How to Monitor Whether an AI System Is Returning Unsupported Claims

An AI system can produce confident statements that are not supported by its sources. Monitoring needs to capture evidence quality and review outcomes, not only service uptime.

What to check

Define what counts as a supported claim, sample outputs across real task types, verify source links, and track reviewer corrections and escalation rates. Protect private content in evaluation records.

Recommended next step

Use targeted human review and versioned evaluation examples, then investigate repeated failure patterns. Informatix Systems can help assess AI operations and monitoring.