AI Visibility Scorecard
ctml.berkeley.edu
ctml.berkeley.edu · Education
Somewhat visible. AI bots can read ctml.berkeley.edu, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude
#78,538 of 936,926 in Education for AI visibility
6
AEO Visibility
iVisible · 6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About ctml.berkeley.edu
from our crawl and measurement
ctml.berkeley.edu is a Berkeley, CA business whose own site puts it this way: "CTML's mission statement is to drive rigorous, transparent, and reproducible science by harnessing cutting-edge causal inference and AI targeted towards robust discoveries, informed." Its AI visibility score is 6.0 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Weak
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 6/10, ctml.berkeley.edu has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ctml.berkeley.edu
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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ctml-berkeley-edu
Cite this score: Engagemii (2026). "AEO Score for ctml.berkeley.edu." Retrieved from https://engagemii.com/aeo/brands/ctml-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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