MLOps in Regulated Industries: What Production-Ready Really Means

For BFSI and healthcare, the bar is higher than model accuracy. You also need traceability, access control, data residency, and rollbacks. Our production checklist includes:

• Versioned datasets and features
• Model registry + lineage
• Canary deploys & kill switches
• Monitoring for drift, latency & cost
• Incident runbooks and on‑call