What we correct
We correct factual errors, entity-matching mistakes, duplicated or omitted observations, calculation errors, broken citations, and descriptions that materially misstate what the data supports.
What a correction contains
- The original publication or result.
- The affected fact, observation, or calculation.
- What changed and why.
- The date of the correction.
- Whether rankings or conclusions changed materially.
Methodology revisions
A new scoring rule or material change in prompt design receives a new methodology version. Historical releases remain labeled with the method used at the time. We do not retroactively describe old results as if they were produced by a newer method.
Company responses
A company may submit evidence of an error or provide relevant context. Responses are evaluated on their merits. A commercial relationship, threat, compliment, or request for preferred treatment does not change the standard.
Submit a correctionEmail corrections@benchmarkbureau.com with the result URL, the specific issue, and supporting evidence.
Correction log
No public benchmark corrections have been issued.