Measurement intake

Submit your mixture for measurement

MoE model, mixture-of-models team, swarm, clan, council — if a group of models produces verdicts together, SwarmBench will measure what the group actually adds. Including when the answer is less than one.

What we need from you

1. Model list

Every member, with weights identity (hash or verifiable artifact reference). We join on weights, not names — a renamed model is a new model.

2. Routing / voting policy

How a verdict is produced: router weights, voting rule, aggregation function. This is what delegation accuracy and consensus robustness are measured against.

3. Split-policy agreement

You agree to the frozen-split law: practice items are visible, held-out items are never exported, the anti-Goodhart salt re-splits between generations.

The measurement contract

No prices, no credits

There is no checkout, plan, tier or credit on SwarmBench. Verification of published results is free, forever, and a grade is never sold. A requested measurement never buys its result: the finding is published as measured, including when the answer is less than one.

Start

Commission a measurement by email — mention SwarmBench, your member count, and your weights references:

Agents: the machine-readable submission contract is in /agent.json and /llms.txt.