Learn how to verify agent outcomes
Real failures. Stored-state fixes.
Guides for proving that agent side effects actually landed before they reach production, billing, or customers.
Production failure scenarios
- AI agent updated the CRM — but the record never landedVerify CRM writes before you trust customer data.
- LangGraph trace looks healthy — but state is wrongCatch missing rows, stale rows, and mismatched vector metadata.
- CI passed, but the side effect is missingFail the release when the store did not actually update.
- Tool loop said "success" — CRM or ledger disagreesCompare declared tool activity with stored state.
- Stripe webhook returned 200 — but your ledger is offReconcile external callbacks with internal records before settlement.
Setup and troubleshooting
Ready to prove one workflow?
Run a first verification against your own readable data, or start with the bundled missing-write demo.