{"id":55584,"date":"2025-09-18T11:41:44","date_gmt":"2025-09-18T09:41:44","guid":{"rendered":"https:\/\/consultport.com\/?p=55584"},"modified":"2025-09-30T18:44:22","modified_gmt":"2025-09-30T16:44:22","slug":"your-ai-roadmap-is-upside-down-start-with-time-not-models","status":"publish","type":"post","link":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/","title":{"rendered":"Your AI Roadmap Is Upside Down: Start With Time, Not Models"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"","protected":false},"author":38,"featured_media":55590,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-new.php","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[6548,6561],"tags":[],"csgroup":[],"class_list":["post-55584","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-transformation","category-digital-transformation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.4 (Yoast SEO v26.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Your AI Roadmap Is Upside Down: Start With Time, Not Models | Consultport<\/title>\n<meta name=\"description\" content=\"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Find Your Ideal Consultant\" \/>\n<meta property=\"og:description\" content=\"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\" \/>\n<meta property=\"og:site_name\" content=\"Consultport\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/pages\/category\/Consulting-Agency\/Consultport-2191267977751416\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-18T09:41:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-30T16:44:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1338\" \/>\n\t<meta property=\"og:image:height\" content=\"580\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Samuele Deidda\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Samuele Deidda\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\"},\"author\":{\"name\":\"Samuele Deidda\",\"@id\":\"https:\/\/consultport.com\/#\/schema\/person\/e3665873b309af38669b9951ba20b244\"},\"headline\":\"Your AI Roadmap Is Upside Down: Start With Time, Not Models\",\"datePublished\":\"2025-09-18T09:41:44+00:00\",\"dateModified\":\"2025-09-30T16:44:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\"},\"wordCount\":11,\"publisher\":{\"@id\":\"https:\/\/consultport.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg\",\"articleSection\":[\"Business Transformation\",\"Digital Transformation\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\",\"url\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\",\"name\":\"Your AI Roadmap Is Upside Down: Start With Time, Not Models | Consultport\",\"isPartOf\":{\"@id\":\"https:\/\/consultport.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg\",\"description\":\"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.\",\"breadcrumb\":{\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage\",\"url\":\"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg\",\"contentUrl\":\"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg\",\"width\":1338,\"height\":580,\"caption\":\"ai in healthcare transformation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/consultport.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Your AI Roadmap Is Upside Down: Start With Time, Not Models\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/consultport.com\/#website\",\"url\":\"https:\/\/consultport.com\/\",\"name\":\"Consultport\",\"description\":\"Freelance consultants and digital experts  - Consultport\",\"publisher\":{\"@id\":\"https:\/\/consultport.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/consultport.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/consultport.com\/#organization\",\"name\":\"Consultport\",\"url\":\"https:\/\/consultport.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/consultport.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/consultport.com\/wp-content\/uploads\/2023\/11\/consultport-blue.png\",\"contentUrl\":\"https:\/\/consultport.com\/wp-content\/uploads\/2023\/11\/consultport-blue.png\",\"width\":400,\"height\":400,\"caption\":\"Consultport\"},\"image\":{\"@id\":\"https:\/\/consultport.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/pages\/category\/Consulting-Agency\/Consultport-2191267977751416\/\",\"https:\/\/www.instagram.com\/consultport_\/\",\"https:\/\/www.linkedin.com\/company\/consultport\",\"https:\/\/www.youtube.com\/channel\/UC-JKLdw2NUWJS9aRJjVho4A\"],\"description\":\"Consultport connects top-tier independent consultants and digital experts with companies worldwide.\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/consultport.com\/#\/schema\/person\/e3665873b309af38669b9951ba20b244\",\"name\":\"Samuele Deidda\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/consultport.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/82900e65642b2954b7af9f4eb89b817261d6b6303e25f938ee84ad2766668f7d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/82900e65642b2954b7af9f4eb89b817261d6b6303e25f938ee84ad2766668f7d?s=96&d=mm&r=g\",\"caption\":\"Samuele Deidda\"},\"url\":\"https:\/\/consultport.com\/author\/945samuele23sd\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Your AI Roadmap Is Upside Down: Start With Time, Not Models | Consultport","description":"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.","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:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/","og_locale":"en_US","og_type":"article","og_title":"Find Your Ideal Consultant","og_description":"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.","og_url":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/","og_site_name":"Consultport","article_publisher":"https:\/\/www.facebook.com\/pages\/category\/Consulting-Agency\/Consultport-2191267977751416\/","article_published_time":"2025-09-18T09:41:44+00:00","article_modified_time":"2025-09-30T16:44:22+00:00","og_image":[{"width":1338,"height":580,"url":"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg","type":"image\/jpeg"}],"author":"Samuele Deidda","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Samuele Deidda","Est. reading time":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#article","isPartOf":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/"},"author":{"name":"Samuele Deidda","@id":"https:\/\/consultport.com\/#\/schema\/person\/e3665873b309af38669b9951ba20b244"},"headline":"Your AI Roadmap Is Upside Down: Start With Time, Not Models","datePublished":"2025-09-18T09:41:44+00:00","dateModified":"2025-09-30T16:44:22+00:00","mainEntityOfPage":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/"},"wordCount":11,"publisher":{"@id":"https:\/\/consultport.com\/#organization"},"image":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage"},"thumbnailUrl":"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg","articleSection":["Business Transformation","Digital Transformation"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/","url":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/","name":"Your AI Roadmap Is Upside Down: Start With Time, Not Models | Consultport","isPartOf":{"@id":"https:\/\/consultport.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage"},"image":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage"},"thumbnailUrl":"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg","description":"Discover how AI in healthcare transformation reclaims clinician time, improves outcomes, and delivers measurable ROI in just 90 days.","breadcrumb":{"@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#primaryimage","url":"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg","contentUrl":"https:\/\/consultport.com\/wp-content\/uploads\/2025\/09\/Thumbnail-5.jpg","width":1338,"height":580,"caption":"ai in healthcare transformation"},{"@type":"BreadcrumbList","@id":"https:\/\/consultport.com\/business-transformation\/your-ai-roadmap-is-upside-down-start-with-time-not-models\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/consultport.com\/"},{"@type":"ListItem","position":2,"name":"Your AI Roadmap Is Upside Down: Start With Time, Not Models"}]},{"@type":"WebSite","@id":"https:\/\/consultport.com\/#website","url":"https:\/\/consultport.com\/","name":"Consultport","description":"Freelance consultants and digital experts  - Consultport","publisher":{"@id":"https:\/\/consultport.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/consultport.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/consultport.com\/#organization","name":"Consultport","url":"https:\/\/consultport.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/consultport.com\/#\/schema\/logo\/image\/","url":"https:\/\/consultport.com\/wp-content\/uploads\/2023\/11\/consultport-blue.png","contentUrl":"https:\/\/consultport.com\/wp-content\/uploads\/2023\/11\/consultport-blue.png","width":400,"height":400,"caption":"Consultport"},"image":{"@id":"https:\/\/consultport.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/pages\/category\/Consulting-Agency\/Consultport-2191267977751416\/","https:\/\/www.instagram.com\/consultport_\/","https:\/\/www.linkedin.com\/company\/consultport","https:\/\/www.youtube.com\/channel\/UC-JKLdw2NUWJS9aRJjVho4A"],"description":"Consultport connects top-tier independent consultants and digital experts with companies worldwide."},{"@type":"Person","@id":"https:\/\/consultport.com\/#\/schema\/person\/e3665873b309af38669b9951ba20b244","name":"Samuele Deidda","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/consultport.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/82900e65642b2954b7af9f4eb89b817261d6b6303e25f938ee84ad2766668f7d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/82900e65642b2954b7af9f4eb89b817261d6b6303e25f938ee84ad2766668f7d?s=96&d=mm&r=g","caption":"Samuele Deidda"},"url":"https:\/\/consultport.com\/author\/945samuele23sd\/"}]}},"_links":{"self":[{"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/posts\/55584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/comments?post=55584"}],"version-history":[{"count":34,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/posts\/55584\/revisions"}],"predecessor-version":[{"id":55843,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/posts\/55584\/revisions\/55843"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/media\/55590"}],"wp:attachment":[{"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/media?parent=55584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/categories?post=55584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/tags?post=55584"},{"taxonomy":"csgroup","embeddable":true,"href":"https:\/\/consultport.com\/wp-json\/wp\/v2\/csgroup?post=55584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}