Leadership funds what it can measure. To sustain AI investment in engineering, you need velocity metrics that connect AI to outcomes.
Baseline first
Measure how teams build today — throughput, cycle time, quality — so you can prove what changes.
Track the right signals
Throughput, review load, defect rates, and adoption tell you whether AI is moving the business, not just the demo.
Report to leadership
Velocity dashboards turn AI from a line item into a proven advantage — and justify scaling it safely.