AI brand visibility · LLM Mentions

Inspect AI brand visibility evidence without treating it as a promise.

For brand visibility in AI search, Gavix LLM Mentions lets practitioners compare returned brand and mention evidence and inspect historical changes in supported Google AI Overview and ChatGPT selections, where the selected operation supplies those fields.

Direct answer

Inspect returned brand evidence in context.

Use Compare, Top Brands or Top Brand Categories, and Historical, Delta, or New & Lost only as returned evidence for the selected operation and context. They support interpretation, not a monitoring service, alerts, share-of-voice calculation, or market verdict.

Keep the provider selection and operation attached to the evidence you inspect.

Evidence workflow

What the authenticated workflow supports.

Start with returned evidence, not a visibility promise.

AI brand visibility is not a ranking guarantee. Start by inspecting the brand and mention evidence returned for the provider and operation you selected.

Compare multiple targets for the same evidence question.

Use the multi-target Compare operation to inspect returned evidence for several keyword or domain targets under the same supported provider, location, and language context.

Review Top Brands and brand categories.

Top Brands and Top Brand Categories provide operation-specific views of the brands or categories returned by the contract. They are not exhaustive market rankings.

Examine how returned mentions change.

Historical, Delta, and New & Lost operations expose time-oriented mention and AI Search Volume evidence for the selected target and supported provider context.

Separate occurrence, comparison, and change.

Brand mentions answer an occurrence question, Compare holds several selected targets in one context, and historical operations describe returned change. None is a universal share-of-voice or market-leadership calculation.

Keep provider and field boundaries visible.

LLM Mentions supports Google AI Overview and ChatGPT selections; ChatGPT is constrained to United States and English. Returned fields depend on the selected operation contract.

AI visibility

Explore the parent evidence workflow.

AI visibility

Return to the AI visibility hub for the full LLM Mentions evidence workflow.

Questions

What this workflow does—and does not do.

Does Gavix guarantee AI-search brand visibility?

No. LLM Mentions helps inspect returned evidence; it does not guarantee brand mentions, rankings, or optimization outcomes.

Are brand fields available in every LLM Mentions result?

No. Returned fields depend on the selected operation contract.

Is this a continuous alerting or share-of-voice service?

No. This page describes supported comparison, top-result, and time-oriented evidence operations; it does not claim alerts, continuous monitoring, or a share-of-voice calculation.

Inspect a real question

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Start with the supported workflow and review the evidence it returns.

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