# O07: How we built our multi-agent research system

- Publisher: Anthropic
- URL: [Primary source](https://www.anthropic.com/research/multi-agent-research-system)
- Published: 2025-06-13
- Updated/version date: not established
- Accessed: 2026-10-22
- Type: vendor system report
- Verification: opened source, rather than relying on a search excerpt

## Supported finding

The authors report that their agents consumed roughly four times chat tokens and multi-agent systems roughly fifteen times in their data.

## Limits and transfer

Directional evidence about added work, not a universal multiplier. The reported performance gains use an internal research evaluation.

## Use in the session

Mechanism and decision conditions. Retain the qualifications when translating the finding into slide copy. No source establishes Knauf's savings.