How to read a Vaiya listing.
The directory is designed to help you narrow a search, inspect the evidence, and decide what to test yourself. A listing is not a legal recommendation or a certification.
Source and claim labels
We distinguish provider-supplied descriptions from independently observed facts and outside evaluations. A linked source tells you where a claim came from; a date tells you when it was reviewed or observed. Missing evidence should remain visible as a gap rather than becoming a confident score.
Finder and comparisons
The initial finder uses explicit attributes such as task, audience, category, and delivery model. It explains why a result matches those filters. It does not analyze confidential case details, and it does not treat a vendor’s payment as a match signal.
Benchmarks and reviews
An outside benchmark applies to the exact model, product version, test conditions, and date reported by its evaluator. Vaiya will link to the original method rather than converting an outside result into a universal product rating. Any future Vaiya review will publish its own test scope and limitations.
Commercial content
Paid press releases and placements will be labeled as advertising on both cards and destination pages. Basic listings remain free. Payment cannot change organic ranking, benchmark results, or corrections. The current preview does not display paid placements.