Combine answers from multiple models

Ask multiple AI models the same question, compare their answers, and combine their strengths into one response. Learn how model fusion works and what affects its cost.

01

Model panel

Different models answer the same request independently.

02

Judge

A separate judge compares strengths, conflicts, and omissions.

03

Fusion

Useful content is reconstructed into one coherent response.

How to interpret it

  • Cost and latency vary with the number of panel models and the judge.
  • A fused response is not guaranteed to outperform every individual model.
  • It is kept separate from model ranking, market share, and benchmark scores.
  • This is a LastAI internal explainer, not an external service launcher.

You