Vol. 1 · Issue 01 · Beta
GEOlens
AI visibility diagnosis

See where AI misses
your brand.

GEOlens checks what ChatGPT, Claude, Perplexity, and Gemini actually say about your site. You get evidence-backed diagnosis cards for missed citations, misread answers, and invisible pages.

Receipt specimen

The exact AI response that missed your brand.

Engine: Perplexity

Query: "Best platforms for deployment previews in 2026"

Answer excerpt: "Top options include Platform A and Platform B for fast preview environments."

Citation status: No citation to vercel.com

Captured: 2026-05-05 12:14 UTC

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How we verify

  • We run live prompts across ChatGPT, Claude, Perplexity, and Gemini.
  • Each diagnosis card includes the query, response excerpt, and citation outcome.
  • We timestamp captures and flag where engines disagree.
  • We never persist raw HTML, only computed signals and findings.

Full scoring details remain open-book on Methodology.

Diagnosis cards

#GL-01Missed citation

Perplexity cites competitors, not your site.

Evidence Query: "best platform for deployment previews." Perplexity cited two competitors and no URL from vercel.com.

Why it matters High-intent buyers can discover alternatives before your brand appears in AI answers.

First fix Publish an llms.txt map and add source-linked comparison content for deployment preview intent.

+14 potential AEO lift
#GL-02Misread answer

AI attributes key product claims to docs pages with weak context.

Evidence Gemini response paraphrased "edge deployment controls" but cited a changelog page with no canonical summary.

Why it matters Your core positioning appears fragmented, reducing accuracy and trust in downstream summaries.

First fix Create one canonical explainer page with schema, FAQ blocks, and explicit claim-to-source structure.

+9 potential AEO lift
#GL-03Invisible page

High-value pages are indexed but rarely extracted.

Evidence Only Organization schema was detected. Product, FAQPage, and Article schema are missing on pages with buying intent.

Why it matters AI engines discover your pages but extract less structured evidence than competing sources.

First fix Add Product and FAQPage schema to key pages and tighten heading + list structure for extractability.

+11 potential AEO lift
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