AI Visibility Scorecard
Hypothesis
hyp.is · Education
Somewhat visible. AI bots can read Hypothesis, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#156,069 of 936,544 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Hypothesis
from our crawl and measurement
"Hypothesis is the leading social annotation platform trusted by 300+ institutions to boost student engagement, comprehension, and critical thinking, seamlessly integrated into...." That is how Hypothesis introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
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
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
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.
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 5.6/10, Hypothesis has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What Can Be Annotated with Hypothesis?
Hypothesis works seamlessly across every content type your students encounter: Webpages – Annotate articles, research, and course readings right where you find them—directly in your browser. Online PDFs – Highlight and annotate papers, readings, and handouts directly in the document. Videos – Annotate videos with highlights, questions, and comments as you watch.
Is this your brand?
The exact fixes for Hypothesis
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Hypothesis.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hyp-is
Cite this score: Engagemii (2026). "AEO Score for Hypothesis." Retrieved from https://engagemii.com/aeo/brands/hyp-is
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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