Query panel
A frozen, versioned mix of category, service, location, comparison, price, trust, and branded questions.
AI SEARCH VISIBILITY
Become easier for AI systems to understand and cite.
Measure what ChatGPT, Gemini, Claude, and Perplexity say across controlled buyer questions, then improve the facts and sources they can discover.
EVIDENCE BEFORE ADVICE
We separate measured visibility from assumptions.
Every commercial score uses completed live responses. Synthetic checks verify infrastructure and never count as business visibility.
Provider measurement
Stored responses, mentions, recommendations, positions, citations, retrieval mode, usage, and cost.
Entity foundation
Verified business facts, public machine-readable identity, schema, aliases, services, locations, and evidence.
Improvement work
Answer-first pages, source consistency, credible mentions, review signals, and citation-worthy business proof.
What we measure
Mention rateRecommendation rateTop-three rateProvider coverageCitation domainsRepeatability