See whether your AI tooling investment is delivering real organisational velocity — or being quietly consumed by Review Economics overhead and security debt.
Defaults are based on GitHub, Stanford, and DORA research. Adjust to match your organisation's observed data.
Estimates use published research defaults (GitHub 2023 productivity study, DORA State of DevOps, Stanford security research). Actual results vary by team, tooling, and SDLC maturity. This calculator is illustrative, not a financial projection.
No pitch. We'll look at your actual metrics. Or email Matt directly.