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AI Visibility Scorecard

Math to Code

Name: Math to Code - AI Visibility Score
Creator: Engagemii
Published: 2026-08-07T22:29:08.992Z
License: https://creativecommons.org/licenses/by/4.0/

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mathtocode.com · Technology

Borderline visible. AI bots can crawl Math to Code, 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.

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AI engines read this profile 3 times

Claude · Meta AI

#948,874 of 2,629,793 in Technology for AI visibility

4.9

/10

AEO Score

About Math to Code

from our crawl and measurement

Math to Code is a business whose own site puts it this way: "Math to Code is an interactive Python tutorial to teach engineers how to read and implement math using the NumPy library." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Technology

Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Established authority for your domain.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

Forum and community discussion.

No Reddit mentions 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 4.9/10, Math to Code is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Math to Code: How-To

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.

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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mathtocode

Cite this score: Engagemii (2026). "AEO Score for Math to Code." Retrieved from https://engagemii.com/aeo/brands/mathtocode

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.