91% of developers use AI tools. Your repo is accumulating technical debt RIGHT NOW.
Your AI Team Members. On Your Terms.
Define the rules, set your thresholds, and summon the right agent for every task. Full cost, quality, and reliability governance — you control who ships what.
What You'll See
Key capabilities and insights available in this lens.
Cost per Commit
Real cost tracking per AI-generated commit across all agents. Know exactly what you're paying for each contribution.
Effectiveness Scoring
Quality-weighted effectiveness metrics. Not just volume, but how well AI agents contribute to your codebase health.
Incident Rates
Track how often AI-generated code causes production incidents, regressions, or review rejections per agent.
Token Usage
Monitor token consumption across agents and models. Optimize spending by routing work to the most efficient tools.
Agent Comparison
Side-by-side comparison of all AI agents in your org. See which tools deliver the best ROI for your specific codebase.
ROI Tracking
Are AI agents actually saving time and money? Track ROI trends over time with concrete cost/benefit analysis.
Sample AI Agent Dashboard
Compare AI agents across cost, quality, and reliability metrics.
Copilot
342 commits last 30 days
Cost/Commit
$0.84
Effectiveness
72%
Incident Rate
3.0%
Tokens Used
2.4M
Cursor
189 commits last 30 days
Cost/Commit
$1.12
Effectiveness
68%
Incident Rate
5.0%
Tokens Used
1.8M
Claude Code
156 commits last 30 days
Cost/Commit
$0.95
Effectiveness
81%
Incident Rate
2.0%
Tokens Used
3.1M
Devin
67 commits last 30 days
Cost/Commit
$2.40
Effectiveness
58%
Incident Rate
8.0%
Tokens Used
5.2M
| Agent | Cost/Commit | Effectiveness | Incident Rate | Commits (30d) | Tokens |
|---|---|---|---|---|---|
| Copilot | $0.84 | 72% | 3.0% | 342 | 2.4M |
| Cursor | $1.12 | 68% | 5.0% | 189 | 1.8M |
| Claude Code | $0.95 | 81% | 2.0% | 156 | 3.1M |
| Devin | $2.40 | 58% | 8.0% | 67 | 5.2M |
Want to see this in your org?
Get early access to the full Organization Dashboard.