What you are seeing
AI engines retrieve rich, authoritative sources about the category, and none of them name the brand.
The model has plenty to read about the market and no reason to mention this business, so competitors are recommended by default even when the brand is a better fit.
Severity & business impact
High severity
The category conversation happens without the brand in it. Every answer in the market is an opportunity captured by a competitor, and on-site work alone cannot recover it.
Symptoms
- Answers about the category are detailed and well-sourced
- The same third-party pages are cited repeatedly across engines
- Competitors appear in those sources; the brand does not
- Own site scores acceptably on technical and content signals
Likely causes
- No presence in the directories, round-ups and comparisons the model retrieves
- Brand absent from category-level third-party coverage
- Digital PR aimed at publications the engines never cite
- Entity description too ambiguous to be summarised in one clause
Recommended first actions
- Extract and rank the source pages behind five unbranded decision-stage questions
- Flag every high-frequency source that names a competitor and not you
- Pick the top three multi-engine sources and pursue inclusion in citation-frequency order
Recommended response
Recommended next steps
Where this fits - and what's next
The SearchScore path from a problem you feel to visibility you can measure.