How we think about data governance in regulated industry deployments

One thing we get asked about constantly, especially in healthcare and fintech, is how we handle the audit trail problem.

Every AI query needs to be attributable to a specific user, timestamp, and context. Not as an afterthought. Baked into the architecture from day one.

Here's our current approach:

• Per-user query logging with full attribution

• Dedicated VPC per client, one company's data never touches another's

• Human-in-the-loop escalation for edge cases in regulated workflows

Happy to go deep on any of this. If you're building in a regulated space and hitting governance walls, drop your questions below.