AI Visibility Scorecard
resolver.caltech.edu · Education
Somewhat visible. AI bots can read About CODA, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence · Parallel
#6,049 of 937,746 in Education for AI visibility
82
AI Naming Predictability
iNamed sometimes · 82/100
Education average 14
Top 1% of Education
See what's behind this score →5.3
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
See what's behind this score →0
from our crawl and measurement
"Mainly articles, but also books, book chapters, technical reports, conference papers and more." That is how About CODA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure. It is passable on a few credibility markers. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow and structured data describing the business.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited 3 times in our tracking, including Meta AI and 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
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 5.3/10, About CODA has a working base to build on - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/resolver-caltech-edu
Cite this score: Engagemii (2026). "AEO Score for About CODA." Retrieved from https://engagemii.com/aeo/brands/resolver-caltech-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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