Is Claude Code paying off? Measure it.
Track Claude Code adoption, impact on delivery and quality, and cost per merged PR, next to every other AI tool your teams use. Waydev turns Claude Code usage into numbers leadership trusts.
| Team | Claude Code usage | Cycle time | Rework |
|---|---|---|---|
| Payments | high | 1.9d | 7% |
| Core | medium | 2.6d | 8% |
| Platform | low | 3.4d | 9% |
Seats are easy to buy. Claude Code’s impact is hard to prove.
Usage is not impact
Claude Code activity tells you people use it, not whether delivery got faster or better.
Quality risk is hidden
More AI written code can mean more churn and rework that shows up weeks later.
Multi tool reality
Most teams mix tools. Measuring one in isolation hides the real picture.
See who uses Claude Code and how much it ships.
Adoption you can trust
Weekly active users against your seat count, compared with the previous period and broken down by team, so you know where Claude Code has really landed.
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Active users vs seats
See how many licensed developers actually use Claude Code each week.
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Period over period
Spot growth or drop off against the previous quarter at a glance.
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Adoption by team
Find the teams leading the rollout and the ones that need support.
| Team | Contributors | Adoption | Trend |
|---|---|---|---|
| Data | 118 | 67% | |
| Backend | 104 | 64% | |
| Frontend | 96 | 61% |
Usage, line by line
Lines added and removed with Claude Code every week, plus the number of sessions behind them, side by side with GitHub Copilot and Cursor.
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Code modifications
Lines added and removed with Claude Code, week by week.
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Sessions
How often developers open Claude Code and how that changes over time.
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One view for every tool
Switch between Claude Code, GitHub Copilot and Cursor with the same filters.
The full Claude Code story, from usage to ROI.
Live in your stack, not another spreadsheet.
Connect Git and Jira
Read-only access to your Git provider and ticketing system sets your baseline.
Connect Claude Code
Add an Anthropic Admin API key, or send Claude Code’s OpenTelemetry usage metrics to Waydev with an ingest token.
Compare and act
Waydev shows impact by team and recommends next steps.
Waydev reads engineering metadata through read-only APIs. Source code content is never ingested. Visit the Trust Center
