Quality and evidence, control 10 of 15
Q-10 Explain research and benchmark methodology
Readers should be able to understand how a result was produced and what it does not establish.
- Priority
- High priority.
- Hard gate
- No
- Change class
- EVIDENCE_REQUIRED: Authoritative facts must be supplied.
- Quality bucket
- Original, non-commodity value
Why it matters
A benchmark result with no method behind it is just a claim, and readers cannot tell whether it is fair or repeatable. Search engines and AI answer engines have no basis for trusting a result they cannot assess. Hidden sponsorship or missing limitations make that worse.
Evidence to review
- Methodology, result records, exclusions and calculation replay.
How to implement
- Record task selection, sample size, versions, repeats and measurement method.
- Disclose conflicts and failed or excluded runs.
- Distinguish descriptive findings from causal conclusions.
- Preserve enough non-sensitive evidence for review or replication.
How UltimateSEO checks this
Needs your evidence. No automated check covers this control, so it stays UNKNOWN until evidence is supplied.
Evidence needed: the published methodology for any research, benchmark or test and whether it can be followed by a reader.
States used: PASS, FAIL, UNKNOWN, NOT_APPLICABLE or BLOCKED. UNKNOWN is never shown as a pass. How states work.
Sources
Part of The UltimateSEO Framework v4.3, catalogue dated 2026-10-14. Evidence states, control states and the publish gate are explained on the hub.