Audit how AI answers describe your brand by separating tone, factual claims, citations, severity, and uncertainty across engine-specific cohorts.
Compare competitor mentions, recommendations, citations, and source overlap with engine-specific prompt cohorts and uncertainty-aware share metrics.
Track brand mentions and cited sources in Claude while separating model-only answers, web-search answers, and Anthropic's three documented crawler roles.
Track brand mentions and grounded sources in Gemini while separating the consumer app, Gemini API grounding, and Google Search AI features.
Track AI Overview appearance, supporting links, landing pages, clicks, and conversions using Google Search eligibility rules and careful SERP sampling.
Measure Perplexity citation rate, source share, cited URLs, and brand mentions using repeatable cohorts and Perplexity's documented crawler and APIs.
Measure brand mentions, recommendations, cited URLs, and factual accuracy in ChatGPT Search without pretending its source-selection system is knowable.
Build a defensible AI visibility program for ChatGPT, Claude, Gemini, Perplexity, and Google Search without conflating products, APIs, or opaque rankings.
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