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AI Visibility Scorecard
John Ryan Cottam
johnryancottam.com · Technology
Somewhat visible. AI bots can read John Ryan Cottam, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#533,695 of 2,639,914 in Technology for AI visibility
5.4
/10
AEO Score
About John Ryan Cottam
from our crawl and measurement
John Ryan Cottam is a business whose own site puts it this way: "Senior full-stack engineer and AI-native systems builder with 15+ years shipping at Amazon and Stripe." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.4/10, John Ryan Cottam has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Ryan Cottam
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnryancottam
Cite this score: Engagemii (2026). "AEO Score for John Ryan Cottam." Retrieved from https://engagemii.com/aeo/brands/johnryancottam
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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