ROI

GitHub's impact dashboard now models Copilot ROI directly: cost per developer per month from real AI credit consumption, PR output per phase, and a salary selector. What the numbers actually tell you about agent-first vs passive adoption.

Vendor claims of 10x productivity are not verified by real data. Here is the framework enterprises use to measure actual returns from Claude Code, Cursor, Copilot, and agentic coding workflows - with benchmarks, cost models, and the metrics that matter.