Reduced production incidents: 11 fewer incidents x 4 hours average resolution = 44 hours - Faster code reviews: 31 hours average reduction across team per month - Proactive debt reduction: Avoiding approximately 2 emergency refactoring sessions per quarter (estimated 40 hours each) = ~27 hours/month