
Model risk cockpit
Live drift, fairness, and lineage indicators
Compliance squad huddles
Product + legal + audit syncs every sprint
Ethical data supply
Provenance tags across 48 critical datasetsFive building blocks for trustworthy AI programs
Boards want copilots yesterday, but regulators expect audit trails tomorrow. We outline pattern libraries, feature stores, and ethics workflows that make both groups happy.
- Map decision-heavy journeys before piloting copilots
- Instrument models with observability hooks from day zero
- Pair compliance squads with product owners for faster sign-off




