<\!DOCTYPE html> GeoLens Sample Report — AI Visibility Audit Example <\!-- Open Graph --> <\!-- Twitter Card --> <\!-- JSON-LD: SoftwareApplication schema for rich snippets --> <\!-- Favicon --> Run your free AI visibility audit — See your score in 30 seconds →
Sample Audit — shopify.com June 5, 2026
<\!-- SCORE HERO -->
Overall AI Visibility Score
58/100
GEO Score
▲ Above e-commerce average
AI Visibility Summary: Shopify has strong brand authority and content depth, but misses several critical AI readiness signals. The platform lacks an /llm.txt file and has incomplete Organization schema on key pages, limiting citation potential in ChatGPT and Perplexity product queries. Strong on sitemap and robots.txt, but Google AI Overview visibility is hampered by thin structured data on landing pages.
Your Score 58
+8 above
E-commerce Avg 50
Benchmark: E-commerce Top 25% of e-commerce sites for AI visibility
<\!-- PLATFORM GRID -->
AI Platform Scores
ChatGPT
61
Perplexity
68
Gemini
54
Google AI
42
Claude
57
<\!-- CATEGORY BREAKDOWN -->

Score Breakdown

Technical AI Readiness 52/100
Content Structure 74/100
Schema Markup 38/100
Authority Signals 81/100
<\!-- TECHNICAL SIGNALS -->

Technical AI Signals

robots.txt Found
/robots.txt
Allows AI crawlers. No major blocks.
sitemap.xml Found
/sitemap.xml
5,200 URLs indexed. AI-accessible.
llm.txt Missing
/llm.txt
No AI content instructions. Opportunity to guide citations.
<\!-- STRENGTHS -->

What Shopify Does Well

Deep FAQ sections on product and pricing pages — highly citable structure for ChatGPT and Perplexity question-answering patterns
Strong domain authority (DA 95+) — AI platforms treat Shopify content as credible and high-trust
Sitemap.xml is well-structured with lastmod timestamps — helps Perplexity and Gemini crawl efficiently
Clear hierarchy and breadcrumbs — AI can parse topic relationships across 5,000+ page site
Product schema on PDPs (name, price, availability, reviews) — helps Google AI surface product cards in search
<\!-- TOP ISSUES -->

Top Visibility Issues

No /llm.txt file — AI platforms have no content guidance
Shopify provides robots.txt and sitemap.xml but has no /llm.txt to tell AI crawlers which content to prioritize, how to handle product comparisons, or which pages are authoritative. Competitors with llm.txt files are cited more accurately in AI answers.
ChatGPT Perplexity Claude
Incomplete Organization schema on category and blog pages
Product schema is strong on PDPs but Organization schema drops off on landing pages and blog posts. AI engines like Google AI and Gemini rely on this to confirm site identity, and its absence limits overview card inclusions.
Google AI Gemini
Thin structured data on pricing and feature comparison pages
Pricing pages and feature comparison tables lack structured markup (Offer, Product, or FAQ schemas). These are exactly the queries where AI platforms make recommendations — "best e-commerce platform for small business" — and Shopify's content on these pages is under-marked for the queries it could own.
ChatGPT Google AI
<\!-- ACTION PLAN -->

Recommended Action Plan

Priority 1 Create and deploy /llm.txt

Add an llm.txt file at the root covering: (1) what Shopify is and who it's for, (2) which pages are authoritative for specific product categories, (3) how to handle pricing and comparison queries, (4) contact and credentials information. This is the single highest-ROI fix for AI citation accuracy.

Impact: High Effort: Low Estimated score lift: +6–10 pts
Priority 2 Add Organization schema to category and blog pages

Extend Organization schema markup to include: sameAs links (social profiles, Crunchbase, Wikidata), foundingDate, areaServed, and serviceType tags on non-PDP pages. This confirms site identity for Google AI and Gemini, which currently score low on trust signals.

Impact: High Effort: Medium Estimated score lift: +4–7 pts
Priority 3 Add FAQPage schema to pricing and comparison pages

Pricing pages and feature comparison tables should carry FAQPage schema covering the questions AI platforms actually ask: "What does Shopify cost?", "Is Shopify free?", "How does Shopify compare to Squarespace?". Structured Q&A on these pages will dramatically improve inclusion in AI Overview cards and ChatGPT recommendations.

Impact: Medium Effort: Low Estimated score lift: +3–5 pts
<\!-- COMPETITOR ANALYSIS -->

Who AI Cites Instead

Competitor Citation Analysis

For queries like "best e-commerce platform for small business", AI platforms cite these competitors more frequently than Shopify — primarily because they have stronger structured data on their comparison and pricing pages.

bigcommerce.com
GEO Score
72
Complete FAQPage + Offer schema on pricing pages. Cited in 3x more comparison queries than Shopify.
wix.com
GEO Score
65
Active /llm.txt guides AI citation patterns. Strong FAQ content structure on service pages.
squarespace.com
GEO Score
61
Better Organization schema coverage across blog and category pages. AI identifies site identity more clearly.
<\!-- LOCKED: FULL ISSUE BREAKDOWN -->
Full issue breakdown (12 issues) available in the paid report
Missing LLM bot crawl permissions in robots.txt
CCBot and GPTBot not explicitly allowed or disallowed, causing inconsistent indexing behavior.
No breadcrumbs schema on product category pages
Navigation hierarchy not marked up in JSON-LD, reducing AI's ability to understand site structure.
Duplicate meta descriptions across 1,200+ blog posts
AI engines penalise thin SEO signals on older blog content. Low word-count posts under 400 words are also citability risks.
🔒

Unlock the full report

12 issues, competitor citations, branded PDF, and a complete action plan — all in one report.

Run your free audit now
<\!-- LOCKED: COMPLETE ACTION PLAN -->
Priority 1 Create and deploy /llm.txt

Add an llm.txt file at the root covering: what Shopify is, which pages are authoritative, how to handle pricing and comparison queries.

Impact: High Effort: Low Est. lift: +6–10 pts
Priority 2 Add Organization schema to category and blog pages

Extend Organization schema with sameAs links, foundingDate, and serviceType tags on non-PDP pages.

Impact: High Effort: Medium
🔒

Get the full action plan

12 prioritised actions with step-by-step instructions, code snippets, and a branded PDF you can share with your team.

See your score for free
<\!-- BOTTOM CTA -->

See what AI says about your business.

This sample report shows the kind of actionable insights GeoLens delivers for every site. Run your free audit and get your score in 30 seconds.

Run your free audit now

Free · No signup · Results in 30 seconds