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AI Visibility Software: What to Look For Before You Buy
Evaluate tools by prompt tracking, answer evidence, citations, reporting and cost, with a practical trial checklist.
7 min readRead The basicsWhat Is AI Search Visibility?
What it means for your brand to appear in AI answers, and why mentions, recommendations and cited sources are different measures.
GuideRead Measure itHow to Measure AI Visibility
Set up prompts, pick your competitors and read the results without over-claiming what changed.
PlaybookReadOne question, one page.
What to measure, which tool to pick, why an engine ignores you.
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Tools that do the work.
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AI search, in plain words.
How AI answers pick brands: citations, share of voice, GEO, AEO and every crawler.
The source links an AI assistant shows alongside its answer.
AI Search VisibilityWhether, and how, your brand or pages appear in AI answers to the questions you track.
AI Share of VoiceYour brand’s share of mentions compared with a defined set of competitors, across the answers you sampled.
AI Visibility ScoreA single number that combines several signals, such as mention rate, citation rate, position and sentiment.
llms.txtA proposed Markdown file at your domain root that points AI tools to your most useful pages.
Query Fan-OutWhen an AI search turns one question into several background searches before writing its answer.
Prompt TrackingRunning a fixed set of buyer questions through AI assistants on a schedule and recording the answers.
OAI-SearchBotOpenAI’s crawler for its search features, including ChatGPT Search.
Get the AI-search brief.
Occasional, practical notes on GEO, AEO and how AI engines pick brands. No spam.