# Editorial policy

Commercial relationships do not determine benchmark scores, rankings, model coverage, or editorial verdicts. We separate sourced facts, measured results, estimates, and judgment.

## Evidence

Claims should point to a primary source or a reproducible dataset row. Corrections are made when the source or our handling is wrong.

## Automation

Automation helps collect and check data. It does not turn an unverified provider claim into independent evidence.

Last updated: October 10, 2026

Canonical page: https://benchlm.ai/editorial-policy