{"id":854,"date":"2026-01-11T16:48:58","date_gmt":"2026-01-11T13:48:58","guid":{"rendered":"https:\/\/hatwfar.com\/se\/?p=854"},"modified":"2026-03-07T13:38:26","modified_gmt":"2026-03-07T10:38:26","slug":"from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter","status":"publish","type":"post","link":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/","title":{"rendered":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter"},"content":{"rendered":"\n<p>Artificial intelligence (AI) has captured the imagination of business leaders worldwide. Yet, while many organizations <em>talk<\/em> about AI, far fewer have translated that investment into <em>measurable business results<\/em>. According to a <strong>Boston Consulting Group report<\/strong>, only about <strong>5% of companies globally are realizing real value<\/strong> from their AI initiatives \u2014 such as increased revenue, cost reduction, and improved operations \u2014 while the majority remain in testing or pilot phases.<\/p>\n\n\n\n<p>So what distinguishes companies that <em>merely experiment<\/em> from those that <em>create tangible business impact<\/em>? The difference lies in <strong>strategic deployment<\/strong>, <strong>value focus<\/strong>, and <strong>scaling solutions beyond the pilot<\/strong> to achieve real results.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udf1f <strong>1. Strategic Focus Over Random Experiments \u2014 Johnson &amp; Johnson<\/strong><\/h2>\n\n\n\n<p>One of the most illustrative examples of this shift comes from <strong>Johnson &amp; Johnson (J&amp;J)<\/strong>. After experimenting with nearly <strong>900 potential AI use cases<\/strong> across its global operations, the company found that <strong>only 10\u201315% delivered significant business value<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How J&amp;J made AI real:<\/strong><\/h3>\n\n\n\n<p>\u2705 <strong>Prioritized high\u2011impact use cases<\/strong> \u2014 focusing on areas with clear outcomes such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Drug discovery acceleration<\/strong><\/li>\n\n\n\n<li><strong>Supply chain optimization<\/strong><\/li>\n\n\n\n<li><strong>Internal employee support tools<\/strong><\/li>\n<\/ul>\n\n\n\n<p>One notable initiative is the internal <strong>\u201cRep Copilot\u201d<\/strong>, an AI assistant that helps sales representatives engage healthcare providers more effectively \u2014 streamlining workflows and improving sales productivity. By eliminating redundant pilots and concentrating on proven winners, J&amp;J moved from experimentation to <em>meaningful value generation<\/em>.<\/p>\n\n\n\n<p><strong>Key takeaway:<\/strong> Companies that scale AI strategically commit to <em>impact areas<\/em> rather than scattering resources on every possible idea.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd0d <strong>2. Embedding AI Across Processes \u2014 Enterprise Leaders<\/strong><\/h2>\n\n\n\n<p>Analysts highlight that real business value often comes not from isolated desktop experiments, but from <em>integrating AI deeply into core operations<\/em> \u2014 such as customer service, sales, IT operations, and marketing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Examples of enterprise\u2011level impact:<\/strong><\/h3>\n\n\n\n<p>\ud83d\udccc <strong>Sales &amp; Customer Service<\/strong><br>AI tools like NLP\u2011powered virtual agents and automated ticket routing reduce response times and improve customer satisfaction \u2014 making the support function more efficient and scalable.<\/p>\n\n\n\n<p>\ud83d\udccc <strong>Marketing &amp; Personalization<\/strong><br>AI helps analyze customer behavior and personalize experiences at scale, increasing conversion rates and boosting revenue \u2014 a shift beyond simple experimentation to revenue\u2011driven deployment.<\/p>\n\n\n\n<p>\ud83d\udccc <strong>IT Operations (AIOps)<\/strong><br>AI is increasingly used to automate monitoring, incident resolution, and performance diagnostics, freeing human teams to focus on innovation rather than routine tasks.<\/p>\n\n\n\n<p><strong>Key insight:<\/strong> Embedding AI into <em>processes that directly tie to revenue, cost, and customer experience<\/em> separates valuable deployments from pilot projects.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcc8 <strong>3. Supercharging Operations \u2014 Albertsons\u2019 Retail Transformation<\/strong><\/h2>\n\n\n\n<p>A real commercial example on the retail side comes from <strong>Albertsons Companies<\/strong>, one of the largest grocery retailers in the U.S. Rather than treating AI as a side project, Albertsons integrated AI into customer experiences and internal operations:<\/p>\n\n\n\n<p>\ud83d\uded2 <strong>\u201cAlbertsons Ask AI\u201d<\/strong> and other AI assistants now help customers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create meal plans<\/li>\n\n\n\n<li>Build grocery lists<\/li>\n\n\n\n<li>Discover products tailored to preferences<\/li>\n<\/ul>\n\n\n\n<p>Internally, <strong>AI\u2011driven labor forecasting, inventory management, and scheduling<\/strong> help reduce waste and optimize labor costs \u2014 contributing to measurable improvements in efficiency and sales performance.<\/p>\n\n\n\n<p><strong>Why this matters:<\/strong> This example shows AI isn\u2019t just about novelty \u2014 it\u2019s about <em>operational decisions<\/em> that impact the bottom line.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcca <strong>4. Data\u2011Driven Adoption and Scaling<\/strong><\/h2>\n\n\n\n<p>A big reason most AI pilots fail to scale is <strong>lack of integrated data strategy<\/strong> and meaningful performance metrics. As business analysts note, AI must be linked to <strong>clear KPIs<\/strong> \u2014 such as cost saved, revenue uplift, or customer retention improvements \u2014 to truly demonstrate impact.<\/p>\n\n\n\n<p>Leading organizations adopt frameworks that:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Measure AI results with clear business metrics<\/li>\n\n\n\n<li>Use high\u2011quality data to train and scale models<\/li>\n\n\n\n<li>Embed AI into everyday work rather than siloed teams<\/li>\n<\/ul>\n\n\n\n<p><strong>Example:<\/strong> Sales and marketing functions often tie AI outputs directly to revenue forecasts, lead conversion rates, and customer lifetime value \u2014 turning AI from a tech experiment into a <em>revenue engine<\/em>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccc <strong>5. Lessons from Leaders: What It Takes to Move Beyond Pilots<\/strong><\/h2>\n\n\n\n<p>From the examples above, companies that succeed in moving AI from concept to impact share several traits:<\/p>\n\n\n\n<p>\u2728 <strong>Clear business objectives<\/strong> \u2014 AI projects start with a goal (e.g., reduce customer churn, cut supply chain costs) not just a use case.<br>\u2728 <strong>Executive sponsorship<\/strong> \u2014 Leaders commit resources and company focus to successful scaling.<br>\u2728 <strong>Integrated data and workflows<\/strong> \u2014 AI solutions feed directly into operational systems.<br>\u2728 <strong>ROI measurement<\/strong> \u2014 Every initiative is tied to measurable business outcomes \u2014 not just tech adoption.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udde0 <strong>In Summary<\/strong><\/h2>\n\n\n\n<p>AI adoption in the business world is no longer just about experimenting with the latest models or tools. <strong>Companies that succeed are those that embed AI into key business processes and measure tangible outcomes.<\/strong><\/p>\n\n\n\n<p>\ud83d\udccc Strategic focus and prioritization (Johnson &amp; Johnson)<br>\ud83d\udccc Customer and operational impact (Albertsons)<br>\ud83d\udccc Data and KPI\u2011driven scaling<br>\ud83d\udccc Organizational integration, not isolated pilots<\/p>\n\n\n\n<p>These examples illustrate a clear reality: <em>the value of AI is not in experimentation alone \u2014 it is in scaling the right solutions and linking them to real business performance.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence (AI) has captured the imagination of business leaders worldwide. Yet, while many organizations talk about AI, far fewer have translated that investment into measurable business results. According to a Boston Consulting Group report, only about 5% of companies globally are realizing real value from their AI initiatives \u2014 such as increased revenue, cost [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":857,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[53],"tags":[],"class_list":["post-854","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-53"],"aioseo_notices":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631\" \/>\n<meta property=\"og:description\" content=\"Artificial intelligence (AI) has captured the imagination of business leaders worldwide. Yet, while many organizations talk about AI, far fewer have translated that investment into measurable business results. According to a Boston Consulting Group report, only about 5% of companies globally are realizing real value from their AI initiatives \u2014 such as increased revenue, cost [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\" \/>\n<meta property=\"og:site_name\" content=\"hatwfar \u0647\u062a\u0648\u0641\u0631\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-11T13:48:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-07T10:38:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"937\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"hema\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"hema\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u062f\u0642\u0627\u0626\u0642\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\"},\"author\":{\"name\":\"hema\",\"@id\":\"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c\"},\"headline\":\"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter\",\"datePublished\":\"2026-01-11T13:48:58+00:00\",\"dateModified\":\"2026-03-07T10:38:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\"},\"wordCount\":791,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c\"},\"image\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg\",\"articleSection\":[\"\u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\"],\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\",\"url\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\",\"name\":\"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631\",\"isPartOf\":{\"@id\":\"https:\/\/hatwfar.com\/se\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg\",\"datePublished\":\"2026-01-11T13:48:58+00:00\",\"dateModified\":\"2026-03-07T10:38:26+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#breadcrumb\"},\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage\",\"url\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg\",\"contentUrl\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg\",\"width\":1024,\"height\":937},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\",\"item\":\"https:\/\/hatwfar.com\/se\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/hatwfar.com\/se\/#website\",\"url\":\"https:\/\/hatwfar.com\/se\/\",\"name\":\"hatwfar\",\"description\":\"hatwfar \u0647\u062a\u0648\u0641\u0631 \u0639\u0631\u0648\u0636 \u0648\u062e\u0635\u0648\u0645\u0627\u062a \u0648\u0643\u0648\u0628\u0648\u0646\u0627\u062a \u0627\u0645\u0627\u0632\u0648\u0646 \u0648\u0646\u0648\u0646 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0647 \u0648\u0645\u0635\u0631 \u0648\u0627\u0644\u0627\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0631\u062e\u0635 \u062d\u062c\u0632 \u0637\u064a\u0631\u0627\u0646\",\"publisher\":{\"@id\":\"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/hatwfar.com\/se\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ar\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c\",\"name\":\"hema\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png\",\"url\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png\",\"contentUrl\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png\",\"width\":197,\"height\":190,\"caption\":\"hema\"},\"logo\":{\"@id\":\"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png\"},\"sameAs\":[\"https:\/\/hatwfar.com\/se\"],\"url\":\"https:\/\/hatwfar.com\/se\/author\/hema\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631","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:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/","og_locale":"ar_AR","og_type":"article","og_title":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631","og_description":"Artificial intelligence (AI) has captured the imagination of business leaders worldwide. Yet, while many organizations talk about AI, far fewer have translated that investment into measurable business results. According to a Boston Consulting Group report, only about 5% of companies globally are realizing real value from their AI initiatives \u2014 such as increased revenue, cost [&hellip;]","og_url":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/","og_site_name":"hatwfar \u0647\u062a\u0648\u0641\u0631","article_published_time":"2026-01-11T13:48:58+00:00","article_modified_time":"2026-03-07T10:38:26+00:00","og_image":[{"width":1024,"height":937,"url":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg","type":"image\/jpeg"}],"author":"hema","twitter_card":"summary_large_image","twitter_misc":{"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629":"hema","\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631":"6 \u062f\u0642\u0627\u0626\u0642"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#article","isPartOf":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/"},"author":{"name":"hema","@id":"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c"},"headline":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter","datePublished":"2026-01-11T13:48:58+00:00","dateModified":"2026-03-07T10:38:26+00:00","mainEntityOfPage":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/"},"wordCount":791,"commentCount":0,"publisher":{"@id":"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c"},"image":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage"},"thumbnailUrl":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg","articleSection":["\u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a"],"inLanguage":"ar","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/","url":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/","name":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter - hatwfar \u0647\u062a\u0648\u0641\u0631","isPartOf":{"@id":"https:\/\/hatwfar.com\/se\/#website"},"primaryImageOfPage":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage"},"image":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage"},"thumbnailUrl":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg","datePublished":"2026-01-11T13:48:58+00:00","dateModified":"2026-03-07T10:38:26+00:00","breadcrumb":{"@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#breadcrumb"},"inLanguage":"ar","potentialAction":[{"@type":"ReadAction","target":["https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/"]}]},{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#primaryimage","url":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg","contentUrl":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/From-AI-Experimentation-to-Real-Business-1.jpg","width":1024,"height":937},{"@type":"BreadcrumbList","@id":"https:\/\/hatwfar.com\/se\/2026\/01\/11\/from-ai-experimentation-to-real-business-impact-how-companies-are-making-ai-matter\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629","item":"https:\/\/hatwfar.com\/se\/"},{"@type":"ListItem","position":2,"name":"From AI Experimentation to Real Business Impact: How Companies Are Making AI Matter"}]},{"@type":"WebSite","@id":"https:\/\/hatwfar.com\/se\/#website","url":"https:\/\/hatwfar.com\/se\/","name":"hatwfar","description":"hatwfar \u0647\u062a\u0648\u0641\u0631 \u0639\u0631\u0648\u0636 \u0648\u062e\u0635\u0648\u0645\u0627\u062a \u0648\u0643\u0648\u0628\u0648\u0646\u0627\u062a \u0627\u0645\u0627\u0632\u0648\u0646 \u0648\u0646\u0648\u0646 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0647 \u0648\u0645\u0635\u0631 \u0648\u0627\u0644\u0627\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0631\u062e\u0635 \u062d\u062c\u0632 \u0637\u064a\u0631\u0627\u0646","publisher":{"@id":"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/hatwfar.com\/se\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ar"},{"@type":["Person","Organization"],"@id":"https:\/\/hatwfar.com\/se\/#\/schema\/person\/fdadcfa085ec73a9ca92a11f95e8385c","name":"hema","image":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png","url":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png","contentUrl":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png","width":197,"height":190,"caption":"hema"},"logo":{"@id":"https:\/\/hatwfar.com\/se\/wp-content\/uploads\/2026\/01\/log.png"},"sameAs":["https:\/\/hatwfar.com\/se"],"url":"https:\/\/hatwfar.com\/se\/author\/hema\/"}]}},"_links":{"self":[{"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/posts\/854","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/comments?post=854"}],"version-history":[{"count":1,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/posts\/854\/revisions"}],"predecessor-version":[{"id":856,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/posts\/854\/revisions\/856"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/media\/857"}],"wp:attachment":[{"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/media?parent=854"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/categories?post=854"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hatwfar.com\/se\/wp-json\/wp\/v2\/tags?post=854"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}