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AI Visibility Scorecard
CodeLab
codelabdavis.com · Technology
Borderline visible. AI bots can crawl CodeLab, 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 5 times
Apple Intelligence · Claude
#945,450 of 2,596,770 in Technology for AI visibility
4.9
/10
AEO Score
About CodeLab
from our crawl and measurement
CodeLab is a business whose own site puts it this way: "CodeLab members develop their technical skills by working in interdisciplinary teams on projects over the course of one or more academic quarters." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 4.9/10, CodeLab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CodeLab
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/codelabdavis
Cite this score: Engagemii (2026). "AEO Score for CodeLab." Retrieved from https://engagemii.com/aeo/brands/codelabdavis
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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