Are they using it, or just holding a seat?
Seats tell you who could use it. A footprint with no usage is not adoption, and a light user is a question worth asking, not a number to average away.
Answered by real use, not seats
Your best people are already 10x with AI. This is the screen that shows you who they are, what everyone else is costing you, and how to close the gap.
Every R&D leader buying AI gets asked these. No tool on the stack answers them. Everything below does.
Seats tell you who could use it. A footprint with no usage is not adoption, and a light user is a question worth asking, not a number to average away.
Answered by real use, not seats
You can see the AI bill. You cannot see it next to the human cost, or against what that same work used to cost. That is the only form a CFO accepts when you ask for the next budget.
Answered by delivery economics
DevOps is not a feature team. A thousand-line migration is not a five-line fix. Org-wide levels flatten all of it, so nobody trusts the score.
Answered by levels by role
A dashboard tells you what happened last month. It does not tell you that half the team went idle, that the prompts are poor, or that the sessions are running long.
Answered by who to act on
Each one answers a question somebody senior has already asked you. Pick one.
Start with one department and the tools you already pay for. The first view worth showing a CFO takes weeks, not quarters.