Can AI Find You?
Being indexed doesn't necessarily mean being understood, cited or recommended. AI visibility asks a harder question than search ranking: when a system reasons about a category, a place and an intent, does this business enter the answer at all?
Where AI visibility happens
Each environment retrieves, reasons and recommends differently. A business can be strong in one and absent from the next.
Generative result surfaces
Conversational discovery
Direct-answer retrieval
Ranked suggestion sets
Task-driven selection
Mentioned → Understood → Cited → Recommended → Compared → Selected
Six conceptual signals describe how far a business travels through an AI system. Most businesses stop early.
Search visibility and AI visibility are not the same thing
The same business, four different query intents, four different outcomes.
| Query | Search | AI | Citation | Recommendation |
|---|---|---|---|---|
| Business Name | Strong | Strong | Strong | — |
| Category + City | Strong | Medium | Medium | Medium |
| Best Provider | Medium | Weak | Weak | Weak |
| Service Near Me | Medium | Weak | Weak | Weak |
A business can rank and still never be recommended.
Structure, consistency and retrievable evidence
AI visibility is downstream of whether machines can resolve an entity, trust its facts and find corroborating sources.
VisibilityRecordOS does not currently monitor ChatGPT, Gemini, Perplexity, Claude, Google or any other third-party system. The signals shown here describe the intended measurement model.