How we build the catalog.

Sources and accuracy

We start with official product information and record a source for catalog entries where possible. We distinguish built-in AI features from optional third-party plugins. Unknown pricing and unverified details are labeled instead of estimated.

Comparisons and alternatives

Comparisons and alternative relationships are selected by editors. Sharing a broad category does not automatically make two products substitutes. We do not publish every possible pair of tools.

Rankings and sponsorship

Popularity and trending lists use activity on Aitrovio and explain their time window and minimum sample. Sponsored placements are labeled and excluded from those rankings. Paid consideration does not guarantee editorial publication.