Reporting

ReportingService tracks AgentRun (total_tokens, started_at, completed_at, status, purpose), Task (estimated_minutes vs actual_minutes, accepted_at, completed_at) and provider session.completed events (duration, tokens, cost_estimate).

Outputs

• Daily report and metric aggregation per developer / project.
• Estimate-vs-actual variance and per-run token & duration breakdowns.
• Performance analysis and concrete improvement suggestions.
• CSV / PDF export and email digest.
• Studio dashboards: GlobalDashboard, ProjectDashboard, analysis monitor.

Knowledge impact on rework

Because token and duration are tracked per run, the effect of the knowledge base — agents reusing catalogued code instead of regenerating it — is visible directly in the reporting trend.