{"id":48352,"date":"2025-10-08T11:27:18","date_gmt":"2025-10-08T09:27:18","guid":{"rendered":"https:\/\/www.investglass.com\/?p=48352"},"modified":"2025-10-06T11:33:35","modified_gmt":"2025-10-06T09:33:35","slug":"%d0%bf%d0%be%d1%87%d0%b5%d0%bc%d1%83-ai-%d1%82%d0%b5%d1%80%d0%bf%d1%8f%d1%82-%d0%bd%d0%b5%d1%83%d0%b4%d0%b0%d1%87%d1%83-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%bd%d1%8b%d0%b5-%d0%bf%d1%80%d0%b8%d1%87","status":"publish","type":"post","link":"https:\/\/www.investglass.com\/ru\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/","title":{"rendered":"\u041f\u043e\u0447\u0435\u043c\u0443 \u0418\u0418 \u0442\u0435\u0440\u043f\u0438\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443: \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. Despite record investments, nearly all AI projects stall before reaching real impact. Why do so many fail and what separates the few success stories from the rest? This article explores the \u201cGenAI Divide\u201d and shares strategies to help organisations cross it. Here let&#8217;s summarise it 15 points out from this super <a href=\"https:\/\/nanda.media.mit.edu\/\">\u0434\u043e\u043a\u043b\u0430\u0434 \u0438\u0437 \u041c\u0418\u0422 \u041d\u0410\u041d\u0414\u0410<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435: \u041f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b \u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0418\u0418<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a class=\"wpil_keyword_link\" href=\"https:\/\/www.investglass.com\/ru\/%d1%81%d1%80%d0%b5%d0%b4%d1%81%d1%82%d0%b2%d0%b0-%d0%b0%d0%b2%d1%82%d0%be%d0%bc%d0%b0%d1%82%d0%b8%d0%b7%d0%b0%d1%86%d0%b8%d0%b8\/\" target=\"_blank\" rel=\"noopener\" title=\"\u0418\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\" data-wpil-keyword-link=\"linked\" data-wpil-monitor-id=\"5507\">\u0418\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442<\/a> (\u0418\u0418) \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0430\u043c\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u043e\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439 XXI \u0432\u0435\u043a\u0430. \u0421 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430, \u0430 \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0418, \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e\u0441\u043f\u0435\u0448\u0438\u043b\u0438 \u0432\u043d\u0435\u0434\u0440\u0438\u0442\u044c \u044d\u0442\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b. \u041e\u0434\u043d\u0430\u043a\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u0430\u0442\u044c \u0440\u0430\u0437\u043d\u0438\u0446\u0435\u0439 \u043c\u0435\u0436\u0434\u0443 \u0443\u0441\u043f\u0435\u0445\u043e\u043c \u0438 \u043d\u0435\u0443\u0434\u0430\u0447\u0435\u0439 \u0432 \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u0438 \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438. \u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u044b, \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0432 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418, \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 \u043d\u0435 \u0432\u0438\u0434\u044f\u0442 \u043e\u0449\u0443\u0442\u0438\u043c\u043e\u0439 \u043e\u0442\u0434\u0430\u0447\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0435\u0434\u0430\u0432\u043d\u044f\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0430, \u0447\u0442\u043e 95% \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 \u043e\u0442\u043c\u0435\u0447\u0430\u044e\u0442 \u043d\u0435\u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0438\u043b\u0438 \u043d\u0443\u043b\u0435\u0432\u0443\u044e \u043e\u0442\u0434\u0430\u0447\u0443 \u043e\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0418, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0448\u0438\u0440\u043e\u043a\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u0443\u044e \u0448\u0443\u043c\u0438\u0445\u0443 \u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0440\u044b\u0432 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\u043c \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u0439 \u0432 \u0441\u0430\u043c\u043e\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0430 \u0441\u043a\u043e\u0440\u0435\u0435 \u0442\u0435\u043c, \u043a\u0430\u043a \u043e\u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u043d\u0435\u0443\u0434\u0430\u0447 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0418\u0418, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u201c\u0440\u0430\u0437\u0440\u044b\u0432\u0430 GenAI\u201d \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u043c\u043e\u0447\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u043c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044c \u0438\u0441\u0442\u0438\u043d\u043d\u044b\u0439 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0418\u0418.<\/p>\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<div class=\"geodir-embed-container\"><iframe loading=\"lazy\" title=\"\u041f\u043e\u0447\u0435\u043c\u0443 95% \u043f\u0438\u043b\u043e\u0442\u043e\u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0418 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0445 \u0442\u0435\u0440\u043f\u044f\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ykvwFDWPmhk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u044b \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0418\u0418<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0418, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a ChatGPT, Midjourney \u0438\u043b\u0438 Copilot, \u0443\u0436\u0435 \u0441\u0442\u0430\u043b\u0438 \u043d\u0430\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438. \u041c\u0438\u043b\u043b\u0438\u043e\u043d\u044b \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u043e\u0432 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443 \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0438\u0440\u0443\u044e\u0442 \u0441 \u043d\u0438\u043c\u0438. \u0412 \u0442\u0430\u043a\u0438\u0445 \u043e\u0442\u0440\u0430\u0441\u043b\u044f\u0445, \u043a\u0430\u043a \u0431\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u043e\u0435 \u0434\u0435\u043b\u043e, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438 \u0440\u043e\u0437\u043d\u0438\u0447\u043d\u0430\u044f \u0442\u043e\u0440\u0433\u043e\u0432\u043b\u044f, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f. \u041e\u0434\u043d\u0430\u043a\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 - \u044d\u0442\u043e \u043d\u0435 \u0442\u043e \u0436\u0435 \u0441\u0430\u043c\u043e\u0435, \u0447\u0442\u043e \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While pilots are easy to launch, turning them into production-ready, value-generating systems is far harder. Many organisations get stuck in pilot purgatory running multiple AI experiments without ever scaling them into business-critical processes.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u041e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f GenAI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The \u201cGenAI Divide\u201d refers to the gap between AI adoption and AI transformation. On one side are organisations that treat AI as a shiny experiment, running disconnected pilots that fail to influence core workflows. On the other are the few roughly 5% who successfully integrate adaptive, learning-capable systems that transform operations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d\u043e \u0441 \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u043a \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043c. \u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043a\u0430\u0436\u0434\u0430\u044f \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043c\u043e\u0449\u043d\u044b\u043c \u043c\u043e\u0434\u0435\u043b\u044f\u043c. \u0420\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0435 \u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0420\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u043d\u0435\u0443\u0434\u0430\u0447 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0418\u0418<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u0442\u0435\u0440\u043f\u044f\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443? \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0438\u0445\u0441\u044f \u0442\u0435\u043c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0447\u0435\u0442\u043a\u0438\u0445 \u0446\u0435\u043b\u0435\u0439: \u041c\u043d\u043e\u0433\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u0431\u0438\u0437\u043d\u0435\u0441-\u0446\u0435\u043b\u0435\u0439.<\/li>\n\n\n\n<li>\u041d\u0435\u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u044b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f: \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u043a\u0440\u0430\u0442\u043a\u043e\u0441\u0440\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0418\u0418.<\/li>\n\n\n\n<li>\u041d\u0438\u0437\u043a\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445: \u041d\u0438\u0437\u043a\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u0418\u0418 \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043d\u0435\u043e\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0438\u043b\u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u0442 \u043a \u043f\u0440\u043e\u0432\u0430\u043b\u0443 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u043a\u043e\u0433\u0434\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u0443\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0435\u043e\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0445, \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u0445 \u0438\u043b\u0438 \u043d\u0435\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/li>\n\n\n\n<li>\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438: \u041f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e, \u043d\u043e \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u0436\u0438\u0432\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b.<\/li>\n\n\n\n<li>\u041a\u0443\u043b\u044c\u0442\u0443\u0440\u043d\u043e\u0435 \u0441\u043e\u043f\u0440\u043e\u0442\u0438\u0432\u043b\u0435\u043d\u0438\u0435: \u0421\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0438 \u0447\u0430\u0441\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043d\u0435 \u0434\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0418\u0418.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f MIT \u0438 McKinsey \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0434\u043e 80% \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0434\u043e\u0445\u043e\u0434\u044f\u0442 \u0434\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0447\u0442\u043e \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u043b\u0430\u0432\u043d\u044b\u043c \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0430\u043c\u0431\u0438\u0446\u0438\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u0420\u043e\u043b\u044c \u0434\u0430\u043d\u043d\u044b\u0445: \u041c\u0443\u0441\u043e\u0440 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u043c\u0443\u0441\u043e\u0440 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u0418 \u0445\u043e\u0440\u043e\u0448 \u043b\u0438\u0448\u044c \u043d\u0430\u0441\u0442\u043e\u043b\u044c\u043a\u043e, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0445\u043e\u0440\u043e\u0448\u0438 \u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u043c\u044b\u0435 \u0438\u043c \u0434\u0430\u043d\u043d\u044b\u0435. \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435, \u0445\u043e\u0440\u043e\u0448\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 - \u0437\u0430\u043b\u043e\u0433 \u0443\u0441\u043f\u0435\u0445\u0430, \u043e\u0434\u043d\u0430\u043a\u043e \u043c\u043d\u043e\u0433\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0435\u0434\u043e\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u044d\u0442\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u043b\u043e\u0445\u043e \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u043e\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u044f \u0432 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0432\u044b\u0431\u043e\u0440\u043a\u0430\u0445 \u0447\u0430\u0441\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043a\u0440\u0430\u0445\u0443 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418. \u041d\u0435\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 - \u043e\u0434\u043d\u0430 \u0438\u0437 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d \u043d\u0435\u0443\u0434\u0430\u0447 \u0418\u0418 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u0445.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Strong data management practices covering collection, governance, cleansing, and labelling are not optional extras. Without them, AI projects collapse under the weight of bad inputs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u041f\u0438\u043b\u043e\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u044e\u0442\u0441\u044f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0418\u0418 \u0441\u043e\u0431\u043b\u0430\u0437\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u0442\u0435\u043c, \u0447\u0442\u043e \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u0441\u0442\u0440\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0438 \u043b\u0435\u0433\u043a\u043e \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c. \u041d\u043e \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0431\u0435\u0437 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0431\u0440\u0435\u0447\u0435\u043d\u044b. \u041c\u043d\u043e\u0433\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0438 \u043f\u0440\u0430\u0437\u0434\u043d\u0443\u044e\u0442 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u044e \u043f\u0440\u043e\u0431\u043d\u044b\u0445 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044f\u0442 \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0442\u0430\u043a\u0438\u043c: <em>\u201c\u041a\u0430\u043a \u044d\u0442\u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 \u0431\u0443\u0434\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d \u0432 \u043d\u0430\u0448\u0438 \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 KPI?\u201d<\/em> \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u043d\u0435\u044f\u0441\u0435\u043d, \u043f\u0440\u043e\u0435\u043a\u0442 \u0443\u0436\u0435 \u043e\u0431\u0440\u0435\u0447\u0435\u043d \u043d\u0430 \u043f\u0440\u043e\u0432\u0430\u043b. \u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u041d\u0435\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u0447\u0430\u0441\u0442\u043e \u043f\u0440\u0435\u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0448\u0443\u043c\u0438\u0445\u0443, \u0430 \u043d\u0435 \u0440\u0435\u0448\u0430\u044e\u0442 \u043d\u0430\u0441\u0443\u0449\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, 50% \u0431\u044e\u0434\u0436\u0435\u0442\u0430 \u043d\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0418\u0418 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0434\u0430\u0436\u0438 \u0438 <a class=\"wpil_keyword_link\" href=\"https:\/\/www.investglass.com\/ru\/%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%8b%d0%b5-%d0%b8%d0%bd%d1%81%d1%82%d1%80%d1%83%d0%bc%d0%b5%d0%bd%d1%82%d1%8b\/\" target=\"_blank\" rel=\"noopener\" title=\"\u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\" data-wpil-keyword-link=\"linked\" data-wpil-monitor-id=\"5508\">\u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433<\/a> \u043f\u0440\u043e\u0435\u043a\u0442\u044b, \u0432 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043e\u043d\u0438 \u0434\u0430\u044e\u0442 \u0432\u0438\u0434\u0438\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0422\u0435\u043c \u043d\u0435 \u043c\u0435\u043d\u0435\u0435, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u044d\u043a-\u043e\u0444\u0438\u0441\u0430 \u0447\u0430\u0441\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0440\u0435\u043d\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0439.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Successful projects start with real pain points processes where automation, prediction, or insight can dramatically improve efficiency or customer experience. Identifying the actual use case guides the selection of the most effective solution, ensuring that the chosen approach truly addresses the underlying business problem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">8. \u0421\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0418\u0418: \u041d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430, \u0430 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u0442\u0432\u043e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043e\u043f\u0440\u0435\u043a\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u043c \u043e\u043f\u0430\u0441\u0435\u043d\u0438\u044f\u043c, \u0418\u0418 \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0437\u0430\u043c\u0435\u043d\u044f\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u041d\u0430\u043f\u0440\u043e\u0442\u0438\u0432, \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \"\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435\", \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0418\u0418 \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432, \u043e\u0442\u043c\u0435\u0447\u0430\u044f \u043f\u0440\u043e\u0441\u0442\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0430\u0433\u0435\u043d\u0442\u0430\u043c. \u0422\u0430\u043a\u0430\u044f \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u043e\u0441\u043e\u0431\u0441\u0442\u0432\u0443\u0435\u0442 \u0443\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044e \u0434\u043e\u0432\u0435\u0440\u0438\u044f, \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u044e \u0440\u0438\u0441\u043a\u043e\u0432 \u0438 \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044e \u043b\u0443\u0447\u0448\u0438\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432, \u0447\u0435\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0418\u0418 \u0438\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u043b\u044e\u0434\u0435\u0439. \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0431\u0443\u0434\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0418\u0418, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u044d\u0442\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0438 \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u0422\u0435\u043d\u0435\u0432\u0430\u044f \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430 \u0418\u0418<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">One striking trend is the rise of shadow AI employees using generative tools unofficially to boost productivity. Whether writing reports, summarising meetings, or automating spreadsheets, these personal AI hacks often deliver better ROI than formal initiatives. Often, it is the choice of the right tool for the task that drives these unofficial successes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e \u0447\u0442\u043e\u0431\u044b \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043d\u0430\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0442\u0435\u043d\u0435\u0432\u043e\u0439 \u0418\u0418, \u0434\u0430\u043b\u044c\u043d\u043e\u0432\u0438\u0434\u043d\u044b\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0437\u0443\u0447\u0430\u044e\u0442 \u0435\u0433\u043e \u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u044e\u0442 \u0438\u0437 \u043d\u0435\u0433\u043e \u0443\u0440\u043e\u043a\u0438. \u041c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0433\u0443\u0442 \u0441\u043b\u0443\u0436\u0438\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u043e\u0439 \u0434\u043b\u044f \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438, \u043f\u043e\u043c\u043e\u0433\u0430\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u043f\u043e\u043d\u044f\u0442\u044c, \u0433\u0434\u0435 \u0418\u0418 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u0438\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u0443.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u0412\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Generic, static models quickly reach their limits. Learning-capable systems that adapt to feedback and context are the future. Without adaptability, AI becomes brittle useful in a demo, but useless in complex, changing workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Startups crossing the GenAI Divide tend to build narrow but highly adaptive systems. They prioritise domain fluency deep knowledge of a specific industry or process over broad general-purpose capability. These adaptive systems are treated as living products: dynamic, operational entities that are continuously monitored, versioned, and improved through real-time feedback and human oversight, ensuring ongoing business impact and seamless integration into enterprise workflows.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">11. \u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The critical factor that separates your successful AI initiatives from total failures? Deep, practical understanding of AI models and solutions. In your rush to adopt artificial intelligence, you&#8217;re overlooking the complexities that drive effective AI projects. This oversight is your leading cause of AI project failure you&#8217;re underestimating the importance of high quality data, robust training data, and the nuances of machine learning models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In today&#8217;s business world, your AI pilots fail to deliver measurable return. This &#8220;GenAI Divide&#8221; isn&#8217;t just about your access to the latest AI tools or recent software updates it&#8217;s about whether you truly grasp how AI systems work, what their limitations are, and how to align them with your real business needs. Your inflated expectations, driven by hype, lead you to invest in AI features that look impressive in demos but fall short in production, especially when you ignore edge cases and integration challenges.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u0443\u043a\u0430 \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043e\u043f\u044b\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u043f\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044e \u0434\u0430\u043d\u043d\u044b\u0445 \u043b\u0435\u0436\u0430\u0442 \u0432 \u043e\u0441\u043d\u043e\u0432\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0418\u0418, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u0438\u043d\u0435\u0441\u0435\u0442 \u0432\u0430\u043c \u0443\u0441\u043f\u0435\u0445. \u042d\u0442\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u044e\u0442, \u0447\u0442\u043e \u0432\u0430\u0448\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0418\u0418 \u043e\u0431\u0443\u0447\u0435\u043d\u044b \u043d\u0430 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u044b \u0442\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u0438 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043a \u043d\u043e\u0432\u044b\u043c \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u043c. \u0411\u0435\u0437 \u044d\u0442\u043e\u0439 \u043e\u0441\u043d\u043e\u0432\u044b \u0434\u0430\u0436\u0435 \u0441\u0430\u043c\u044b\u0435 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0418\u0418 \u0434\u0430\u0434\u0443\u0442 \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u0442 \u043a \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u043e\u0442\u0434\u0430\u0447\u0435 \u0438 \u043d\u0430\u043f\u0440\u0430\u0441\u043d\u044b\u043c \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u044f\u043c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The MIT study and resources like the AI incident database highlight your recurring theme: your AI projects fail most often due to poor understanding of underlying models, insufficient testing, and lack of focus on solving real problems. For your mid market firms and large enterprises alike, the lesson is clear your success depends on more than just deploying AI tools. You need commitment to understanding how these tools function, how they integrate with your existing systems, and how you can adapt them to deliver real value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u044d\u0442\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043d\u044b\u043c, \u043b\u0443\u0447\u0448\u0435 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u044b \u043a \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u043d\u0438\u044e \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u0430\u043c\u0438 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418. \u0412\u044b \u043e\u0441\u043e\u0437\u043d\u0430\u0435\u0442\u0435 \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438, \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0441\u043b\u0443\u0447\u0430\u0439 \u043d\u0435\u043f\u0440\u0435\u0434\u0432\u0438\u0434\u0435\u043d\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439 \u0438 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0418\u0418 \u043f\u043e \u043c\u0435\u0440\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u0431\u0438\u0437\u043d\u0435\u0441\u0430. \u0422\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043d\u0435\u0443\u0434\u0430\u0447\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0418\u0418, \u043d\u043e \u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0430\u0447\u0443 \u043e\u0442 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0439, \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u044f \u0418\u0418 \u0438\u0437 \u0446\u0435\u043d\u0442\u0440\u0430 \u0437\u0430\u0442\u0440\u0430\u0442 \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 \u0434\u0440\u0430\u0439\u0432\u0435\u0440 \u0440\u043e\u0441\u0442\u0430 \u0431\u0438\u0437\u043d\u0435\u0441\u0430.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In a landscape where you&#8217;re investing millions in AI initiatives, and where the line between your success and failure is razor-thin, your ability to understand and control AI models and solutions is paramount. Your teams and leaders who focus on this understanding rather than simply relying on hype or the latest technology are far more likely to deliver projects that succeed at scale, provide measurable return, and solve your real business problems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u043a\u043e\u043d\u0435\u0446, \u043e\u0447\u0435\u043d\u044c \u0432\u0430\u0436\u043d\u043e \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u043d\u0430 \u0441\u0432\u043e\u0438\u0445 \u043f\u0440\u043e\u0448\u043b\u044b\u0445 \u043e\u0448\u0438\u0431\u043a\u0430\u0445. \u0411\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0430\u0445 \u0418\u0418 \u0434\u0430\u0435\u0442 \u0432\u0430\u043c \u0446\u0435\u043d\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u0442\u043e\u043c, \u0433\u0434\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0418\u0418 \u0442\u0435\u0440\u043f\u044f\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044f \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432\u044b \u0441\u0434\u0435\u043b\u0430\u0435\u0442\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a\u0440\u0430\u0435\u0443\u0433\u043e\u043b\u044c\u043d\u044b\u043c \u043a\u0430\u043c\u043d\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0439 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0442\u044c \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 GenAI \u0438 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0434\u043e\u043b\u0433\u043e\u0441\u0440\u043e\u0447\u043d\u0443\u044e \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0449\u0443\u044e \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0432\u0430\u0448\u0438\u0445 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0439 \u0432 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">11. \u0423\u0440\u043e\u043a\u0438 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0445 \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u0435\u0439<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0446\u0432\u0435\u0442\u0430\u044e\u0449\u0438\u0435 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0442 \u043f\u043e \u043e\u0434\u043d\u043e\u0439 \u043e\u0431\u0449\u0435\u0439 \u0441\u0445\u0435\u043c\u0435:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041e\u043d\u0438 \u0441\u043e\u0437\u0434\u0430\u044e\u0442 \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0441\u0442\u0432\u0443\u044e\u0442\u0441\u044f \u0441 \u0442\u0435\u0447\u0435\u043d\u0438\u0435\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/li>\n\n\n\n<li>\u041e\u043d\u0438 \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u0430\u0447\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0432\u0430\u0436\u043d\u044b\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043d\u0430 \u0440\u0430\u0437\u0440\u043e\u0441\u0448\u0438\u0445\u0441\u044f \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0439.<\/li>\n\n\n\n<li>\u041e\u043d\u0438 \u0443\u0434\u0435\u043b\u044f\u044e\u0442 \u043f\u0435\u0440\u0432\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0432\u043d\u0435\u0434\u0440\u044f\u044f \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0432 \u043f\u043e\u0432\u0441\u0435\u0434\u043d\u0435\u0432\u043d\u044b\u0435 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442\u0438\u0440\u0443\u0435\u0442 \u0441 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u043c\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u043e\u0437\u0434\u0430\u044e\u0442 \u044f\u0440\u043a\u0438\u0435 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u0438, \u043d\u0435 \u0432\u043d\u0435\u0434\u0440\u044f\u044f \u0438\u0445 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0438.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">12. \u0423\u0440\u043e\u043a\u0438 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0445 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u0435\u043b\u0435\u0439<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u0435\u043b\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u0437\u0430\u043a\u0443\u043f\u043a\u0430\u043c \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0418\u0418 \u0441\u043a\u043e\u0440\u0435\u0435 \u043a\u0430\u043a \u043a \u0430\u0443\u0442\u0441\u043e\u0440\u0441\u0438\u043d\u0433\u0443 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (BPO), \u0447\u0435\u043c \u043a\u0430\u043a \u043a \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044e \u043a\u0430\u043a \u0443\u0441\u043b\u0443\u0433\u0435 (SaaS). \u041e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u0438\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438.<\/li>\n\n\n\n<li>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u0445, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430\u0445.<\/li>\n\n\n\n<li>\u041f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u0442\u0432\u043e \u0441 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u0430\u043c\u0438 \u0434\u043b\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0430\u043a\u043e\u0435 \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0418\u0418 \u0438\u0437 \u201c\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0435\u201d \u0432 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u0442\u0432\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0432\u044b \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u0435\u0442\u0435.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">13. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0440\u0443\u0431\u0435\u0436: \u0410\u0433\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0430\u0443\u0442\u0438\u043d\u0430<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Looking ahead, AI is moving towards an agentic web a network of autonomous systems that communicate and coordinate tasks without constant human intervention. These changes are already happening in some industries, where autonomous systems are being integrated into workflows and transforming how work is organized. Emerging protocols such as MCP (Model Context Protocol) and A2A (Agent-to-Agent) are paving the way.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u044d\u0442\u043e\u043c \u0431\u0443\u0434\u0443\u0449\u0435\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0431\u0443\u0434\u0443\u0442 \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442 \u0438\u043b\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u043e\u043d\u0438 \u0431\u0443\u0434\u0443\u0442 \u0437\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u0442\u044c, \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c, \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u044f\u0441\u044c \u043a \u0440\u0430\u0431\u043e\u0447\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c \u043f\u0440\u0438 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0433\u043e\u0442\u043e\u0432\u044f\u0442\u0441\u044f \u043a \u044d\u0442\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 \u0443\u0436\u0435 \u0441\u0435\u0439\u0447\u0430\u0441, \u0431\u0443\u0434\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0432\u0441\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0432\u044b\u0433\u043e\u0434.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">14. \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0440\u044b\u0432\u0430 \u043c\u0435\u0436\u0434\u0443 GenAI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0430\u043a \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0442\u044c \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u043c \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435\u043c \u0438 \u0437\u043d\u0430\u0447\u0438\u043c\u043e\u0439 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0435\u0439? \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0442:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u0435 \u0447\u0435\u0442\u043a\u0438\u0435 \u0446\u0435\u043b\u0438: \u041f\u0440\u0438\u0432\u044f\u0436\u0438\u0442\u0435 \u043a\u0430\u0436\u0434\u0443\u044e \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u0443 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u043a \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u043c \u0431\u0438\u0437\u043d\u0435\u0441-\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c.<\/li>\n\n\n\n<li>\u0418\u043d\u0432\u0435\u0441\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u0432 \u0434\u0430\u043d\u043d\u044b\u0435: \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043e\u0442\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e, \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u044e \u0438 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438.<\/li>\n\n\n\n<li>Focus on ROI-rich use cases: Don\u2019t just follow the hype automate where it matters.<\/li>\n\n\n\n<li>\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0439\u0442\u0435 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0418\u0418: \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u043b\u044e\u0434\u0435\u0439 \u0432 \u043a\u0443\u0440\u0441\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0439, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0438 \u0434\u043e\u0432\u0435\u0440\u0438\u0435.<\/li>\n\n\n\n<li>\u0423\u0447\u0438\u0442\u0435\u0441\u044c \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0442\u0435\u043d\u0435\u0432\u043e\u0433\u043e \u0418\u0418: \u0438\u0437\u0443\u0447\u0430\u0439\u0442\u0435 \u043d\u0435\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f, \u0447\u0442\u043e\u0431\u044b \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u0443\u044e \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044e.<\/li>\n\n\n\n<li>\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u0442\u0432\u043e: \u041e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u0441\u044c \u043a \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u0430\u043c \u0418\u0418 \u043a\u0430\u043a \u043a \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0430\u043c, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u043a\u0430\u043a \u043a \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u0430\u043c.<\/li>\n\n\n\n<li>\u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b: \u041e\u0442\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u0440\u0435\u0434\u043f\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c \u043a \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0435\u0437 \u044d\u0442\u0438\u0445 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0439 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0438\u0441\u043a\u0443\u044e\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0443\u043b\u0435\u0432\u0443\u044e \u043e\u0442\u0434\u0430\u0447\u0443 \u043e\u0442 \u0441\u0432\u043e\u0438\u0445 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0439 \u0432 \u0418\u0418.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">15. \u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435: \u041e\u0442 \u043f\u0440\u043e\u0432\u0430\u043b\u0430 \u043a \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The story of AI today is one of potential versus practice. While billions are invested, only a small fraction of projects deliver meaningful returns. The GenAI Divide illustrates that technology alone is not the problem it is approach, integration, and execution.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u044f \u0443\u0440\u043e\u043a\u0438 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044f \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u044f \u043f\u0440\u0435\u0434\u043f\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438, \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c \u0418\u0418 \u0438\u0437 \u0446\u0435\u043d\u0442\u0440\u0430 \u0437\u0430\u0442\u0440\u0430\u0442 \u0432 \u0434\u0440\u0430\u0439\u0432\u0435\u0440 \u0440\u043e\u0441\u0442\u0430. \u0411\u0443\u0434\u0443\u0449\u0435\u0435 \u043d\u0435 \u0437\u0430 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c\u0438, \u0430 \u0437\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u0447\u0430\u0442\u0441\u044f, \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0430\u044e\u0442 \u0438 \u043c\u0435\u043d\u044f\u044e\u0442 \u043c\u0435\u0442\u043e\u0434\u044b \u0440\u0430\u0431\u043e\u0442\u044b.<\/p>","protected":false},"excerpt":{"rendered":"<p>Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. Despite record investments, nearly all AI projects stall before reaching real impact. Why do so many fail and what separates the few success stories from the rest? This article explores the \u201cGenAI Divide\u201d and shares strategies to help organisations cross [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":48330,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[485],"class_list":["post-48352","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.8 (Yoast SEO v28.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Why AI Fail: Insights from MIT Experts<\/title>\n<meta name=\"description\" content=\"Explore why AI fail in organizations despite high investments. Learn about success factors and the GenAI Divide.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.investglass.com\/ru\/\u043f\u043e\u0447\u0435\u043c\u0443-ai-\u0442\u0435\u0440\u043f\u044f\u0442-\u043d\u0435\u0443\u0434\u0430\u0447\u0443-\u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435-\u043f\u0440\u0438\u0447\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why AI Fail: Top Reasons and Strategies for Success in Implementation\" \/>\n<meta property=\"og:description\" content=\"Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. Despite record investments, nearly all AI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.investglass.com\/ru\/\u043f\u043e\u0447\u0435\u043c\u0443-ai-\u0442\u0435\u0440\u043f\u044f\u0442-\u043d\u0435\u0443\u0434\u0430\u0447\u0443-\u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435-\u043f\u0440\u0438\u0447\/\" \/>\n<meta property=\"og:site_name\" content=\"InvestGlass\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-08T09:27:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4-1024x585.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"585\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"InvestGlass\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@investglass\" \/>\n<meta name=\"twitter:site\" content=\"@investglass\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c\" \/>\n\t<meta name=\"twitter:data1\" content=\"InvestGlass\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u043c\u0438\u043d\u0443\u0442\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u041f\u043e\u0447\u0435\u043c\u0443 \u0418\u0418 \u0442\u0435\u0440\u043f\u0438\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443: \u043c\u043d\u0435\u043d\u0438\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432 \u041c\u0430\u0441\u0441\u0430\u0447\u0443\u0441\u0435\u0442\u0441\u043a\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0441\u0442\u0438\u0442\u0443\u0442\u0430","description":"\u0423\u0437\u043d\u0430\u0439\u0442\u0435, \u043f\u043e\u0447\u0435\u043c\u0443 \u0418\u0418 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u0445, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438. \u0423\u0437\u043d\u0430\u0439\u0442\u0435 \u043e \u0444\u0430\u043a\u0442\u043e\u0440\u0430\u0445 \u0443\u0441\u043f\u0435\u0445\u0430 \u0438 \u0440\u0430\u0437\u0440\u044b\u0432\u0435 \u043c\u0435\u0436\u0434\u0443 GenAI.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.investglass.com\/ru\/\u043f\u043e\u0447\u0435\u043c\u0443-ai-\u0442\u0435\u0440\u043f\u044f\u0442-\u043d\u0435\u0443\u0434\u0430\u0447\u0443-\u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435-\u043f\u0440\u0438\u0447\/","og_locale":"ru_RU","og_type":"article","og_title":"Why AI Fail: Top Reasons and Strategies for Success in Implementation","og_description":"Artificial Intelligence promises to reshape industries, yet most companies are still struggling to see results. Despite record investments, nearly all AI","og_url":"https:\/\/www.investglass.com\/ru\/\u043f\u043e\u0447\u0435\u043c\u0443-ai-\u0442\u0435\u0440\u043f\u044f\u0442-\u043d\u0435\u0443\u0434\u0430\u0447\u0443-\u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435-\u043f\u0440\u0438\u0447\/","og_site_name":"InvestGlass","article_published_time":"2025-10-08T09:27:18+00:00","og_image":[{"width":1024,"height":585,"url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4-1024x585.png","type":"image\/png"}],"author":"InvestGlass","twitter_card":"summary_large_image","twitter_creator":"@investglass","twitter_site":"@investglass","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c":"InvestGlass","\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f":"9 \u043c\u0438\u043d\u0443\u0442"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#article","isPartOf":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/"},"author":{"name":"InvestGlass","@id":"https:\/\/www.investglass.com\/#\/schema\/person\/4682ebae5d718a2ed1b77c9dab0a1f24"},"headline":"Why AI Fail: Top Reasons and Strategies for Success in Implementation","datePublished":"2025-10-08T09:27:18+00:00","mainEntityOfPage":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/"},"wordCount":1969,"publisher":{"@id":"https:\/\/www.investglass.com\/#organization"},"image":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4.png","keywords":["AI"],"articleSection":["Article"],"inLanguage":"ru-RU","copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/www.investglass.com\/ru\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/","url":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/","name":"\u041f\u043e\u0447\u0435\u043c\u0443 \u0418\u0418 \u0442\u0435\u0440\u043f\u0438\u0442 \u043d\u0435\u0443\u0434\u0430\u0447\u0443: \u043c\u043d\u0435\u043d\u0438\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432 \u041c\u0430\u0441\u0441\u0430\u0447\u0443\u0441\u0435\u0442\u0441\u043a\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0441\u0442\u0438\u0442\u0443\u0442\u0430","isPartOf":{"@id":"https:\/\/www.investglass.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#primaryimage"},"image":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4.png","datePublished":"2025-10-08T09:27:18+00:00","description":"\u0423\u0437\u043d\u0430\u0439\u0442\u0435, \u043f\u043e\u0447\u0435\u043c\u0443 \u0418\u0418 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u0445, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438. \u0423\u0437\u043d\u0430\u0439\u0442\u0435 \u043e \u0444\u0430\u043a\u0442\u043e\u0440\u0430\u0445 \u0443\u0441\u043f\u0435\u0445\u0430 \u0438 \u0440\u0430\u0437\u0440\u044b\u0432\u0435 \u043c\u0435\u0436\u0434\u0443 GenAI.","breadcrumb":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#breadcrumb"},"inLanguage":"ru-RU","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/"]}]},{"@type":"ImageObject","inLanguage":"ru-RU","@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#primaryimage","url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4.png","contentUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/10\/c567bab9-f75c-430d-866f-39f1bf6943b4.png","width":1792,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"InvestGlass","item":"https:\/\/www.investglass.com\/"},{"@type":"ListItem","position":2,"name":"Why AI Fail: Top Reasons and Strategies for Success in Implementation"}]},{"@type":"WebSite","@id":"https:\/\/www.investglass.com\/#website","url":"https:\/\/www.investglass.com\/","name":"InvestGlass","description":"\u0428\u0432\u0435\u0439\u0446\u0430\u0440\u0441\u043a\u0438\u0439 \u0441\u0443\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 CRM","publisher":{"@id":"https:\/\/www.investglass.com\/#organization"},"alternateName":"InvestGlass","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.investglass.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ru-RU"},{"@type":["Organization","Place"],"@id":"https:\/\/www.investglass.com\/#organization","name":"InvestGlass","url":"https:\/\/www.investglass.com\/","logo":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#local-main-organization-logo"},"image":{"@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#local-main-organization-logo"},"sameAs":["https:\/\/x.com\/investglass","https:\/\/www.linkedin.com\/company\/investglass\/","https:\/\/www.youtube.com\/channel\/UCt5r5XgzbSq2KhguJQxCwyA"],"telephone":[],"openingHoursSpecification":[{"@type":"OpeningHoursSpecification","dayOfWeek":["Monday","Tuesday","Wednesday","Thursday","Friday","Saturday","Sunday"],"opens":"09:00","closes":"17:00"}]},{"@type":"Person","@id":"https:\/\/www.investglass.com\/#\/schema\/person\/4682ebae5d718a2ed1b77c9dab0a1f24","name":"InvestGlass","image":{"@type":"ImageObject","inLanguage":"ru-RU","@id":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8fb928ff37ca45def17ac75d6e799fb75f3f24f123aa31be169bfaf65f59dd40?s=96&d=mm&r=g","caption":"InvestGlass"},"sameAs":["https:\/\/www.investglass.com"],"url":"https:\/\/www.investglass.com\/ru\/author\/axginvestglass-com\/"},{"@type":"ImageObject","inLanguage":"ru-RU","@id":"https:\/\/www.investglass.com\/why-ai-fail-top-reasons-and-strategies-for-success-in-implementation\/#local-main-organization-logo","url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2023\/10\/InvestGlass-blue2.png","contentUrl":"https:\/\/www.investglass.com\/wp-content\/uploads\/2023\/10\/InvestGlass-blue2.png","width":839,"height":192,"caption":"InvestGlass"}]}},"_links":{"self":[{"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/posts\/48352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/comments?post=48352"}],"version-history":[{"count":0,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/posts\/48352\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/media\/48330"}],"wp:attachment":[{"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/media?parent=48352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/categories?post=48352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.investglass.com\/ru\/wp-json\/wp\/v2\/tags?post=48352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}