The method starts by naming the evidence needed. We use deterministic checks for public facts and human-led research for time-bound live engine observations.
Scans assess public-web, entity, technical and structured-data signals using repeatable checks. They report what is observable at assessment time, including gaps or inconsistencies that warrant review.
When a question requires actual engine outputs, human analysts conduct a defined investigation, document selected prompts and observed responses, and separate observation from interpretation. This service is distinct from automated Scans.
We never claim automated live mentions, recommendations, sentiment, citations or output measurement. We do not guarantee any result in ChatGPT, Gemini, Perplexity, Claude or other engines, whose behavior can change.
Start with deterministic public evidence or request scoped human research.
Start an automated scan