AI Visibility Scorecard
3d-logic.com · Technology
Borderline visible. AI bots can crawl Code, the Universe and Everything..., 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 12 times
Meta AI · Apple Intelligence · Claude · Amazon Alexa
#729,668 of 2,704,277 in Technology for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
Technology average 28
Top 20% of Technology
See what's behind this score →4.4
-
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 →5
0
from our crawl and measurement
Code, the Universe and Everything... is a business whose own site puts it this way: "Skip to content Code, the Universe and Everything… How I shipped an app that actually sells My github is a graveyard of unfinished projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.4/10, Code, the Universe and Everything... is crawlable but under-signaled - fixable, and the signals above are where to start.
Why I think the app sells?
I will be brutally honest – I found a few alternatives to Visual Minipro and they did look better. But all of them had the same fundamental problem: friction.Assuming you even find one of these apps, the first step is to compile them. If you want to keep it up-to-date (if it’s still maintained) – you will have to periodically check for new releases and recompile them.
What kept me going?
I almost gave up working on Visual Minipro several times. The two main reasons I didn’t: Scratching your own itch – I wanted an app like this for myself. I find it useful, and even if no one buys it, I will keep using it. Product/market fit – Visual Minipro is filling a real gap in the market. The XGecu programmers are quite popular and I was surprised they only supported Windows.
How do you know if you are overthinking?
One of the problems with overthinking is that the line between productive analysis and overthinking is thin and easy to miss. However, there are signs of getting there: Although all critical requirements have been satisfied, new requirements are being added. The same topics continue to be discussed repeatedly without reaching any resolution.
What to deal with overthinking?
It is important to understand that the goal of the planning and design phases is not to identify and solve all possible problems. First, it is impossible even to list all the issues. No matter how much time you spend thinking you will miss something. Second, many problems will never materialize, or if they do, their impact will be minimal.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/3d-logic
Cite this score: Engagemii (2026). "AEO Score for Code, the Universe and Everything...." Retrieved from https://engagemii.com/aeo/brands/3d-logic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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