AI Visibility Scorecard
Crack the OAT
oat-prep.com · Education
At 3.6/10, Crack the OAT is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · Parallel
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →3.6
-
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
About Crack the OAT
from our crawl and measurement
Crack the OAT describes itself simply: "Ace the Optometry Admission Test (OAT) and get into top optometry schools. 10 Full-Length OAT practice tests, 100+ hours of video courses, 50,000+ flashcards, study guides, review courses." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
What holds it back is structured data describing the business, an llms.txt file, a sitemap, the first things an answer engine looks for.
AI crawlers have read this profile 5 times in our tracking, including ClaudeBot (Anthropic) and ShapBot (Parallel).
- Company ·
- Crack the OAT
- Website ·
- oat-prep.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3.6/10, Crack the OAT is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Crack the OAT
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Crack the OAT.
Source & Attribution
Scored by Engagemii on November 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/oat-prep
Cite this score: Engagemii (2026). "AEO Score for Crack the OAT." Retrieved from https://engagemii.com/aeo/brands/oat-prep
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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