Performance Metrics in the AI Age

Legacy productivity metrics (e.g., lines of code, velocity points) fail in AI-augmented workflows. This paper outlines a new framework for measuring impact in engineering teams.

The model introduces metrics tied to cognitive leverage, decision latency, and outcome predictability — capturing the real value of human-AI collaboration in software delivery.