--- title: "Healthcare AI Blog: AI and ML in Healthcare | ML" description: "ML | 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/ml#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/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) [![Trust starts before the model is built](https://cognome.com/hubfs/Trust.png)](https://cognome.com/blog/trust-starts-before-the-model) ## [Engineering Trust in Healthcare AI: It Starts Before the Model](https://cognome.com/blog/trust-starts-before-the-model) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Jun 10, 2025, 11:53:57 AM [Read more](https://cognome.com/blog/trust-starts-before-the-model) [![Seamless integration of AI and machine learning in healthcare](https://cognome.com/hubfs/AI%20ML%20optimize%20point-of-care%201.webp)](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare) ## [Using AI and ML to Optimize Point-of-Care and Referrals in Healthcare](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Feb 12, 2025, 3:00:53 PM [Read more](https://cognome.com/blog/using-ai-and-ml-to-optimize-point-of-care-and-referrals-in-healthcare) [![Operational efficiency with AI-powered data analytics supporting patient care, resource management, and decision-making in healthcare](https://cognome.com/hubfs/AI-powered%20products%20ops%20efficiency%202.webp)](https://cognome.com/blog/how-ai-products-are-transforming-operational-efficiency-in-healthcare) ## [How AI Products Transform Operational Efficiency in Healthcare](https://cognome.com/blog/how-ai-products-are-transforming-operational-efficiency-in-healthcare) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Feb 5, 2025, 6:35:26 PM [Read more](https://cognome.com/blog/how-ai-products-are-transforming-operational-efficiency-in-healthcare) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20podcast%20studio%2c%20featuring%20two%20microphones%20positioned%20in%20front%20of%20a%20sleek%20wooden%20table.jpeg)](https://cognome.com/blog/learning-health-system-podcast-launch) ## [Learning Health System Podcast Launch: AI in Healthcare](https://cognome.com/blog/learning-health-system-podcast-launch) ![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) Dec 12, 2024, 5:26:31 PM [Read more](https://cognome.com/blog/learning-health-system-podcast-launch) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/An%20introduction%20to%20Cognomes%20AIML%20models%20in%20healthcare.jpeg)](https://cognome.com/blog/introduction-to-cognomes-ai/ml-models) ## [Introduction to Cognome's AI/ML Models](https://cognome.com/blog/introduction-to-cognomes-ai/ml-models) ![Picture of Dr. Selvin Soby](https://cognome.com/hs-fs/hubfs/Selvin%20Soby%2c%20PharmD.png?width=50&name=Selvin%20Soby%2c%20PharmD.png) [Dr. Selvin Soby](https://cognome.com/blog/author/dr-selvin-soby) Sep 9, 2024, 2:29:23 PM [Read more](https://cognome.com/blog/introduction-to-cognomes-ai/ml-models) [![Clinical Evidence Generation Framework](https://cognome.com/hubfs/Clinical%20Evidence%20Generation%20Framework.png)](https://cognome.com/blog/clinical-evidence-generation-framework-to-create-ml-models) ## [Clinical Evidence Generation Framework to create ML Models](https://cognome.com/blog/clinical-evidence-generation-framework-to-create-ml-models) ![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) Sep 4, 2024, 2:07:19 PM [Read more](https://cognome.com/blog/clinical-evidence-generation-framework-to-create-ml-models) ## 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. Learn more - [AI Sniffer](https://cognome.com/ai-sniffer) - [OMOP Transforms](https://cognome.com/ai-ml-services) - [Self Service for Research](https://cognome.com/solutions-for-research) - [AutoChart](https://cognome.com/autochart) - [Privacy Policy](https://cognome.com/en-us/privacy-policy) **COGNOME** - *Smarter, Safer, Secure AI for Healthcare*.  Follow us on [Linked In](https://www.linkedin.com/company/cognome) 800 N King Street, Suite 304 1586, Wilmington DE 19801 USA. © 2018-2026 Cognome, Inc. All rights reserved