Module 4 · Citations

Citation intelligence for AI search.

Every source AI engines cite — classified, scored and tagged as brand-supporting, competitor-supporting or a gap you can close.

What's in the module

  • Source classifier — 11 types from editorial earned media to peer review platforms to UGC communities.
  • Source Influence Score — see which sources actually move the needle, not just appear once.
  • Brand / competitor / neutral side — instant view of who each source is helping.
  • Local & national filters — surface directory and review gaps by geography.

FAQ

How are sources classified?+
A deterministic classifier maps every domain to one of 11 types — earned, peer, affiliate, competitor, social, brand, review, directory, UGC, industry, partner.
What's the Source Influence Score?+
A composite of frequency × prompts reached × engines reached × recommendation weight × side boost (brand / competitor / neutral).

Map your citation landscape

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