AI Visibility Scorecard
Johnathon Roach : Developer
johnathonroach.dev · Technology
At 2.7/10, Johnathon Roach : Developer is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,364,694 of 2,705,025 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 2.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Johnathon Roach : Developer
from our crawl and measurement
Johnathon Roach: Developer describes itself simply: "Johnathon Roach A Creative Nerd A creative, seduced by the dev side, curiosity has been a common theme over my career; born over years of challenging an ever-changing world with the will to." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 out of 10.
Under the hood there is a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
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
Weak
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.
Off-page authority
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.
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 2.7/10, Johnathon Roach : Developer is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a Roach?
From Normandy came a horde of warriors to the coveted lands of Hibernia. Roach was their crest - a symbol of three ruddy fish on a shield of red. The Normans loved the land they came to take but were ultimately conquered not with weapons of war but by the culture and beauty they came to change. In love, there is no war and all work is effortless.
Is this your brand?
The exact fixes for Johnathon Roach : Developer
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnathonroach-dev
Cite this score: Engagemii (2026). "AEO Score for Johnathon Roach : Developer." Retrieved from https://engagemii.com/aeo/brands/johnathonroach-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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