An AI answer about business data should not be a dead end.
If someone asks:
“Where did that number come from?”
The system should not respond with vibes.
It should be able to show:
- who asked
- which tool ran
- which database role was used
- which tenant/workspace scope applied
- which query or approved view produced the result
- how many rows came back
- whether the result was truncated
- when it happened
- which audit record proves it
That is the difference between a useful demo and an audit-ready MCP database workflow.
Model confidence is not evidence.
A tool-call receipt is evidence.
Longer version: Audit-ready MCP database workflows
Production AI systems need answers with receipts.
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