Risk Management for AI-Augmented Medical Devices
Key Questions
How is FMEA being adapted for AI-augmented medical devices?
A 4-step framework aligns traditional FMEA with ISO 14971 and IEC 62304 standards. It addresses unique risks from stochastic AI behavior in healthcare.
What is the three-tiered trust strategy for AI validation?
It uses LLM juries for scalable validation of AI outputs as an alternative to standard testing. This approach targets gaps in risk management for stochastic systems.
Why are these risk management frameworks important now?
They fill critical gaps in current practices for AI/ML devices. Related articles detail the FMEA application and three-tiered testing methodology.
Traditional FMEA is being adapted for AI/ML devices, with a 4-step framework aligning to ISO 14971 and IEC 62304. A three-tiered trust strategy using LLM juries offers a scalable validation approach for stochastic AI. These frameworks address a critical gap in current risk management practices. Status: developing.