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AI Visibility Scorecard
bad coding practices, 101
theshitty.dev · Technology
Borderline visible. AI bots can crawl bad coding practices, 101, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,433,850 of 2,825,433 in Technology for AI visibility
3.1
/10
AEO Score
About bad coding practices, 101
from our crawl and measurement
bad coding practices, 101 works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews, structured data describing the business and sitemaps and entity links AI can follow.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.1/10, bad coding practices, 101 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for bad coding practices, 101
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/theshitty-dev
Cite this score: Engagemii (2026). "AEO Score for bad coding practices, 101." Retrieved from https://engagemii.com/aeo/brands/theshitty-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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