# Agent Activity Reports

Keito's reporting tools let you analyse agent productivity, costs, and ROI alongside human work.

## Filtering Reports by Source

All report types (Time, Expense, Budget) support source filtering:

- Select **Source: Agent** to see only agent-generated data.
- Select **Source: All** and group by source to compare human vs. agent side by side.

## Key Metrics for Agent Work

### Time Analysis

- **Agent hours by project** — which projects use agents most?
- **Agent vs. human hours** — what's the ratio?
- **Agent hours by model** — filter metadata to see which LLM models are used.

### Cost Analysis

- **LLM spend by project** — where are tokens being consumed?
- **LLM spend by model** — which models are cost-effective?
- **Agent billable revenue vs. LLM cost** — what's the margin?

### ROI Analysis

- **Agent billable rate × hours** vs. **LLM cost** = agent margin
- Compare agent cost-per-task vs. human cost-per-task for similar work.

## Exporting Agent Data

Use **Reports → Exporting Data** to export agent-filtered data as CSV for further analysis. The export includes source and metadata fields.