Most AI directories fail because they publish thin tool pages without an opinionated content graph.
The pages that usually work best are tool profiles, compare pages, best-for pages, and research pages with repeatable structure.
If you want compounding growth, the backend has to operate facts, freshness, and publishing loops instead of only editing prose.