▼ 0.7 since Jul 2026
#1,046,960 OF 1,384,309 IN FOOD & BEVERAGE
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AI Visibility Scorecard
Clair McLafferty
clairmclafferty.com · Food & Beverage
Borderline visible. AI bots can crawl Clair McLafferty, 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 2 times
Claude
#1,046,960 of 1,384,309 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Clair McLafferty
from our crawl and measurement
"After a decade of writing about cocktails, spirits, and people, I went to grad school to explore and more accurately tell the stories with the data we create in the course of daily life." That is how Clair McLafferty introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, LocalBusiness), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 3.3/10, Clair McLafferty is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Clair McLafferty
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Clair McLafferty.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clairmclafferty
Cite this score: Engagemii (2026). "AEO Score for Clair McLafferty." Retrieved from https://engagemii.com/aeo/brands/clairmclafferty
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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