AI Visibility Scorecard
CAT4 Prep
cat4-prep.com · Education
Somewhat visible. AI bots can read CAT4 Prep, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Apple Intelligence · Claude
#41,238 of 937,651 in Education for AI visibility
6
AEO Visibility
iVisible · 6.3/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About CAT4 Prep
from our crawl and measurement
CAT4-Prep is a business whose own site puts it this way: "Prepare for the CAT4 Test with free practice by level (Y, G) | Accurate sample questions, free PDF, clear guidance | Trusted by 100K+ families." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Fair
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
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 6.3/10, CAT4 Prep has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Which CAT4 Level is Right for Your Child?
Choose the level that matches your child's year group. Each page includes a free sample questions PDF and prep guide.
Who is CAT4 Prep for?
This site is built to support everyone involved in CAT4 preparation – parents, students, and schools. For ParentsGet clarity, confidence, and the tools to help your child succeed in the CAT4 test – with no guesswork. For StudentsPractice at your level, understand what’s expected, and build real test confidence step-by-step.
Why Choose CAT4-Prep.com?
We're not just about free questions. We build clarity, confidence, and measurable student success through a thoughtful process. Step 1: Research & Plan We start with official frameworks, real CAT4 formats, and input from real families.
Is this your brand?
The exact fixes for CAT4 Prep
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for CAT4 Prep.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cat4-prep
Cite this score: Engagemii (2026). "AEO Score for CAT4 Prep." Retrieved from https://engagemii.com/aeo/brands/cat4-prep
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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