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Use Cases

One operating view for the people deciding AI rollout.

Built for engineering leads and CTOs. Useful for product and finance leaders too.

Engineering Lead

Who on my team is actually using Claude Code?

Per-engineer Claude Code, Codex, and Cursor usage next to shipped work — in one weekly view.

  • Spot champions and stalled adopters
  • Compare tool and model usage by engineer
  • Turn power-user habits into team standards
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CTO

Where is our AI rollout stuck?

One adoption view across every team, provider, and project — so you standardize on what your engineers already proved works.

  • See adoption by team and project
  • Catch shadow AI before it spreads
  • Standardize on what's already winning
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Also useful for product and finance leaders.

Secondary personas

CPO

Are AI-equipped teams shipping faster?

See which teams turned AI tooling into repeat workflows — and which are still experimenting.

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CFO

What's our true AI spend and concentration risk?

Tracked provider spend plus local-tool value in one board-ready export — no stitching billing portals.

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