AI visibility score
5.4/ 10Fair

▲ 0.4 since Jun 2026

#464,490 of 2,706,057 in Technology

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

AICodingHorrors

AICodingHorrors

Unclaimed

aicodinghorrors.com · Technology

Somewhat visible. AI bots can read AICodingHorrors, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 11 times

Meta AI · Claude · Apple Intelligence

#464,490 of 2,706,057 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 5.4/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

12

AI Adoption

i

Basic · 12/100

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About AICodingHorrors

from our crawl and measurement

"AI Coding Horrors is a growing collection of real-world disasters caused by AI-assisted coding tools like sky-high bills, leaked secrets, broken apps, and every…." That is how AICodingHorrors introduces itself. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Off the page, people discuss it in places AI engines read. There is some, but not much, sign that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

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

Good

Forum and community discussion.

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 5.4/10, AICodingHorrors has a working base to build on - fixable, and the signals above are where to start.

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Picked for AICodingHorrors: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for AICodingHorrors." Retrieved from https://engagemii.com/aeo/brands/aicodinghorrors

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

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