The Review Queue Is the New Bottleneck: What AI Coding Assistants Actually Cost Your Engineering Organization
AI coding assistants have flooded enterprise codebases with machine-generated contributions that still demand human scrutiny, testing, and long-term maintenance. Measuring adoption without measuring outcomes has become the newest vanity metric in American enterprise IT. Leaders need to track review latency, defect escape rates, and rework cycles instead.