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

Credits

Estate credits ladder. No checkout is wired on this page — measurement slots are arranged through the honest contact route, and the credits framing below is the current structure, not a paywall:

£0 — Community

Open-source mixtures measured in the public batch as lanes open. Results public, attribution to the submitter.

£12.99 — Priority

Scheduled measurement window, full six-lane report, signed attestation included.

PAYG — Credits

Per-run credits for repeated measurement (regression tracking across your mixture's versions).

Status note: the credits ladder is the estate's current framing. Payment rails are being wired; until then all intake runs through the contact route below. Nothing on this page charges you.

Start

Open a measurement conversation through the CSOAI connect route — mention SwarmBench, your member count, and your weights references:

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