An AI finance agent will read a 10-K and draft your IC memo in seconds.
That speed is the trap. A fast answer feels like a checked answer. It is not.
Before I trust any agent output, I run 5 guardrails:
1. Source. Can I open the document the number came from? 2. Timestamp. As of when? Which filing, which quarter? 3. Math. Does one ratio reproduce by hand? 4. Conflict. Does this contradict the filing or the call? 5. Human approval. Did a named person sign off before it drove a decision?
Each guardrail catches a specific failure. Fabricated figures. Stale data. Wrong margins. Cherry-picked lines. Silent automation.
Most people only check at the end. By then a bad source has already shaped the comps. Catch it at ingest.
The principle is one line: never let the agent be the last set of eyes on anything that moves money or shapes a thesis.
Human judges. AI builds.
Which guardrail do you skip most? Comment it and I will show you the failure mode it hides.
Educational only. Not investment advice.