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AI Visibility Scorecard
Firia Labs
codebotlabs.com · Technology
Borderline visible. AI bots can crawl Firia Labs, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,009,386 of 2,836,849 in Technology for AI visibility
5
/10
AEO Score
About Firia Labs
from our crawl and measurement
STEM Education Platform is a business whose own site puts it this way: "Firia Labs makes robotics and STEM based kits with educational software and tools that teach Python coding. Complete computer science CS curriculum. Coding for kids." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 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 5/10, Firia Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Firia Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codebotlabs
Cite this score: Engagemii (2026). "AEO Score for Firia Labs." Retrieved from https://engagemii.com/aeo/brands/codebotlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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