For AI & Engineering Leaders

Prove your AI investment is working

You championed AI coding tools. Now you have to show they paid off. DXSignal measures adoption, productivity, and impact — causally — so "is the AI investment working?" finally has a real answer.

Adoption you can see

An AI adoption score from breadth, team coverage, and engagement — with a maturity stage and the friction blocking wider use. Stop guessing whether the rollout is landing.

AI adoption score

Impact you can defend

A difference-in-differences design isolates the AI effect on delivery — speed and quality together — so you bring the board a number you can stand behind, not a usage percentage.

How AI Impact works

Spend you can justify

Most teams run two or more AI tools. Per-tool cost against acceptance and active seats shows which are earning their seat and which to consolidate.

Measuring AI-assisted code

The difference that matters

Most tools report what share of pull requests used AI. That's adoption, not impact. DXSignal estimates what would have happened without AI and attributes the difference — the claim you can actually defend.