LLMs
How we monitor your visibility across ChatGPT, Claude, Gemini, Google AI Mode, and Google AI Overviews.
Supported AI providers
The six AI surfaces we monitor for brand visibility, and what each one is best at telling you.
LLM measurement runs
Why we query each prompt multiple times per cycle to produce a stable visibility score.
Brand entity matching
How we recognise your brand in AI answers across spelling variants, aliases, domains, and citations.
Citations vs mentions
Why citations and mentions are tracked separately, and why citations carry roughly half the weight.
Prompt Localization
How we capture city-level answers from AI engines — no VPNs, no proxies, and what a local result does and does not prove.