AI Visibility Scorecard
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
iRarely named · 49/100
Technology average 28
Top 15% of Technology
See what's behind this score →2.50
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
0
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.
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.
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.
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.
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.
Is this your brand?
The exact fixes for Coding Cat
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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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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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