QA Metrics Dashboard
System quality · Delivery performance · AI development impact
DORA Metrics
Lead Time to Production5.5 days avg
Deployment Frequency2.1 × / week
Change Failure Rate12.5 %
MTTR2.5 hrs avg
Core QA Metrics — Overall System Health
Production Risk
Defect Escape Rate
11.4%
% of defects found in production
⚠ Needs improvementProduction Risk
Critical Defect Leakage
4 P0/P1
Critical production incidents this month
⚠ MonitorDelivery Speed
Regression Execution Time
36 min
Full regression suite run time
⚠ OptimizeTest Automation
Test Flakiness Rate
9.2%
% of randomly failing tests
⚠ High flakinessTest Automation
Critical Flow Coverage
71%
Key business workflows automated
⚠ Coverage gapReliability
Mean Time to Detect (MTTD)
24 min
Avg time from incident to detection
⚠ Improve monitoringReliability
Mean Time to Resolve (MTTR)
2.5 hrs
Avg time from detection to resolution
⚠ MonitorDelivery Speed
Lead Time to Production
5.5 d
Avg commit → production deploy
Medium bandDelivery Speed
Deployment Frequency
2.1×/wk
Deployments to production per week
Medium bandProduction Risk
Change Failure Rate
12.5%
Deploys causing incidents or rollbacks
⚠ ReviewAI-Driven Development Quality Metrics — AI vs. Human Baseline
AI Change Failure Rate
AI
Human
+9ppBlended avg = 12.5% overall CFR
AI Defect Escape Rate
AI
Human
+6ppBlended avg = 11.4% overall escape rate
AI Test Failure Rate (CI)
AI
Human
+14ppAI PRs break CI 1.8× more often
AI Regression Defect Rate
AI
Human
+4Regressions per 100 changes