--- title: "Healthcare AI Blog: AI and ML in Healthcare | LLM" description: "LLM | 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/llm#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/FBI%20Image.jpeg)](https://cognome.com/blog/the-fbis-893-million-warning-ai-is-now-a-primary-cybercrime-vector-in-healthcare) ## [The FBI's $893 Million Warning: AI Is Now a Primary Cybercrime Vector in Healthcare](https://cognome.com/blog/the-fbis-893-million-warning-ai-is-now-a-primary-cybercrime-vector-in-healthcare) ![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 10, 2026, 4:53:25 PM [Read more](https://cognome.com/blog/the-fbis-893-million-warning-ai-is-now-a-primary-cybercrime-vector-in-healthcare) [![](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/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) [![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) [![Hospital setting where LLM automatically abstracts clinical data from patient medical charts](https://cognome.com/hubfs/Using%20Machine%20Learning%20to%20Automate%20Nurse%20Chart%20Abstraction.webp)](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) ## [Using Large Language Models to Automate Nurse Chart Abstraction](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Feb 26, 2025, 2:28:03 PM [Read more](https://cognome.com/blog/using-large-language-models-to-automate-nurse-chart-abstraction) [![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) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20healthcare%20facility%20bustling%20with%20activity.jpeg)](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) ## [Optimizing Clinical Trial Matching using agentic AI](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) ![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 4, 2025, 5:37:53 PM [Read more](https://cognome.com/blog/unlocking-the-future-of-clinical-trial-matching-the-power-of-ai-in-healthcare) [![Nurse performaing chart abstraction](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20nurse%20looking%20intently%20at%20a%20screen%20displaying%20a%20patients%20chart.jpeg)](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) ## [Leveraging LLMs for Streamlined Data Extraction in Healthcare](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) ![Picture of Adil Ahmed](https://cognome.com/hs-fs/hubfs/Adil.jpeg?width=50&name=Adil.jpeg) [Adil Ahmed](https://cognome.com/blog/author/adil-ahmed) Jan 28, 2025, 11:03:13 AM [Read more](https://cognome.com/blog/leveraging-language-models-for-streamlined-data-extraction-in-healthcare) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20modern%20hospital%20environment%20bustling%20with%20activity.jpeg)](https://cognome.com/blog/reducing-hallucinations-in-large-language-models-for-healthcare) ## [Reducing Hallucinations in Large Language Models for Healthcare](https://cognome.com/blog/reducing-hallucinations-in-large-language-models-for-healthcare) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Jan 13, 2025, 4:47:17 PM [Read more](https://cognome.com/blog/reducing-hallucinations-in-large-language-models-for-healthcare) [![](https://cognome.com/hubfs/AI-Generated%20Media/Images/An%20AI%20tool%20interacting%20with%20team%20members%20to%20refine%20prompts%20for%20ChatGPT%2c%20enabling%20faster%20coding%20and%20more%20creativity.jpeg)](https://cognome.com/blog/get-ai-to-write-your-prompts) ## [Get AI to Write Your Prompts: Enhance Content Creation with AI](https://cognome.com/blog/get-ai-to-write-your-prompts) ![Picture of Christos Kritikos](https://app.hubspot.com/settings/avatar/5676d5e9806e554e5303a7856d374a69) [Christos Kritikos](https://cognome.com/blog/author/christos-kritikos) Nov 12, 2024, 1:48:22 PM [Read more](https://cognome.com/blog/get-ai-to-write-your-prompts) First Prev [1](https://cognome.com/blog/tag/llm) [2](https://cognome.com/blog/tag/llm/page/2) [Next](https://cognome.com/blog/tag/llm/page/2) [Last](https://cognome.com/blog/tag/llm/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. 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