91% of developers use AI tools. Your repo is accumulating technical debt RIGHT NOW.
Agent Effectiveness. Measured Like a Team Member.
Measures AI agent ROI: cost per commit, incident rate, and code quality scores. Compare agents head-to-head across your org.
What You'll See
Key capabilities and insights available in this lens.
Cost Per Commit
Track the real cost of each AI-generated commit including token usage, API calls, and compute. Compare efficiency across agents.
Quality Scoring
Measure the code quality of AI-generated commits. Agents that produce clean, well-tested code score higher than those creating technical debt.
Incident Rate
Track how often AI-generated code causes production incidents, test failures, or requires human intervention to fix.
Head-to-Head Comparison
Compare multiple AI agents side by side. See which tools deliver the best ROI for your specific codebase and team.
Token Usage Analysis
Monitor token consumption and costs across all AI agents. Identify which agents are cost-effective and which are burning budget.
Agent as Team Member
AI agents are evaluated with the same rigor as human contributors. Same dashboard, same metrics, same accountability standards.
Want to see this in your org?
Get early access to the full Organization Dashboard.