Blind spots cause risks.
Hidden model logic and vibe coding creates dangerous gaps in oversight for modern AI workflows, leading to costly mistakes and compliance violations.


Failures break trust.
Production issues lead to catastrophic SEV 0 events eroding user and organizational trust - why most AI systems die in the POC graveyard!
No clear traceability.
When AI fails, it’s unclear what data or code changes caused the SEV, or how to prevent future issues, repeating failure patterns.


