#757,424 OF 2,695,901 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-09-02
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AI Visibility Scorecard
Code4Panama
code4panama.com · Technology
Somewhat visible. AI bots can read Code4Panama, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Meta AI
#757,424 of 2,695,901 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
?
AI Adoption
iNone detected · -/100
About Code4Panama
from our crawl and measurement
Code4Panama Systems that survive production, based in Panama City, describes itself simply: "Boutique software & AI consultancy. Four senior engineers with ~20 years each inside Fortune 500 systems." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (Organization, Person), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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
2
Established authority for your domain.
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.
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, Code4Panama has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Code4Panama
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 September 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/code4panama
Cite this score: Engagemii (2026). "AEO Score for Code4Panama." Retrieved from https://engagemii.com/aeo/brands/code4panama
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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