Raven Public Case Study
CASE 002 - False Confidence
A full public-safe case study built from Raven internal/synthetic evidence and preserved engineering lessons.
Case structure
Problem
The first run produced false confidence that had to be preserved rather than hidden.
Engineering review
The review separated unsupported confidence from safe uncertainty and regression evidence.
Repair
The correction path tested whether the recommendation should be blocked, deferred or escalated.
Lesson learned
A blocked claim can be a better result than a confident but unsupported answer.
Public-safe disclosure
This case study describes engineering evidence and decision boundaries. It does not disclose MTZ mechanics, private implementation rules or customer data.
Customer-specific savings, SLA impact and operational baseline require pilot validation.
Lessons learned
Before the test Raven assumed a bounded decision could be produced from visible evidence.
The data showed where confidence, consequence or replay freeze rules needed sharper separation.
The architecture response is preserved as a testable requirement rather than a marketing claim.