· MD

O07: How we built our multi-agent research system

  • Publisher: Anthropic
  • URL: Primary source
  • 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.