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AI Visibility Scorecard
McCarthy Cook
mccarthycook.com · Food & Beverage
Somewhat visible. AI bots can read McCarthy Cook, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#270,875 of 1,352,546 in Food & Beverage for AI visibility
5.2
/10
AEO Score
About McCarthy Cook
from our crawl and measurement
"+ RELATIONSHIP DRIVEN EXPERIENCE Lumen - West LA Introducing LUMEN West LA - a metamorphosis of an iconic asset occupying a 3.6-acre, full-city block in the heart of West Los Angeles." That is how McCarthy Cook introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clearly stated business identity. It is passable on a workable page structure and basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1995.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
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
9
Inbound links from other sites.
Domain Authority
2
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 5.2/10, McCarthy Cook has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McCarthy Cook
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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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/mccarthycook
Cite this score: Engagemii (2026). "AEO Score for McCarthy Cook." Retrieved from https://engagemii.com/aeo/brands/mccarthycook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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