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The GEO Visibility Check skill answers the first question of any GEO (Generative Engine Optimization) effort: for the buyer questions that matter, does the brand appear in Claude, ChatGPT, and Gemini answers, and if not, who does and through which sources? It assembles a small panel of buyer prompts, runs each through the engines with full citation tracing, and delivers a per-prompt visibility verdict. One-shot by design: it is the measurement pass that tells you whether a full GEO program is worth running.

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Example Prompts

  • “Do AI assistants recommend [brand]?”
  • “GEO audit for [brand]: 8 prompts, all three engines”
  • “Who wins [category] in AI answers, and why?”
  • “Which sources do AI engines assemble [category] answers from?”

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Audit Methodology

1

Build the prompt panel

3-8 questions buyers actually ask assistants, derived from the product’s category, personas, and competitor set (community mining via Xpoz helps surface real phrasings).
2

Trace every prompt

Each prompt runs through Claude, ChatGPT, and Gemini with live web search on, capturing answers, the engines’ search queries, and cited URLs (the ai-answer-trace skill provides the tracing).
3

Judge visibility per prompt

Present (recommended, listed, mentioned, or absent), cited (brand-owned URL in the citations), who wins instead and via which URLs, and stability across samples.
4

Report

Per-prompt verdict table, cited-domain rankings with surface types, brand citation paths, lost prompts diagnosed, and recommended next steps.

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Requirements

Engine tracing needs AI engine API keys (any of Anthropic, OpenAI, Gemini; one is enough to start). The demand-research side needs only Xpoz. Engine answers are nondeterministic, so verdicts use 2+ samples per engine, and keeping the trace files makes a re-run next month a real before/after.

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Xpoz Tools Used

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Get Started

Get a free access key at xpoz.ai/get-token. See the installation guide to add this skill to your agent. For the weekly program this check previews (tracked prompt panel, dated snapshots, gap analysis, content production), use the open-source geo-seo-agent.