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AI Visibility Scorecard
Marvin Moncada — Junior Developer · Costa Rica
moncadev.com · Technology
At 3/10, Marvin Moncada — Junior Developer · Costa Rica is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,377,375 of 2,711,935 in Technology for AI visibility
3
/10
AEO Score
About Marvin Moncada — Junior Developer · Costa Rica
from our crawl and measurement
"Portfolio of Marvin Moncada, Junior Developer based in Costa Rica. Multi-role platforms, data pipelines, and high-performance sites built within real budgets and timelines." That is how Marvin Moncada Junior Developer · Costa Rica introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3/10, Marvin Moncada — Junior Developer · Costa Rica is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marvin Moncada — Junior Developer · Costa Rica
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/moncadev
Cite this score: Engagemii (2026). "AEO Score for Marvin Moncada — Junior Developer · Costa Rica." Retrieved from https://engagemii.com/aeo/brands/moncadev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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