MLOps CI/CD LLM Regression Test Issues for Startup PMs in HealthTech: Compliance Risks

FAQ

What is the single biggest compliance pitfall for HealthTech LLM regression testing? Missing PHI‑scrubbing in the test suite. The PulseAI debrief (April 2023) proved that a single unchecked PHI token can trigger a $150,000 OCR penalty, outweighing any speed gain.

Can I rely on a generic CI/CD tool like Jenkins for regulated LLM releases? No. Jenkins lacks built‑in PHI validation. The Amazon SageGuard audit (Mar 2023) forced the team to add a custom PHI‑scrubber step, proving that generic tools must be extended for compliance.

How early should legal be involved in the MLOps loop? Before any PHI‑exposing LLM is trained. Lina Gomez’s email to Oscar Health’s compliance team on day 3 (July 2022) resulted in a zero‑audit‑finding release, confirming that early legal involvement eliminates downstream risk.amazon.com/dp/B0GWWJQ2S3).