AI Visibility
AI mention
An AI mention is one expression in a captured AI-generated output that is resolved to an identifiable entity, product, person or resource.
What it means
The record needs the system, surface, query or prompt, locale, account and personalization state when known, capture time, response span and resolution evidence. A mention can be linked, cited or plain text. Schema.org's broader mention concept also describes a reference without making the containing work primarily about that concept.
Why it matters
Occurrence-level evidence prevents a text match from becoming an unsupported claim about sentiment, endorsement, training data, ranking or persistent visibility.
Example
A response names “Atlas” in a database comparison; the stored prompt, sentence and product context resolve it to a software platform, while citation status and sentiment remain separate fields.
Common mistakes
Do not merge namesakes, count navigation or prompt text as output, infer endorsement, claim model training inclusion, treat a citation as required, hide account state, compare unlike systems or promise repeatability.
How AYSA handles this
Signals reviewed
system, surface, query or prompt, locale, account state, capture time, response span, entity candidates, citation state
Problem AYSA can identify
AYSA can identify ambiguous matches, missing capture context and mentions reported as endorsement, training evidence or persistent visibility.
Recommendation prepared
The workflow stores the occurrence, resolves the entity with evidence and separates link, citation, sentiment and recurrence fields.
Approval preview
The reviewer sees the captured output, candidate entities, AI-assisted resolution provenance, uncertainty and proposed record.
Execution
AYSA can approve occurrence records and update supported monitoring views; it cannot control or inspect a provider's private model.
Verification
Repeat captures are new observations linked to the same test definition rather than overwriting the original output.
Limits
Outputs and interfaces change, and provenance or human review does not automatically certify AI Act or legal compliance.
Sources and further reading
- Schema.org — mentions property — Technical vocabulary
- W3C — Web Annotation Data Model — W3C Recommendation
- European Commission — AI Act Article 50 transparency guidelines — Official European Commission guidance
Written by Marius Dosinescu. Reviewed by AYSA SEO Editorial Team · 2026-07-28 00:00:00.
Quick answers
Frequently asked questions
Does an AI mention require a citation or link?
No. Link and citation states are separate properties of the captured occurrence.
Does one mention prove future AI visibility?
No. Outputs can vary by system, query, time, locale, model and account context.
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