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AI Visibility Scorecard
mbarq.com · Other
Somewhat visible. AI bots can read Manuel Bermúdez Arquitecto csp, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
5.7
/10
AEO Score
from our crawl and measurement
mbarq is a San Juan, San Juan business whose own site puts it this way: "Manuel Bermúdez Arquitecto csp is an award-winning architecture and urbanism firm based in Puerto Rico with over 30 years experience working with multiple types of projects and sectors." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
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). One thing worth knowing: the site serves almost no readable text without JavaScript, so a crawler sees far less than a visitor does. There is not much on the page to read either, about 5 words. It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 5.7/10, Manuel Bermúdez Arquitecto csp has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Manuel Bermúdez Arquitecto csp
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbarq
Cite this score: Engagemii (2026). "AEO Score for Manuel Bermúdez Arquitecto csp." Retrieved from https://engagemii.com/aeo/brands/mbarq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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