AI visibility score
2.50/ 10Weak
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Coding Cat

Coding Cat

Unclaimed

codingcat.codes · Technology

At 2.50/10, Coding Cat 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, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.

AI engines read this profile 3 times

Claude

49

AI Naming Predictability

i

Rarely named · 49/100

Technology average 28

Top 15% of Technology

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2.50

AEO Visibility

i

Near-invisible · 2.50/10

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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0

Muse Index Score

i

AI agent readiness

Basic · 0/100

Technology average 17

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0

AI Adoption

i

None detected · 0/100

Technology average 2

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About Coding Cat

from our crawl and measurement

Coding Cat is one of the businesses we track in the Technology space. When AI engines look at it, they find little to work with. It scores 2.50 out of 10.

Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Company ·
Coding Cat
Website ·
codingcat.codes
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 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

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Strong

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

Fair

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 read your site and name it in answers. At 2.50/10, Coding Cat is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

How it was working?

All were semi-automated. I wrote a script that from the image file (png) was generating a 3D model suitable for a 3D printer. Then I was sending the model over email to someone that I found on the internet who was printing it and sending it directly to the customer. I didn’t have many customers, just a few, but the margin was nice. I charged $30 for one, and printing cost me about $4, shipping $1.

What was done wrong?

I did have a 3D printer (RepRap) so I tested it myself and I was making cookies for the first time in my life. That was the first problem, I didn’t know anything about making cookies.

What could be done better?

I should have found a non-technical partner that knows what to do to find customers and research the market. I didn’t have any motivation to do this. When someone says “marketing” or “sales” I just get instantly bored, I just can’t do this it is so boring for me. So I think the best thing I should have done is find a partner.

What I’ve learned?

Aside from the issues above and technical stuff, the thing that had the biggest impact on me was the margin. I never thought that I could set it so high. It was shocking for me back then, that I can sell for $30 with costs around $5, with almost any work within the order.

Why installing SSL certificate?

SSL certificate is used for encrypting the data transfered between your website and it’s visitors. It encrypts all the data, including passwords, credit cards, files, preventing others from reading them. Nowadays browsers like Google Chrome show security alerts, when such a website has sensitive form data, and is not using SSL encryption.

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Picked for Coding Cat: AEO & AI Search

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/codingcat-codes

Cite this score: Engagemii (2026). "AEO Score for Coding Cat." Retrieved from https://engagemii.com/aeo/brands/codingcat-codes

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

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