Detection-first fits
- flagging likely hallucination patterns
- screening responses at scale
- raising risk indicators for review
Detection tells you something went wrong. Remediation gets you unstuck.
When people compare hallucination detection tools with remediation workflows, they are often deciding whether they need a flag, or a correction path that can reopen, inspect, and verify the work.
VeriClaw belongs on the remediation side: evidence review, fake completion diagnosis, intervention, and verification-first recovery around OpenClaw.
Choose detection when
Detection is useful for surfacing risk signals. Remediation becomes necessary when unsupported output has already affected the workflow.
Remediation-first fits
- repairing unsupported claims
- handling not-done-but-claimed-done cases
- verifying the corrected result before closure