# Evaluation framework

- Reduction in production defects introduced by new releases
- More predictable and consistent release timelines
- Sustained release cadence without increased QA overhead
- Reduced customer impact from post-release issues
- Fewer emergency fixes or rollbacks
- Improved stability across subsequent releases
- Sustained reduction in post-release incidents
- Improved long-term release confidence