Multi-tenant isolation, an unbroken audit chain, and reproducibility on every run — the guarantees an enterprise buyer needs before AI touches the data.
Autonomy only works if it’s accountable. Every mutation writes to a hash-chained audit trail you can verify end to end. Tenant isolation is fail-closed — a query without a tenant context is rejected, never leaked. Role-based entitlements gate who (and which agent) can change what. Runs capture reproducibility metadata. And the results everyone reads all come from one canonical results object, so nothing ever quietly disagrees.
One canonical results object powers every view — no spreadsheet drift.
Fail-closed multi-tenant isolation, hash-chained audit, entitlement gates, idempotency, and reproducibility capture — applied automatically to every route.
Private file storage via short-lived signed URLs — never a public bucket.