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ProductCitation IndexAI InfluenceBlogBook
[unCited]/Pre-Order
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

81

Authoritative Source

Avg Prompt Score

18

across 123 prompts

AI Share of Voice

8%

across 107 prompts

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
109 category
Cited10%11/109
Share of voice10%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus—
Competitors0.6avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors0.5avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors0.3avg/cited
Sentiment—no data

Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.

Categories Pre-Order is visible in

1
  • Feedback Managementnot yet measured→

Executive summary

Shopify is highly likely to be cited by AI engines for evaluation and conversion queries because it has very strong third-party review authority (G2 shows 5,077 reviews with a 4.4/5 rating) and first-party evaluation content (public pricing page and first-party comparison hub). The single highest-ROI fix is to strengthen structured-data coverage for B2B evaluation queries (SoftwareApplication/FAQPage) and ensure AI-crawlability of the most important pages (robots.txt + SSR verification), so AI engines can cite Shopify pages directly rather than relying only on third-party review sites.

Based on audit of shopify.com · May 6, 2026

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