Lab momentum

Historical movement is visible. Current momentum is not.

Eleven selected LMArena artifacts record leadership changes through August 2025. They form a bounded archive, not a continuous market index.

Published
2026-07-14
Data current
2025-08-29
By
Model Gauntlet
Reviewed by
Trevor Anderson
Evidence
11 pinned artifacts

Reusable report graphic

Meta in the selected legacy archive

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Three evidenced Meta observations showing the selected archive beginning, sampled peak, and ending value.

The graphic follows this report's evidence boundaries and may be cited with a link to this page.

Finding 01

Define momentum before measuring it

Here, momentum means movement in a provider’s sampled frontier rating within the selected legacy artifacts. It does not mean market share, revenue growth, model-release pace, developer adoption, or current strength.

The archive contains 11 dated artifacts from May 8, 2023 through August 29, 2025. Methodology changed during that span.

Finding 02

Leadership changed inside the archive

The highest sampled provider value changes across the selected artifacts. That makes the archive useful for reconstructing competitive handoffs.

It does not support a stable rate-of-change comparison across every interval because the metric and evaluation population changed. Rank movement is historical description, not a forecast.

Replay the selected archive

Finding 03

Meta shows why peaks need endings

Meta begins at 827.0 on May 8, 2023, reaches a sampled peak of 1395.9 on May 19, 2025, and ends at 1288.0 on August 29, 2025.

A momentum account that stopped at the peak would be incomplete. The final decline remains part of the selected record, and third-party derivatives stay excluded because we leave ambiguous ownership out rather than guess.

  • Beginning: 827.0 in May 2023.
  • Sampled peak: 1395.9 in May 2025.
  • Archive end: 1288.0 in August 2025.
  • Rejected claims using 1339, +512, or -57 are not used.

Finding 04

Do not bridge incompatible tables

The July 2026 current snapshot measures something different from the legacy line and covers a single date. We never append it to the legacy line or use it to calculate current lab momentum.

A future momentum product requires repeated reviewed snapshots under one stable method. Until then, Model Gauntlet publishes the historical archive and current table as separate evidence lanes.

Read the metric boundaries

Evidence boundary

What this report does not claim.

  1. The archive is eleven selected artifacts, not a complete daily or monthly series.
  2. Methodology changed within the legacy window.
  3. Provider coverage varies by artifact and missing observations remain missing.
  4. This report makes no claim about present-day momentum or future performance.

See the methodology and corrections policy.

Report source ledger

11 pinned artifacts support this report.

DateSHA-256Artifact
2023-05-0850dbde9cbbadd4939233edf2a25ad2ee345e0ce5af4e310000846bf67a410f5dOpen source
2023-07-17ae6feeba2538ea2593da1971df50eaa436ab114ba3d91be39de3cf5c692d293fOpen source
2023-10-02d5b3ed8668fd1321e28623fc434269274a70ed011b67513cb3ce785d3309f458Open source
2023-12-150848b15e0a15df023703734666cbd59a50a621b865aa66aefd0b7e066eccbd6dOpen source
2024-03-07cd51f95d6c872755bfe782b9a4ccc74a44fe57428776341a315ae1cabf611cd8Open source
2024-06-21b098f9f69009376d87ef4d317c81c648d0558f7c912f693e285de5d3115e309bOpen source
2024-08-28b7da13b5f061a7a5a112e5ca45ff707d6cf6259c8a01b40ea5b77bbd5bd3d5b0Open source
2024-11-203e5f7d30d02d57f07d0506d385d2007fb7ae4a33a24a2e8e62fc95e9434c565eOpen source
2025-02-0553603d4d811e02261964a97bc8cbb46be4380f914388667974ba483e94262e3eOpen source
2025-05-19e6c7227bfda19c7aa521edb19907168e211b8748fe113f7a4536a4d2c2beb48cOpen source
2025-08-29a5c6c2b0143d1a3bfe59a2a970686afae314d8b32321c294c1b6dd9fe63e2417Open source