How We Review AI Tools

Our evidence levels, classification, and approach to useful comparisons.

Evidence is specific

Identity, documented features, pricing, hands-on testing, and recommendation are separate checks. A confirmed official website does not establish performance or value for money.

Imported records

Descriptions and proposed categories are attributed and may be outdated. Individual imported pages remain noindex until review.

Review workflow

  1. Establish the official product and destination.
  2. Review positioning and assign a category.
  3. Check material feature and pricing claims against official sources.
  4. Write useful content with a unique page and sources.
  5. Review eligibility for indexing. A hands-on badge requires actual testing.

Directory order and comparisons

Default order starts with original profiles, followed by imported records. It is not a popularity ranking. Search prioritizes names before task and description matches. Comparisons separate documented facts from editorial guidance.

Corrections

Dates identify when evidence was checked. No unattended monitoring service is active. Report an outdated detail with a current source.

Commercial independence

No active affiliate links or paid rankings. Any future relationship must be recorded and disclosed.