AI Visibility CheckerProvider breakdown
- ChatGPT-style demo provider: brand appears in some recommendation answers, but not consistently.
- Perplexity-style demo provider: competitors appear when category evidence is stronger than brand evidence.
- Deep report prompt set: 48 prompts across discovery, comparison, reputation, and purchase intent.
Competitor comparison
- VisibleRank appears as a substitute in generic discovery prompts.
- PromptSignal appears when answers emphasize prompt monitoring and tracking.
- AnswerScope appears when answers favor reporting and audit-style workflows.
Sentiment and accuracy notes
- Sentiment: neutral-positive when the brand is known, uncertain when public evidence is thin.
- Accuracy risk: AI answers may infer positioning from generic website copy.
- Citation risk: missing structured comparison pages reduce confidence.
Fix recommendations
- Create a crawlable category page that says exactly who the product is for.
- Publish competitor comparison pages with concrete differentiators.
- Add FAQ schema and concise answer blocks for buyer-intent questions.
- Add proof points: reviews, case studies, pricing, supported markets, and clear product screenshots.