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Why Most Local AI Audits Miss Broken Citations and How to Fix Them
The Structural Flaw in Traditional Local Audits vs. Answer Engines Traditional local audits miss broken AI citations because they evaluate static keyword rankings and Google map packs rather than live multi-platform LLM retrieval and cross-directory entity consensus. When large language models encounter conflicting data, unindexed profiles, or crawler blocks, their retrieval pipelines experience confidence drops and omit your business. Fixing broken citations requires a multi
Frosina Grujevska
23 hours ago8 min read
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