Why entity clarity matters
AI systems need stable associations between brand, category, expertise, products, and proof points. When those associations are noisy, visibility becomes fragile.
What to audit
- company descriptions across owned pages
- schema and structured data signals
- external profiles and publisher references
- supporting pages that answer category questions
The work looks simple on paper, but it changes how easily a brand can be interpreted across the retrieval chain.