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“Recommend a slow-burn fantasy with found family.” “Books like Fourth Wing.” AI assistants answer these all day — by genre, theme, and comp titles, not by who paid for ads. Check how recommendable your book is right now, and get the honest fixes that move it.
Bookstores had end-caps. Amazon has the algorithm. Now a growing share of readers skip both and just ask an assistant. Those assistants recommend the books whose genre, themes, mood, and comparable titles are legible — clearly stated where models can use them. Most indie books bury those signals.
This checker is honest: it never claims a fake ranking. It assesses how ready your book is to be recommended, the same way our friends at gaflow score local businesses for AI search — and then tells you precisely what to change.