AI Visibility Scorecard
themathfix.com · Education
Borderline visible. AI bots can crawl The Maths Fix: An Education Blueprint for the AI Age, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#538,586 of 936,925 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
The Maths Fix: An Education Blueprint for the AI Age is a business whose own site puts it this way: "Maths does not equal calculating. Project for maths curriculum with computer-based computation. Steer away from hand calculation, towards problem solving." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (WebSite, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 4.5/10, The Maths Fix: An Education Blueprint for the AI Age is crawlable but under-signaled - fixable, and the signals above are where to start.
What Is The Math(s) Fix?
This book is about what the problem is, how it came about and how it can be solved. It takes a cold, hard look at what maths education is and lays out what it should be, not only to keep up with AI, but to empower humankind for this upcoming era. The Problem The maths taught around the world today does not fit how it is used in the real world.
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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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Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/themathfix
Cite this score: Engagemii (2026). "AEO Score for The Maths Fix: An Education Blueprint for the AI Age." Retrieved from https://engagemii.com/aeo/brands/themathfix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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