AI VISIBILITY SCOREAS OF 2026-09-03 · ENGAGEMII INDEX
4.0/ 10

1.0 since Jul 2026

#646,911 OF 929,138 IN EDUCATION

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Code With Ferdinand

Code With Ferdinand

Unclaimed

codewithferdinand.com · Education

Borderline visible. AI bots can crawl Code With Ferdinand, 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

#646,911 of 929,138 in Education for AI visibility

4

AEO Visibility

i

Borderline · 4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

4

AI Adoption

i

Basic · 4/100

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About Code With Ferdinand

from our crawl and measurement

Code With Ferdinand describes itself simply: "Master your coursework and own your career with elite mentorship in MERN stack, C, Operating Systems, and Adobe Creative Suite." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

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

Industry · Education
Last scored · Sep 3, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 4/10, Code With Ferdinand is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Is your program moving too fast?

I know the feeling. You’re paying for a top-tier education, but the gap between theory and execution is widening every day.The lectures are a firehoseYou hear the words, but the logic isn't clicking. The pace is relentless.The projects are intimidatingYou have a PDF of requirements and no idea where to start.

Is this your brand?

The exact fixes for Code With Ferdinand

Which AI engines already crawl you

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Picked for Code With Ferdinand: 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 September 3, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Code With Ferdinand." Retrieved from https://engagemii.com/aeo/brands/codewithferdinand

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

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