Search visibility
Often measured through query results, impressions, positions and clicks. Search systems can also synthesise answers and help people compare options.
Learn · AI visibility
AI visibility is whether your business appears in AI-mediated discovery and consideration. It is an observable part of AI Distribution Readiness.
Consideration starts somewhere
Buyer Simulation scenarios begin with a customer need, not your company name. Observed appearances, shortlist inclusion and top-three presence show what happened in those scenarios.
Recommendation in scenarios where the business is suitable asks a different question: was the business actively put forward as suitable? A mention alone does not establish that.
A result belongs to the named model, channel, date and scenario. Rephrasing, retrieval access and model changes can alter the answer.
Presence counts are diagnostic indicators, not a universal ranking or a measure of every customer interaction.
Search and AI
Often measured through query results, impressions, positions and clicks. Search systems can also synthesise answers and help people compare options.
Observed through whether the business appears in an assistant’s response to a relevant buyer need. AI may synthesise sources, compare options or recommend a provider. Search position alone cannot answer this question.
AI Distribution Readiness
Does AI surface your business in relevant buyer scenarios?
Does AI understand what you offer and who it is for?
Does AI recommend you appropriately, for the right reasons?
Can AI represent your business accurately and reliably?
Can AI move suitable customers towards the right next step?