Repeat
Sample every prompt twice.
AI answers vary. Repeated observations expose instability before a single response becomes a trend claim.
Surface trackers
Monitor the same buyer questions across ChatGPT, Perplexity, Gemini, Google AI Mode, and Google AI Overviews without blending their different answers, sources, or coverage into one opaque score.
Choose a surface
Track when ChatGPT names or cites your brand, which competitors appear first, and the answer evidence behind every visibility metric.
PerplexityTrack brand mentions, cited domains, competitor position, and the answer evidence returned for your buyer questions in Perplexity.
GeminiMeasure Gemini brand mentions, citations, competitor position, sentiment, and answer evidence across a stable set of buyer questions.
Google AI ModeTrack brand and competitor visibility in Google AI Mode across buyer questions, repeated answers, cited sources, position, and sentiment.
Google AI OverviewsTrack when Google shows an AI Overview, which brands and sources appear, and the answer evidence behind mentions, citations, and position.
Shared method
Repeat
AI answers vary. Repeated observations expose instability before a single response becomes a trend claim.
Separate
A brand can be named without a link, or cited without being named in the visible answer.
Audit
Review the prompt, surface, sample, prose, sources, position, and competitor context instead of trusting a composite score.
Illustrative workspace