AI Visibility Scorecard
The Maths Fix: An Education Blueprint for the AI Age
mthfx.com · Education
At 1.4/10, The Maths Fix: An Education Blueprint for the AI Age 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, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →1.4
-
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 →20
4
About The Maths Fix: An Education Blueprint for the AI Age
from our crawl and measurement
The Maths Fix: An Education Blueprint for the AI Age describes itself simply: "Maths does not equal calculating. Project for maths curriculum with computer-based computation. Steer away from hand calculation, towards problem solving." When AI engines look at it, they find little to work with. It scores 1.4 out of 10.
Under the hood there is structured data on the page (WebSite, WebPage) and a readable heading structure, but the score is capped by what is missing: an llms.txt file, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
- Company ·
- The Maths Fix: An Education Blueprint for the AI Age
- Website ·
- mthfx.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 8, 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
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.
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 1.4/10, The Maths Fix: An Education Blueprint for the AI Age is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
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.
Is this your brand?
The exact fixes for The Maths Fix: An Education Blueprint for the AI Age
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mthfx
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/mthfx
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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