AI Visibility Scorecard
mvsouza.com · Technology
Borderline visible. AI bots can crawl mvsouza, 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 1 times
Claude
#1,299,541 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Still, there are many inconsistencies and misconceptions that might make you fuzzy." That is how mvsouza introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 4/10, mvsouza is crawlable but under-signaled - fixable, and the signals above are where to start.
What’a hell?
You may not know about the existence of Yeoman, as I didn’t. So in that case you are asking yourself “What the F$%# is this?”. Yeoman is scaffolding tool that helps developers to start up their projects, especially the web kind. It generates boilerplate code, including bower and npm package references and task runner scripts like grunt and gulp.
And? Why should I care about it?
Actually, this is pretty neat, because you can easily set up a solution with a whole structure, without having to copy code from other projects or write the same jibber jabber. Therefore, it increases your productivity and, if use it the right way, software quality, by adding and configure tools that you would may leave behind, because they “delay” your “progress”. Your browser does not implement html5 video.
Is this your brand?
The exact fixes for mvsouza
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mvsouza
Cite this score: Engagemii (2026). "AEO Score for mvsouza." Retrieved from https://engagemii.com/aeo/brands/mvsouza
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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