11-Dimension Quality Audit
Quality can only go up, never down. Every change measured against baseline.
The Problem It Solves
Quality Regression: AI fixes one bug and breaks another. Cyclical bug-fixing loops waste hours. Each change is correct in isolation but destructive in context.
How It Works
CleanAim® runs comprehensive quality verification after every change. Our 11-dimension audit checks type safety, test coverage, pattern compliance, and eight other quality vectors—ensuring fixes don't create new problems.
The BLOCKER severity level prevents any change that would degrade existing quality. If a fix breaks a previously-passing test, it doesn't get accepted. Quality ratchets upward only.
We track quality metrics across 18,000+ test functions. Every change is measured against this baseline. Regression isn't discovered in production—it's caught before the code is ever committed.
Key Components
Baseline Quality Tracking
18,000+ test functions define the quality floor. Any change that drops below baseline triggers BLOCKER.
11 Audit Dimensions
Type safety, test coverage, pattern compliance, async hygiene, dependency injection, and 6 more quality vectors.
Regression Detection
Automatic comparison of before/after quality metrics. Degradation is caught at commit time, not in production.
98/100 Calibration
Honest scoring that acknowledges trade-offs. We know exactly where the 2 points are—and we're transparent about them.
The Evidence
This solution addresses Quality Regression. But the deepest verification comes from behavioral liveness — proving that data actually flows end-to-end. Learn how Silent Wiring works →