Find here all our blog posts tagged with: generative AI.

Two distinct translucent panels representing separate AI transparency obligations, one symbolizing content marking and the other symbolizing interaction disclosure.

Life Sciences Is Merging Two EU AI Act Obligations Into One

EU AI Act transparency rules for content marking and interaction disclosure are distinct obligations, and life sciences compliance teams keep treating them as one.

Rows of orderly metal cabinets dissolving into a swirling field of light, symbolizing legacy compliance systems confronting generative AI unpredictability

The Readiness Gap Behind FDA's 1,000 AI Devices

FDA's large base of authorized AI-enabled devices masks a readiness gap that generative and agentic systems will expose immediately.

Rows of empty archival drawers in dim light with one drawer open, symbolizing regulatory frameworks not yet built for new AI tools.

The Real Gap Isn't Evidence. It's Framework Fit.

AI medical device clearances are outpacing the regulatory architecture meant to govern them, and hospitals are deploying generative AI ahead of any classification at all.

Layered translucent glass panels arranged in a grid, symbolizing a two-axis risk framework, with no visible text.

FDA's GenAI Framework Is Still a Draft of a Draft. That's the Opportunity.

FDA's two-axis risk framework for generative AI medical devices is not policy yet, and the October 19 comment window is the cheapest chance to shape it before it hardens.

A human hand and a mechanical hand reach toward each other under clinical light, symbolizing shared judgment between physicians and AI systems.

The Comment Window That Will Define GenAI Medical Devices

FDA's open docket on generative AI medical devices is the narrow window life sciences leaders have to shape binding rules before they harden.

A glowing light moves down a hospital corridor ahead of a closed door, symbolizing patient access preceding formal authorization.

What FDA's Tempo Pilot Actually Asks Compliance Leaders to Decide

FDA's reported Tempo pilot lets generative AI devices reach patients ahead of authorization, and the public record on how is thinner than the headline suggests.

Abstract branching light structure over medical equipment representing two diverging regulatory pathways for AI devices.

The Blind Spot Beneath FDA's Generative AI Test

FDA's two-axis approach to generative AI devices is a familiar SaMD extension, but existing inspection data suggest most manufacturers can't yet clear the bar it sets.

Three translucent concentric rings lit by scanner light, symbolizing a layered evaluation framework for medical AI devices

FDA's Three-Part Test for Agentic Devices

FDA's generative AI discussion paper outlines a safety, proficiency, and generalizability framework that will shape validation evidence long before formal guidance arrives.

A robotic surgical instrument shown transitioning from precise mechanical form into abstract digital blur, symbolizing the boundary between validated and unvalidated AI.

The Generative AI Gap in FDA's Device Playbook

FDA has cleared over 1,000 AI-enabled devices, but generative AI features still lack a defined regulatory pathway, forcing sponsors to choose their architecture carefully.

A clinician walks through a glass hospital corridor illuminated by abstract flowing light patterns, symbolizing AI governance built inside care settings.

The Governance Gap Belongs to the Deployer, Not the Regulator

Hospitals and pharma functions adopting generative AI now carry governance obligations that device and drug frameworks were never built to cover.

Abstract split-path image representing generative AI diverging between regulated clinical devices and unregulated drug discovery applications

Generative AI Isn't Breaking Device Rules. It's Avoiding Them.

FDA's generative AI vacuum in clinical SaMD is pushing vendor activity toward drug discovery applications that sit outside device regulation entirely.

A crystalline quantum lattice merging into a glowing DNA helix, symbolizing quantum-enhanced AI drug discovery

Quantum-Classical AI Enters Drug Discovery, Validation Frameworks Don't

Quantum-enhanced generative AI is moving into drug discovery pipelines faster than GxP validation and data integrity practices can absorb it.

Two diverging paths of light, one narrow and bounded and one diffuse and branching, symbolizing split regulatory tracks for medical AI

Two Speeds of FDA AI Clearance

The FDA's bounded-diagnostic clearances and its generative-AI comment period reveal a widening split in medical AI oversight that regulated buyers must plan around now.