AI Visibility Scorecard
codingwithbenji.com · Technology
At 1.80/10, Coding With Benji 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 4 times
Claude · Parallel
27
AI Naming Predictability
iRarely named · 27/100
Technology average 28
Top 36% of Technology
See what's behind this score →1.80
-
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
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Coding With Benji is a business whose own site puts it this way: "Email Notify Me Coding With Benji's Web Dev Guide The most complete guide to web development technologies on the planet." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.80 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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
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 1.80/10, Coding With Benji is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Who is Coding With Benji?
I began coding in 2018. In 2024, I became a full-time educator and content creator.My goal is to show that you don’t need to be a straight-A student or a genius to learn coding. I simplify complex concepts and teach you how to apply them through practical, project-based tutorials and courses.
Is this your brand?
The exact fixes for Coding With Benji
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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/codingwithbenji
Cite this score: Engagemii (2026). "AEO Score for Coding With Benji." Retrieved from https://engagemii.com/aeo/brands/codingwithbenji
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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