How we review AI tools

Who publishes AI Scout

AI Scout is independently operated by Yin Shanlin. The “AI Scout Editorial” byline identifies the publication behind an article; it does not imply a separate staffed testing lab. Read more on the About page.

Evidence and hands-on testing

Product claims should be checked against the provider’s documentation, product pages, pricing pages, or release notes. Articles should link to the sources that support changing or decision-critical claims. We describe a product as hands-on tested only when the article identifies the test method and date. If an article does not show that evidence, treat it as an editorial review based on public information rather than a claim of personal testing.

Evaluation criteria

We consider the product’s core capability, fit with common workflows, value for its intended users, reliability, and limitations. A recommendation explains who may benefit and where another option may fit better.

Any score is an editorial judgment based on the evidence described in that article. It is not a laboratory benchmark or a guarantee of future performance.

Updates and commercial relationships

Product features and prices can change. Review dates indicate when an article was last substantively checked; readers should confirm current terms with the provider. Payment does not determine a rating. Any affiliate relationship will be disclosed near the relevant link, and any sponsored placement will be identified separately.