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AI Visibility Scorecard
Marcus Sousa — Senior Frontend Engineer
marcussousa.dev.br · Technology
Somewhat visible. AI bots can read Marcus Sousa — Senior Frontend Engineer, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#791,136 of 2,641,439 in Technology for AI visibility
5.1
/10
AEO Score
About Marcus Sousa — Senior Frontend Engineer
from our crawl and measurement
Marcus Sousa — Senior Frontend Engineer is a business whose own site puts it this way: "Marcus Sousa, Senior Frontend Engineer focused on React, TypeScript, data visualization, product engineering and scalable web applications." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
5
Forum and community discussion.
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 5.1/10, Marcus Sousa — Senior Frontend Engineer has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marcus Sousa — Senior Frontend Engineer
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Marcus Sousa — Senior Frontend Engineer.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marcussousa-dev-br
Cite this score: Engagemii (2026). "AEO Score for Marcus Sousa — Senior Frontend Engineer." Retrieved from https://engagemii.com/aeo/brands/marcussousa-dev-br
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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