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AI Visibility Scorecard
James Cook - Cloud and DevOps
jamescook.dev · Media & Entertainment
Somewhat visible. AI bots can read James Cook - Cloud and DevOps, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#128,098 of 1,879,127 in Media & Entertainment for AI visibility
6.1
/10
AEO Score
About James Cook - Cloud and DevOps
from our crawl and measurement
James Cook describes itself simply: "James is a Microsoft MVP with more than a decade of career experience in the tech space. James's blog focuses on all areas of Cloud and DevOps." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Blog) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
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
7
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 6.1/10, James Cook - Cloud and DevOps has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for James Cook - Cloud and DevOps
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/jamescook-dev
Cite this score: Engagemii (2026). "AEO Score for James Cook - Cloud and DevOps." Retrieved from https://engagemii.com/aeo/brands/jamescook-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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