--- title: "Healthcare AI Blog: AI and ML in Healthcare | AIExplainability" description: "AIExplainability | The Cognome blog: Insights on healthcare AI, machine leaning healthcare systems, clinical decision support, and AI governance." image: https://cognome.com/hubfs/cognome%20logo%20icon%20w%20background.png --- [Skip to content](https://cognome.com/blog/tag/aiexplainability#main-content) [![Smarter Safer Secure AI for Healthcare](https://cognome.com/hs-fs/hubfs/Smarter%20Safer%20Secure%20AI%20for%20Healthcare.png?width=2000&height=600&name=Smarter%20Safer%20Secure%20AI%20for%20Healthcare.png)](https://cognome.com/) - AI Governance Show submenu for AI Governance - [AI Sniffer™](https://cognome.com/ai-sniffer) - [ExplainerAI™](https://cognome.com/en-us/explainerai-new) - [Data Services](https://cognome.com/ai-ml-services) Show submenu for Data Services - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self-Service for Research](https://cognome.com/solutions-for-research) - [AutoChart™ - Quality and Population Health](https://cognome.com/autochart) - Insights Show submenu for Insights - [About](https://cognome.com/our-story) - [Blog](https://cognome.com/blog) - [The Learning Health System Podcast](https://cognome.com/learning-health-system-podcast) - [Published Research](https://cognome.com/peer-reviewed-research) - [Partner Login](https://partners.cognome.com/) Open main navigation Close main navigation - AI Governance Show submenu for AI Governance - [AI Sniffer™](https://cognome.com/ai-sniffer) - [ExplainerAI™](https://cognome.com/en-us/explainerai-new) - [Data Services](https://cognome.com/ai-ml-services) Show submenu for Data Services - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self-Service for Research](https://cognome.com/solutions-for-research) - [AutoChart™ - Quality and Population Health](https://cognome.com/autochart) - Insights Show submenu for Insights - [About](https://cognome.com/our-story) - [Blog](https://cognome.com/blog) - [The Learning Health System Podcast](https://cognome.com/learning-health-system-podcast) - [Published Research](https://cognome.com/peer-reviewed-research) - [Partner Login](https://partners.cognome.com/) - [Contact us](https://cognome.com/contact-us) [Contact us](https://cognome.com/contact-us) # Healthcare AI Insights # *From Inside the Health System* We write about the real challenges of deploying, governing, and scaling AI in health systems — from **clinical safety and model governance** to **Zero Trust security frameworks** and the regulatory landscape shaping what responsible AI looks like in care delivery. Our perspectives come from practitioners who have built and run AI inside leading academic health systems, not from the sidelines. [![](https://cognome.com/hubfs/summer%202026%20ai%20breaches.png)](https://cognome.com/blog/the-summer-ai-broke-its-own-sandbox-and-what-it-means-for-healthcare-part-1-of-2) ## [The Summer AI Broke Its Own Sandbox and What It Means for Healthcare - Part 1 of 2](https://cognome.com/blog/the-summer-ai-broke-its-own-sandbox-and-what-it-means-for-healthcare-part-1-of-2) ![Picture of Vikas Khosla](https://app.hubspot.com/settings/avatar/d17e0912954edd83236f1e5d779a2ac8) [Vikas Khosla](https://cognome.com/blog/author/vikas-khosla) Aug 4, 2026, 3:16:00 PM [Read more](https://cognome.com/blog/the-summer-ai-broke-its-own-sandbox-and-what-it-means-for-healthcare-part-1-of-2) [![](https://cognome.com/hubfs/Operations.png)](https://cognome.com/blog/what-an-ai-discovery-scan-finds-that-your-last-risk-assessment-missed) ## [What an AI Discovery Scan Finds That Your Last Risk Assessment Missed](https://cognome.com/blog/what-an-ai-discovery-scan-finds-that-your-last-risk-assessment-missed) ![Picture of Vikas Khosla](https://app.hubspot.com/settings/avatar/d17e0912954edd83236f1e5d779a2ac8) [Vikas Khosla](https://cognome.com/blog/author/vikas-khosla) Jul 21, 2026, 8:41:33 AM [Read more](https://cognome.com/blog/what-an-ai-discovery-scan-finds-that-your-last-risk-assessment-missed) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/Cybersecurity%20Team%20Discussing%20AI%20Integration.png)](https://cognome.com/blog/the-zero-trust-blind-spot-why-your-security-stack-cant-see-ai) ## [The Zero Trust Blind Spot: Why Your Security Stack Can’t See AI](https://cognome.com/blog/the-zero-trust-blind-spot-why-your-security-stack-cant-see-ai) ![Picture of Vikas Khosla](https://app.hubspot.com/settings/avatar/d17e0912954edd83236f1e5d779a2ac8) [Vikas Khosla](https://cognome.com/blog/author/vikas-khosla) Jul 13, 2026, 3:19:35 PM [Read more](https://cognome.com/blog/the-zero-trust-blind-spot-why-your-security-stack-cant-see-ai) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/Modern%20Healthcare%20Innovation%20with%20Data%20Integration%20and%20AI.png)](https://cognome.com/blog/nobody-needs-to-replace-their-emr.-they-need-to-stop-treating-it-like-the-ceiling) ## [Nobody Needs to Replace Their EMR. They Need to Stop Treating It Like the Ceiling.](https://cognome.com/blog/nobody-needs-to-replace-their-emr.-they-need-to-stop-treating-it-like-the-ceiling) ![Picture of Chandra Nelapatla](https://cognome.com/hs-fs/hubfs/Chandra%20has%20Nelapatla.png?width=50&name=Chandra%20has%20Nelapatla.png) [Chandra Nelapatla](https://cognome.com/blog/author/chandra-nelapatla) Jun 9, 2026, 7:00:30 PM [Read more](https://cognome.com/blog/nobody-needs-to-replace-their-emr.-they-need-to-stop-treating-it-like-the-ceiling) [![](https://cognome.com/hubfs/Gemini_Generated_Image_9xmjyr9xmjyr9xmj.png)](https://cognome.com/blog/the-white-houses-ai-governance-executive-order-what-critical-infrastructure-leaders-need-to-know) ## [The White House’s AI Governance Executive Order: What Critical Infrastructure Leaders Need to Know](https://cognome.com/blog/the-white-houses-ai-governance-executive-order-what-critical-infrastructure-leaders-need-to-know) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Jun 3, 2026, 12:00:14 PM [Read more](https://cognome.com/blog/the-white-houses-ai-governance-executive-order-what-critical-infrastructure-leaders-need-to-know) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/Healthcare%20Professionals%20Discuss%20AI%20Risk%20Management.png)](https://cognome.com/blog/the-10-million-risk-securing-healthcare-enterprise-value-against-ungoverned-ai) ## [The $10 Million Risk: Securing Healthcare Enterprise Value Against Ungoverned AI](https://cognome.com/blog/the-10-million-risk-securing-healthcare-enterprise-value-against-ungoverned-ai) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) May 5, 2026, 11:42:30 AM [Read more](https://cognome.com/blog/the-10-million-risk-securing-healthcare-enterprise-value-against-ungoverned-ai) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20bustling%20exhibition%20space%20at%20the%20HIMSS26%20conference%20in%20Las%20Vegas%20This%20should%20be%20a%20photo%20realistic%20rendition%20A%20large%20modern%20booth%20l.png)](https://cognome.com/blog/cognome-and-intel-partnership) ## [Cognome and Intel Partner to Bring Clinically Validated AI to Healthcare at Scale](https://cognome.com/blog/cognome-and-intel-partnership) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Feb 23, 2026, 2:32:43 PM [Read more](https://cognome.com/blog/cognome-and-intel-partnership) [![](https://cognome.com/hubfs/The%20Year%20Ahead.png)](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026) ## [A view from the trenches: The top 5 AI adoption trends in healthcare for 2026](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026) ![Picture of James Green](https://cognome.com/hs-fs/hubfs/Jame%20Green.png?width=50&name=Jame%20Green.png) [James Green](https://cognome.com/blog/author/james-green) Jan 9, 2026, 10:09:33 AM [Read more](https://cognome.com/blog/top-5-ai-adoption-trends-in-healthcare-for-2026) [![ExplainerAI. Real-time explainable AI (XAI) insights and bias-free performance analytics.](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20sleek%2c%20modern%20healthcare%20dashboard%20displayed%20on%20a%20highresolution%20screen.jpeg)](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) ## [ExplainerAI - Transforming Healthcare with AI Transparency](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) ![Picture of Boudey Aasman](https://app.hubspot.com/settings/avatar/7c58a4f4721d442b36e9c38ce033ede7) [Boudey Aasman](https://cognome.com/blog/author/boudey-aasman) Mar 6, 2025, 4:15:04 PM [Read more](https://cognome.com/blog/explainerai-transforming-healthcare-with-ai-transparency) [![A hospital setting with healthcare professionals interacting with an AI-powered clinical decision support system.](https://cognome.com/hubfs/The%20Role%20of%20Explainable%20AI%20in%20Clinical%20Decision%20Support%201.webp)](https://cognome.com/blog/the-role-of-explainable-ai-in-clinical-decision-support-for-healthcare) ## [The Role of Explainable AI in Clinical Decision Support for Healthcare](https://cognome.com/blog/the-role-of-explainable-ai-in-clinical-decision-support-for-healthcare) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Jan 31, 2025, 5:00:08 PM [Read more](https://cognome.com/blog/the-role-of-explainable-ai-in-clinical-decision-support-for-healthcare) First Prev [1](https://cognome.com/blog/tag/aiexplainability) [2](https://cognome.com/blog/tag/aiexplainability/page/2) [Next](https://cognome.com/blog/tag/aiexplainability/page/2) [Last](https://cognome.com/blog/tag/aiexplainability/page/2) ## Drive people to your products and services Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. 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