If a prior auth assistant can be pushed to reveal routing rules, utilization criteria, or override logic, the failure is obvious to product, security, and compliance in one screenshot. Honeypot Med packages that into a proof bundle instead of leaving it buried in notes.
People already understand that approval criteria, routing rules, and hidden policies should not leak out through a conversational AI layer.
Those signals map cleanly to how internal reviewers think about a utilization review assistant going off the rails.
That is stronger than a vague model-safety story because the workflow itself already carries urgency.
The proof bundle becomes a useful artifact for a launch review, a buyer trust packet, or an internal security checkpoint.