Does a Hotfrog listing help AI visibility?

A Hotfrog listing is a low-weight, supporting citation rather than a source assistants quote. Like most general business directories, its value is narrow: one more place your name, address, phone and category appear consistently, which adds a sliver of corroboration to the entity models build about you. It will not change your visibility by itself, and the effort only pays off as part of keeping your core facts identical everywhere. An accurate listing helps a little; a stale or conflicting one quietly undercuts the consistency that matters.

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FAQ

Is Hotfrog worth the effort?Only lightly. Claiming it and making it accurate costs little and adds a small consistency signal, but a generic directory like this sits far below your own site, Google Business Profile and the review and industry platforms models actually trust. Do not prioritize it over those.

Do generic business directories still matter at all for AI?As a group, consistent citations across them contribute modestly to how confidently a model resolves your business, but no single generic directory is a needle-mover. The win is uniformity — identical name, address, phone and category — not presence on any one of them.

How do I find out where I stand?Run a free Cited scan — it checks the AI-search readiness signals on your website (crawler access, llms.txt, structured data and answer-ready content) and lists the fixes to make first.

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