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AI Visibility Scorecard
Harlequin Vintage
harlequinvintage.com · E-commerce
Borderline visible. AI bots can crawl Harlequin Vintage, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#303,178 of 511,053 in E-commerce for AI visibility
4.2
/10
AEO Score
About Harlequin Vintage
from our crawl and measurement
"Skip to content Your cart is empty Continue shopping Have an account?." That is how Harlequin Vintage introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 104 words.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Harlequin Vintage is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Harlequin Vintage
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harlequinvintage
Cite this score: Engagemii (2026). "AEO Score for Harlequin Vintage." Retrieved from https://engagemii.com/aeo/brands/harlequinvintage
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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