Evidence hierarchy
- Live benchmark result.
- Provider metadata returned during the run.
- First-party documentation.
- Direct product testing.
- Authenticated search data for planning.
- Community discussion as a pain-point signal.
- Third-party and affiliate claims, clearly labeled.
Ranking rules
- Untested products and models are not ranked.
- Sponsorship never changes score or position.
- Fixture output is not evidence.
- Vendor access does not guarantee favorable coverage.
- Material corrections are logged.
Adult-content boundary
Private lawful-adult prompts use fictional consenting adults. Public samples remain non-explicit. Tests involving abusive categories expect refusal and do not retain or publish harmful detail.