AI Coding Code Quality Management 2026: If AI Is Lowering Your Code Quality, You're Managing It Wrong
AI coding code quality management means instrumenting the delivery system, not blaming the assistant. DORA’s 2025 survey found 59% of practitioners perceive AI improving code quality while GitClear measured 81% more code duplication and a collapse in refactoring. When perception and measurement diverge that far, quality did not drop — your management system stopped being able to see it. That gap is the whole subject of this guide. It covers what actually changes inside an AI-assisted diff, which gates belong before a human reviewer, the five signals worth tracking with defensible thresholds, and how to pay down the debt you have already shipped without pausing delivery. ...