AI Visibility Scorecard
adventofvibecoding.com · Technology
Borderline visible. AI bots can crawl Advent of vibe coding, 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 3 times
Claude · Apple Intelligence
#1,397,885 of 2,704,312 in Technology for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Technology average 28
Top 64% of Technology
See what's behind this score →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
4
from our crawl and measurement
"Including spec and test driven development.I’ll teach you how to automate this whole workflow.Slop free zone ⛔️This isn't a course on producing AI slop." That is how Advent of vibe coding introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 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.
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
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 4/10, Advent of vibe coding is crawlable but under-signaled - fixable, and the signals above are where to start.
What is this?
12 challenges for the 12 days of Christmas to take you from 0 to AI coding expert.Everyday from 1st - 12th December you’ll receive an email containing some info, resources, and a challenge 🎁Each email should take 10-20 mins and is designed to develop your AI coding skills.
Is this like advent of code?
A bit. AI coding is hard to test, so you can think of this as a more relaxed challenge. I’m sharing what I’ve found to work. The challenge is attempting each day first then checking how I did it! And completing all 12 days of course! Each day you'll get a short guide to explain the concept, some resources, and a challenge to apply it yourself. I've tried to keep each day down to 20mins.
Who its for?
I've met lots of excellent software engineers who are scared of being left behind but don't know what to do. So I decide to share what I’ve learned over the last couple of years. AI is not a silver bullet, and you're not going to be laying on a beach whilst AI codes for you, but it really can significantly increase your output if used correctly.
Who its not for?
This probably isn't for you if you hate AI or don't know how to code. Likewise if you're an AI pro and have read every article on the internet about AI this might not be a good fit.What will I learn?I’m still finishing up the challenges but here’s some topics you’re guaranteed to cover.
Is this your brand?
The exact fixes for Advent of vibe coding
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/adventofvibecoding
Cite this score: Engagemii (2026). "AEO Score for Advent of vibe coding." Retrieved from https://engagemii.com/aeo/brands/adventofvibecoding
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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