When AI Describes Your Brand Incorrectly: Fixing Source, Entity and Content Gaps
When an AI system describes a company incorrectly, the first job is not to edit every page. Capture the answer, approve one entity statement, identify the source or retrieval conflict, repair the highest-authority sources, and retest by platform and language. This guide provides the diagnostic matrix and limitations.
Brand Entity for AI Search: Helping AI Understand Who Your Brand Is and Why It Matters
When a brand is described inconsistently by AI, the problem may be upstream source ambiguity. This guide shows how to build a brand entity source of truth, relationship map, structured data alignment, external corroboration and prompt baseline without promising AI citations.