AI Visibility Scorecard
Les Muñoz | Art Director
lesmunoz.com · Fashion & Apparel
Borderline visible. AI bots can crawl Les Muñoz | Art Director, 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 3 times
Apple Intelligence · Claude
#190,623 of 245,426 in Fashion & Apparel for AI visibility
4
AEO Visibility
iNear-invisible · 3.6/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Les Muñoz | Art Director
from our crawl and measurement
Les Muñoz is a business whose own site puts it this way: "A multi-faceted art director/designer based out of NYC." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.6/10, Les Muñoz | Art Director is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Les Muñoz | Art Director
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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lesmunoz
Cite this score: Engagemii (2026). "AEO Score for Les Muñoz | Art Director." Retrieved from https://engagemii.com/aeo/brands/lesmunoz
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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