From the blog

Ideas, research, and updates.

Research updates, product announcements, and insights from the Health Council team.

The Next Generation of Clinical Decision Support

Clinical decision support is moving from interruptive alerts toward contextual, source-grounded assistance that fits the clinician workflow.

Why Doctors Need Better Context, Not More Dashboards

Healthcare teams are already surrounded by data. The missing layer is organized, trustworthy context at the moment of care.

The Future of Patient Intake: From Forms to Conversations

Patient intake can become more adaptive, complete, and useful when conversational collection produces structured, reviewable clinical context.

What Healthcare Can Learn from Developer Tools

Developer tools show how expert software can reduce context switching, expose provenance, and keep automation under user control.

The Best Medical AI Will Feel Boring

In clinical workflows, the most valuable AI may be reliable, bounded, reviewable, and quietly useful rather than dazzling.

Private AI for Healthcare: What Actually Needs to Stay Inside Your VPC?

A practical framework for deciding which healthcare AI components must stay inside your private cloud boundary, from PHI and retrieval to inference and audit logs.

RAG for Healthcare: Why Generic Chatbots Fail Without Clinical Context

Retrieval-augmented generation can make clinical AI more useful, but only when retrieval, permissions, provenance, and clinician review are designed together.

Patient Data, AI, and Why Control Matters in Healthcare

In healthcare AI, security is not just about preventing breaches. It is about understanding where patient data goes, who can access it, and who truly controls it.

How Hospitals Integrate AI: Cloud APIs, Private Cloud, and On-Prem

Hospitals are moving from "Should we use AI?" to "Where does it live, and how do we keep patient data safe?" A practical breakdown of deployment patterns and PHI considerations.

Council 1 Sets a New Bar for Medical Diagnosis on MedAsk

We're excited to introduce Council 1, our newest fine-tuned medical diagnosis model—and the top performer on the MedAsk symptom-checking benchmark across the frontier models we tested.

December 10, 2025

8 min read

Read article