AI Visibility Scorecard
Cal NERDS
calnerds.berkeley.edu · Education
Somewhat visible. AI bots can read Cal NERDS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Apple Intelligence
#9,973 of 937,139 in Education for AI visibility
7
AEO Visibility
iVisible · 6.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Cal NERDS
from our crawl and measurement
Cal NERDS describes itself simply: "Skip to main content Cal NERDS About Programs The Cal NERDS Program is made up of several Diversity STEM programs and initiatives." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 6.8/10, Cal NERDS has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cal NERDS
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/calnerds-berkeley-edu
Cite this score: Engagemii (2026). "AEO Score for Cal NERDS." Retrieved from https://engagemii.com/aeo/brands/calnerds-berkeley-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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