AI Visibility Scorecard
calpolyvibecoding.com · Technology
Somewhat visible. AI bots can read Cal Poly Vibe Coding Club, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude
#464,612 of 2,707,790 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Cal Poly Vibe Coding Club is a San Luis Obispo, CA business whose own site puts it this way: "Cal Poly SLO's AI and vibe coding club. Weekly workshops, hackathons, and a community of builders turning ideas into real projects with AI. No coding experience required." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 5.4/10, Cal Poly Vibe Coding Club has a working base to build on - fixable, and the signals above are where to start.
What Does a CPVC Member Look Like?
Curious About AILooking for a clear place to start.Looking To Stand Out In Their CareerUse AI projects and knowledge to stand out to recruiters.Looking For A Community Of Forward ThinkersJoin a group of driven, ready to learn people.No matter your skill,Vibe Coding Club is for you.
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The exact fixes for Cal Poly Vibe Coding Club
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/calpolyvibecoding
Cite this score: Engagemii (2026). "AEO Score for Cal Poly Vibe Coding Club." Retrieved from https://engagemii.com/aeo/brands/calpolyvibecoding
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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