Generative engines synthesise answers from many sources. Being mentioned on the pages they retrieve (reviews, lists, comparisons, directories) matters as much as your own site.
Clear facts, original data, and consistent descriptions make content easier for models to use and cite.
Why it matters when you launch
Listings on directories and "best of" pages are often what AI assistants retrieve when someone asks for tool recommendations.