Banking Fraud Detection
- Built ML systems requiring reproducible audit trails
- Regulatory compliance demanded bit-exact reproducibility
- Test-based verification satisfied banking regulators
Lesson for GRANAT
If test-based determinism satisfies banking compliance, it satisfies your audio pipeline.