684\u4eba\uff1f<\/strong><\/li>\n\n\n\n<li><strong>\u8fd9\u4e9b\u4eba\u7559\u4e0b\u6765\u4e86\u5417\uff1f\u6709\u6ca1\u6709\u4ea7\u751f\u4ef7\u503c\uff1f<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e09\u4e2a\u95ee\u9898\uff0c\u5c31\u628a\u6bcf\u6761\u7d20\u6750\u548c\u5b83\u5e26\u6765\u7684\u7528\u6237\u8d28\u91cf\u76f4\u63a5\u6302\u4e0a\u4e86\u94a9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u89e3\u91ca\u8bf4\uff0c\u8fd9\u79cd\u5bf9\u4e0b\u6e38\u4e8b\u4ef6\u7684\u5173\u6ce8\uff0c\u6b63\u662fBidmatrix\u4f18\u5316\u601d\u8def\u7684\u6838\u5fc3\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u6211\u4eec\u7684\u4f18\u5316\u76ef\u7740\u4e0b\u6e38\u4e8b\u4ef6\u8d70\uff0c\u56e0\u4e3a\u6211\u4eec\u771f\u6b63\u5173\u5fc3\u7684\u662f\u7d20\u6750\u5438\u5f15\u5230\u4eba\u4e4b\u540e\u53d1\u751f\u7684\u4e8b\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6210\u529f\u4e0d\u53ea\u770b\u70b9\u51fb\u6216\u5b89\u88c5\u2014\u2014\u4e00\u6761\u6210\u529f\u7684\u7d20\u6750\uff0c\u5438\u5f15\u6765\u7684\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u8ddf\u7d20\u6750\u201c\u627f\u8bfa\u201d\u5bf9\u5f97\u4e0a\uff0c\u4ed6\u4eec\u4f1a\u6301\u7eed\u4e92\u52a8\u3001\u7559\u4e0b\u6765\u3001\u6216\u8005\u521b\u9020\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u786e\u5b9e\u8ba9\u505a\u5438\u775b\u7684\u94a9\u5b50\u548c\u6293\u773c\u7403\u7684\u6982\u5ff5\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u6709\u7684\u7d20\u6750\u53ef\u80fd\u5728\u6f0f\u6597\u9876\u90e8\u8868\u73b0\u5f88\u597d\uff0c\u53ef\u7d20\u6750\u8ddf\u5b9e\u9645\u4ea7\u54c1\u4f53\u9a8c\u4e4b\u95f4\u5374\u5bf9\u4e0d\u4e0a\u53f7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d20\u6750\u9009\u62e9\u5faa\u73af<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u628a\u8fd9\u5957\u7d20\u6750\u95ee\u8d23\u7684\u903b\u8f91\uff0c\u505a\u6210\u4e86\u4e00\u4e2a\u53ef\u4ee5\u53cd\u590d\u8dd1\u7684\u6d41\u7a0b\uff0c\u4ed6\u7ba1\u5b83\u53eb\u201c\u7d20\u6750\u9009\u62e9\u5faa\u73af\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d41\u7a0b\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\" data-no-translation=\"\" data-no-auto-translation=\"\">Research \u2192 Generate hypotheses \u2192 Filter \u2192 Test \u2192 Validate \u2192 Scale carefully<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u7d20\u6750\u80fd\u4e0d\u80fd\u6d3b\u4e0b\u53bb\uff0c\u5f97\u9760\u6210\u7ee9\u8bf4\u8bdd\u3002\u8fdb\u6765\u7684\u7d20\u6750\u4e0d\u5c11\uff0c\u4f46\u53ea\u6709\u771f\u6b63\u8dd1\u51fa\u4ef7\u503c\u7684\uff0c\u624d\u914d\u62ff\u5230\u66f4\u591a\u9884\u7b97\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e2\u961f\u5148\u7814\u7a76\u7528\u6237\u5728\u4e4e\u4ec0\u4e48\uff0c\u7136\u540e\u628a\u6d1e\u5bdf\u8f6c\u5316\u6210\u51e0\u4e2a\u6e05\u6670\u7684\u5047\u8bbe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u7740\uff0c\u628a\u90a3\u4e9b\u8ba9\u4eba\u770b\u4e0d\u61c2\u7684\u3001\u8ddf\u54c1\u724c\u4e0d\u7b26\u7684\u3001\u4e0d\u76f8\u5e72\u7684\u3001\u6216\u8005\u53ef\u80fd\u8ddf\u4ea7\u54c1\u5bf9\u4e0d\u4e0a\u7684\u60f3\u6cd5\u7b5b\u6389\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5269\u4e0b\u7684\u7d20\u6750\u62ff\u5230\u53d7\u63a7\u7684\u6d4b\u8bd5\u9884\u7b97\u3002\u53ea\u6709\u56e2\u961f\u9a8c\u8bc1\u4e86\u5b83\u7684\u521d\u59cb\u5438\u5f15\u529b\u548c\u4e0b\u6e38\u4ef7\u503c\u4e4b\u540e\uff0c\u624d\u503c\u5f97\u7ed9\u5b83\u52a0\u94b1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u53ef\u4ee5\u5728\u6bcf\u4e2a\u73af\u8282\u5e2e\u4e0a\u5fd9\uff1a\u603b\u7ed3\u7528\u6237\u8bed\u8a00\u3001\u8bc6\u522b\u7ade\u54c1\u89d2\u5ea6\u3001\u63d0\u5047\u8bbe\u3001\u751f\u6210\u53d8\u4f53\u3001\u5206\u6790\u7ed3\u679c\uff0c\u4f46\u5b83\u662f\u6765\u8f85\u52a9\u8fd9\u4e2a\u6d41\u7a0b\u7684\uff0c\u4e0d\u662f\u6765\u66ff\u4ee3\u5b83\u7684\u2014\u2014\u76ee\u6807\u4e0d\u662f\u628a\u6240\u6709\u5224\u65ad\u90fd\u81ea\u52a8\u5316\uff0c\u4e5f\u4e0d\u662f\u641e\u51fa\u4e00\u4e2a\u53f2\u4e0a\u6700\u5927\u7684\u7d20\u6750\u5e93\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"AI\u5e94\u8be5\u662f\u7528\u6765\u5f3a\u5316\u8fd9\u4e2a\u5faa\u73af\u7684\u2026\u2026\u76ee\u7684\u662f\u66f4\u5feb\u5730\u4ece\u5e02\u573a\u91cc\u5b66\u5230\u4e1c\u897f\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e3a\u4ec0\u4e48\u6d4b\u8bd5\u8fd8\u5f97\u4eba\u6765\u4e3b\u5bfc\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5728\u7814\u7a76\u3001\u6784\u601d\u3001\u751f\u4ea7\u548c\u7d20\u6750\u5206\u6790\u4e0a\u90fd\u633a\u597d\u7528\u7684\u3002\u4f46\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u8fd9\u4e00\u6b65\uff0c\u8fd8\u662f\u5f97\u4eba\u6765\u76ef\u3001\u4eba\u6765\u8d1f\u8d23\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u73af\u8282\u7275\u626f\u5230\u771f\u91d1\u767d\u94f6\u7684\u9884\u7b97\uff0c\u800c\u4e14\u6570\u636e\u6709\u9650\uff0c\u63a8\u65ad\u51fa\u6765\u7684\u7ed3\u8bba\uff0c\u80cc\u540e\u5f97\u6709\u4eba\u6491\u7740\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Mark\u662f\u8fd9\u4e48\u8bf4\u7684\uff1a\"\u4eba\u7684\u4f5c\u7528\u5728\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u9636\u6bb5\u6700\u5173\u952e\uff0c\u56e0\u4e3a\u8fd9\u91cc\u6d89\u53ca\u73b0\u5b9e\u9884\u7b97\u548c\u771f\u5b9e\u7684\u51b3\u7b56\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6a21\u578b\u53ef\u4ee5\u603b\u7ed3\u65e9\u671f\u8868\u73b0\u6570\u636e\u3001\u627e\u89c4\u5f8b\u3001\u63d0\u7d20\u6750\u65b9\u5411\uff0c\u4f46\u6295\u653e\u7684\u8bbe\u7f6e\u5bf9\u4e0d\u5bf9\u3001\u8fd9\u6761\u8ba1\u5212\u503c\u4e0d\u503c\u5f97\u62ff\u66f4\u591a\u8d44\u6e90\uff0c\u8fd8\u662f\u5f97\u4eba\u6765\u5ba1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u786e\u4fdd\u94a9\u5b50\u548c\u4ea7\u54c1\u5bf9\u5f97\u4e0a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5728\u751f\u6210\u90a3\u79cd\u8ba9\u4eba\u5237\u5230\u5c31\u60f3\u505c\u4e0b\u6765\u770b\u7684\u5f00\u573a\u94a9\u5b50\uff0c\u786e\u5b9e\u5f88\u6709\u4e00\u5957\u3002\u4f46\u94a9\u5b50\u627f\u8bfa\u7684\u4e1c\u897f\uff0c\u8ddf\u4ea7\u54c1\u5b9e\u9645\u80fd\u4e0d\u80fd\u5151\u73b0\uff0c\u8fd8\u662f\u5f97\u4eba\u6765\u628a\u5173\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u7d20\u6750\u5f97\u5c55\u793a\u771f\u5b9e\u7684\u4ea7\u54c1\u4f53\u9a8c\u6216\u8005\u539f\u6c41\u539f\u5473\u7684\u73a9\u6cd5\u3002\u4e0d\u7136\u7684\u8bdd\uff0c\u56e2\u961f\u5f88\u53ef\u80fd\u628a\u6709\u8bef\u5bfc\u6027\u7684\"\u8d62\u5bb6\"\u7ed9\u653e\u5927\u4e86\u2014\u2014\u6bd4\u5982\u90a3\u4e9b\u70b9\u51fb\u7387\u5f88\u9ad8\u3001\u4f46\u62c9\u6765\u7684\u7528\u6237\u5f88\u5feb\u5c31\u6d41\u5931\u3001\u628a\u6574\u4f53\u5355\u4f4d\u7ecf\u6d4e\u6a21\u578b\u62d6\u57ae\u7684\u7d20\u6750\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9009\u4ec0\u4e48\u6837\u7684\u60c5\u611f\u627f\u8bfa\u9002\u5408\u4ea7\u54c1\uff0c\u4eba\u7684\u5224\u65ad\u4e5f\u5f88\u5173\u952e\u3002AI\u5f53\u7136\u53ef\u4ee5\u7ed9\u4f60\u5efa\u8bae\uff1a\u7f13\u89e3\u7126\u8651\u3001\u5efa\u7acb\u4fe1\u5fc3\u3001\u5236\u9020\u7d27\u8feb\u611f\u3001\u638c\u63a7\u611f\u2026\u2026\u4f46\u8fd9\u4e9b\u60c5\u7eea\u57fa\u8c03\u5f97\u8ddf\u5e94\u7528\u5b9e\u9645\u80fd\u7ed9\u5230\u7684\u4f53\u9a8c\u5bf9\u4e0a\u624d\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0d\u662f\u8bf4\u6240\u6709\u51b3\u7b56\u90fd\u5f97\u6c38\u8fdc\u624b\u52a8\u3002\u81ea\u52a8\u5316\u53ef\u4ee5\u5728\u89c4\u5219\u5b9a\u597d\u4e4b\u540e\u518d\u5f15\u5165\u2014\u2014\u4e5f\u5c31\u662f\u8bf4\uff0c\u56e2\u961f\u5148\u628a\u8be5\u68c0\u67e5\u4ec0\u4e48\u3001\u7528\u4ec0\u4e48\u6570\u636e\u3001\u6309\u4ec0\u4e48\u89c4\u5219\u51b3\u7b56\u90fd\u5b9a\u4e49\u6e05\u695a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e3a\u4ec0\u4e48\u5728AI\u7d20\u6750\u6d4b\u8bd5\u91cc\uff0c\u8861\u91cf\u53cd\u800c\u66f4\u91cd\u8981\u4e86<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u628a\u7d20\u6750\u4ea7\u80fd\u62c9\u4e0a\u53bb\u4e4b\u540e\uff0c\u56e2\u961f\u66f4\u5bb9\u6613\u628a\u6f0f\u6597\u9876\u7aef\u7684\u5173\u6ce8\u5ea6\u548c\u957f\u671f\u5546\u4e1a\u4ef7\u503c\u641e\u6df7\u4e86\u3002\u6240\u4ee5\u8861\u91cf\u4e0d\u662f\u4e0d\u91cd\u8981\u4e86\uff0c\u800c\u662f\u66f4\u91cd\u8981\u4e86\u3002\u8981\u51c6\u786e\u8bc4\u4f30\u7d20\u6750\uff0c\u589e\u957f\u56e2\u961f\u5f97\u628a\u4e24\u5c42\u8868\u73b0\u6570\u636e\u5206\u5f00\u770b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7d20\u6750\u5438\u5f15\u529b<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CTR\u548cIPM\u544a\u8bc9\u4f60\u7d20\u6750\u6709\u6ca1\u6709\u5438\u5f15\u5230\u6ce8\u610f\u3001\u6709\u6ca1\u6709\u5e26\u6765\u5b89\u88c5\u3002\u8fd9\u51e0\u4e2a\u6307\u6807\u80fd\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u94a9\u5b50\u6709\u6ca1\u6709\u8ba9\u4eba\u505c\u4e0b\u6765\uff1f<\/li>\n\n\n\n<li>\u7528\u6237\u70b9\u4e86\u5417\uff1f<\/li>\n\n\n\n<li>\u7d20\u6750\u8f6c\u5316\u5b89\u88c5\u6548\u7387\u9ad8\u4e0d\u9ad8\uff1f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7528\u6237\u8d28\u91cf<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7559\u5b58\u7387\u3001\u5173\u952e\u5e94\u7528\u5185\u4e8b\u4ef6\u3001ROAS\u548cLTV\u544a\u8bc9\u4f60\u8fd9\u4e9b\u7528\u6237\u6709\u6ca1\u6709\u7559\u4e0b\u3001\u6709\u6ca1\u6709\u521b\u9020\u7ecf\u6d4e\u4ef7\u503c\u3002\u8fd9\u4e9b\u6307\u6807\u80fd\u56de\u7b54\u7684\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u6237\u8ddf\u4ea7\u54c1\u4e92\u52a8\u4e86\u5417\uff1f<\/li>\n\n\n\n<li>\u4ed6\u4eec\u4e8c\u6b21\u6253\u5f00\u4e86\u5417\uff1f<\/li>\n\n\n\n<li>\u4ed6\u4eec\u505a\u4e86\u6709\u4ef7\u503c\u7684\u52a8\u4f5c\u5417\uff1f<\/li>\n\n\n\n<li>\u8fd9\u6761\u6295\u653e\u6709\u5546\u4e1a\u610f\u4e49\u5417\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Mark\u628a\u8fd9\u4e9b\u6307\u6807\u5206\u6210\u4e09\u7ec4\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"CTR\u548cIPM\u544a\u8bc9\u6211\u4eec\u7d20\u6750\u6709\u6ca1\u6709\u5438\u5f15\u5230\u6ce8\u610f\u3001\u5e26\u6765\u5b89\u88c5\uff1b\u7559\u5b58\u7387\u544a\u8bc9\u6211\u4eec\u7528\u6237\u5bf9\u5e94\u7528\u672c\u8eab\u611f\u4e0d\u611f\u5174\u8da3\uff1bROAS\u548cLTV\u544a\u8bc9\u6211\u4eec\u8fd9\u6761\u6295\u653e\u6709\u6ca1\u6709\u5546\u4e1a\u610f\u4e49\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ebb\u70e6\u7684\u662f\uff0c\u5438\u5f15\u529b\u6307\u6807\u603b\u662f\u5148\u51fa\u6765\uff0c\u800c\u4e0b\u6e38\u7684\u7528\u6237\u8d28\u91cf\u5f97\u8fc7\u51e0\u5929\u751a\u81f3\u51e0\u5468\u624d\u80fd\u770b\u5230\uff1b\u8fd9\u4e2a\u65f6\u95f4\u5dee\u4f1a\u8ba9\u65e9\u671f\u7684\u8d62\u5bb6\u770b\u8d77\u6765\u6bd4\u5b9e\u9645\u66f4\u6709\u8bf4\u670d\u529b\uff0c\u4e00\u4e0d\u5c0f\u5fc3\u5c31\u505a\u51fa\u4e86\u4ee3\u4ef7\u5f88\u5927\u7684\u653e\u91cf\u51b3\u7b56\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u6700\u5371\u9669\u7684\u7d20\u6750\uff0c\u5c31\u662f\u90a3\u4e9b\u770b\u8d77\u6765\u8d62\u5f97\u592a\u65e9\u7684\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u80fd\u5feb\u901f\u751f\u6210\u5404\u79cd\u620f\u5267\u6027\u7684\u3001\u6293\u773c\u7403\u7684\u94a9\u5b50\uff0c\u4f46\u4e5f\u5bb9\u6613\u505a\u51fa\u90a3\u79cd\u70b9\u51fb\u4fbf\u5b9c\u3001\u4f46\u7528\u6237\u88c5\u5b8c\u5c31\u8dd1\u7684\u7d20\u6750\u3002\u56e2\u961f\u4ea7\u51fa\u548c\u6d4b\u8bd5\u53d8\u4f53\u7684\u901f\u5ea6\u8d8a\u5feb\uff0c\u5728\u653e\u91cf\u4e4b\u524d\u5c31\u8d8a\u8981\u4e25\u683c\u628a\u5173\u2014\u2014\u65e2\u8981\u770b\u5438\u5f15\u529b\uff0c\u4e5f\u8981\u770b\u7528\u6237\u8d28\u91cf\u3002Mark\u7684\u539f\u8bdd\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\"\u7d20\u6750\u5f97\u8fc7\u4e86\u8fd9\u4e24\u9053\u5173\uff0c\u624d\u80fd\u62ff\u5230\u5927\u9884\u7b97\u3002\"<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u51b3\u7b56\u5f15\u5bfcAI\u7d20\u6750\u6d4b\u8bd5<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u5f0fAI\u786e\u5b9e\u8ba9\u589e\u957f\u56e2\u961f\u80fd\u505a\u7684\u7d20\u6750\u53d8\u591a\u4e86<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5b83\u6ca1\u6709\u89e3\u51b3\u5bf9\u6e05\u6670\u5047\u8bbe\u3001\u53d7\u63a7\u6d4b\u8bd5\u3001\u53ef\u9760\u8861\u91cf\u548c\u6709\u4eba\u62cd\u677f\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u6bcf\u4e2a\u56e2\u961f\u90fd\u80fd\u4ea7\u51fa\u66f4\u591a\u7d20\u6750\u7684\u65f6\u5019\uff0c\u771f\u6b63\u7684\u4f18\u52bf\u5728\u4e8e\uff1a\u4f60\u77e5\u9053\u4ec0\u4e48\u503c\u5f97\u6d4b\u3001\u4ec0\u4e48\u503c\u5f97\u7838\u94b1\u3001\u4ec0\u4e48\u53ef\u4ee5\u7528\u6765\u6307\u5bfc\u4e0b\u4e00\u8f6e\u7d20\u6750\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>Generative AI has changed how quickly growth teams can produce mobile ad creatives. New hooks, voiceovers, visuals, and full ad variations can now be created in minutes rather than days or weeks. Still, producing more creatives does not automatically lead to stronger performance. Despite the advances in AI, every variation requires testing, time, budget, and&#8230;<\/p>","protected":false},"author":26,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[90],"tags":[],"class_list":["post-18484","post","type-post","status-publish","format-standard","hentry","category-podcast"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Creative Testing Debt: More Ads, Harder Decisions | Tenjin<\/title>\n<meta name=\"description\" content=\"Generative AI makes ad production faster, but testing remains difficult. Learn how testing debt, measurement, and human judgment shape AI creative testing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/tenjin.com\/zh\/blog\/ai-creative-testing-more-ads-harder-decisions\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Creative Testing Debt: More Ads, Harder Decisions\" \/>\n<meta property=\"og:description\" content=\"Generative AI makes ad production faster, but testing remains difficult. 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