Analyze AI visibility
Review mentions, answer position, narrative, and source evidence by model.
Overview
AI visibility is more than a mention count. Read whether the brand is recommended, compared, excluded, or described with an outdated limitation, then inspect the answer and cited sources.
- Visibility: whether the brand appears
- Position: where it appears relative to alternatives
- Sentiment: repeated strengths and limitations
- Citation: the URLs used as evidence
Recommended workflow
- Choose the prompt and model.
- Read the original answer in context.
- Compare competitor placement and reasons.
- Classify the next action as documentation, content, PR, product, or no action.
Interpretation and limits
A positive answer does not prove commercial impact, and a missing mention does not always mean the brand is a good fit for that question.