AI Visibility Scorecard
Citation Wines
citationwine.com · E-commerce
Borderline visible. AI bots can crawl Citation Wines, 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 7 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#76,747 of 739,287 in E-commerce for AI visibility
52
AI Naming Predictability
iRarely named · 52/100
E-commerce average 18
Top 8% of E-commerce
See what's behind this score →4
-
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
E-commerce average 27
See what's behind this score →0
0
About Citation Wines
from our crawl and measurement
"Tasting Room Coming Soon We are working hard building our new tasting room coming Fall of 2018 Wine Club Become a part of Citation Society Wine Club Great benefits and great wine!." That is how Citation Wines of Issaquah, WA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
On the page it is passable on a workable page structure and a partly stated business identity. What holds it back is credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow and structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- Citation Wines
- Website ·
- citationwine.com
- Industry ·
- E-commerce
- Location ·
- Issaquah, WA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Citation Wines is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Citation Wines
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/citationwine
Cite this score: Engagemii (2026). "AEO Score for Citation Wines." Retrieved from https://engagemii.com/aeo/brands/citationwine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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