{"id":657,"date":"2026-01-16T17:00:11","date_gmt":"2026-01-16T17:00:11","guid":{"rendered":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/"},"modified":"2026-01-16T17:00:11","modified_gmt":"2026-01-16T17:00:11","slug":"real-world-llmops-two-case-studies-in-healthcare-ai-deployment","status":"publish","type":"post","link":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/","title":{"rendered":"Real-world LLMOps:  Two case studies in healthcare AI deployment"},"content":{"rendered":"<p>Here&#8217;s what nobody tells you about getting large language models into production: it starts with user stories. I know, I know. User stories feel like something the product team is always pushing on you. But hear me out.When we started working with Boost Medical Group, an AI-powered personal injury company, we didn&#8217;t begin with the latest GPT model or debate fine-tuning strategies. We started by sitting down with the CEO and the chief product officer. We interviewed customers. We mapped workflows. We got our hands dirty understanding the actual, real-world processes these tools would need to support.The same approach was applied when we built an AI neuropsychiatrist for Sema Therapeutics. Our client, Dr. Katie Walker from Revitalist, had a crystal-clear request: she wanted a robot version of herself. Not in some sci-fi way, but as a practical solution to being overwhelmed with patient assessments. She needed something that could handle depression and anxiety screenings without burning out her human staff.<\/p>\n<p>                            For expert advice like this straight to your inbox every other Friday, sign up for Pro+ membership.You&#8217;ll also get access to 300+ hours of exclusive video content, a complimentary Summit ticket, and so much more.So, what are you waiting for?<\/p>\n<p>                            Get Pro+<\/p>\n","protected":false},"excerpt":{"rendered":"<div>Two real-world healthcare LLMOps case studies: what worked, what broke, and the practical lessons for deploying LLMs safely in production.<\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[1,470,455,22],"tags":[3],"class_list":["post-657","post","type-post","status-publish","format-standard","hentry","category-ai-and-ml","category-llmops","category-llms","category-membership-content","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited<\/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:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited\" \/>\n<meta property=\"og:description\" content=\"Two real-world healthcare LLMOps case studies: what worked, what broke, and the practical lessons for deploying LLMs safely in production.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\" \/>\n<meta property=\"og:site_name\" content=\"Imperative Business Ventures Limited\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-16T17:00:11+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\"},\"headline\":\"Real-world LLMOps: Two case studies in healthcare AI deployment\",\"datePublished\":\"2026-01-16T17:00:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\"},\"wordCount\":217,\"keywords\":[\"AI\"],\"articleSection\":[\"AI and ML\",\"LLMOps\",\"LLMs\",\"Membership content\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\",\"url\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\",\"name\":\"Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited\",\"isPartOf\":{\"@id\":\"https:\/\/blog.ibvl.in\/#website\"},\"datePublished\":\"2026-01-16T17:00:11+00:00\",\"author\":{\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\"},\"breadcrumb\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/blog.ibvl.in\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Real-world LLMOps: Two case studies in healthcare AI deployment\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/blog.ibvl.in\/#website\",\"url\":\"https:\/\/blog.ibvl.in\/\",\"name\":\"Imperative Business Ventures Limited\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/blog.ibvl.in\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/blog.ibvl.in\"],\"url\":\"https:\/\/blog.ibvl.in\/index.php\/author\/admin_hcbs9yw6\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited","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:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/","og_locale":"en_US","og_type":"article","og_title":"Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited","og_description":"Two real-world healthcare LLMOps case studies: what worked, what broke, and the practical lessons for deploying LLMs safely in production.","og_url":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/","og_site_name":"Imperative Business Ventures Limited","article_published_time":"2026-01-16T17:00:11+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#article","isPartOf":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/"},"author":{"name":"admin","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02"},"headline":"Real-world LLMOps: Two case studies in healthcare AI deployment","datePublished":"2026-01-16T17:00:11+00:00","mainEntityOfPage":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/"},"wordCount":217,"keywords":["AI"],"articleSection":["AI and ML","LLMOps","LLMs","Membership content"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/","url":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/","name":"Real-world LLMOps: Two case studies in healthcare AI deployment - Imperative Business Ventures Limited","isPartOf":{"@id":"https:\/\/blog.ibvl.in\/#website"},"datePublished":"2026-01-16T17:00:11+00:00","author":{"@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02"},"breadcrumb":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/blog.ibvl.in\/index.php\/2026\/01\/16\/real-world-llmops-two-case-studies-in-healthcare-ai-deployment\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/blog.ibvl.in\/"},{"@type":"ListItem","position":2,"name":"Real-world LLMOps: Two case studies in healthcare AI deployment"}]},{"@type":"WebSite","@id":"https:\/\/blog.ibvl.in\/#website","url":"https:\/\/blog.ibvl.in\/","name":"Imperative Business Ventures Limited","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blog.ibvl.in\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/blog.ibvl.in"],"url":"https:\/\/blog.ibvl.in\/index.php\/author\/admin_hcbs9yw6\/"}]}},"_links":{"self":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts\/657","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/comments?post=657"}],"version-history":[{"count":0,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts\/657\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/media?parent=657"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/categories?post=657"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/tags?post=657"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}