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AI Visibility Scorecard
John D. Cook | Applied Mathematics Consulting
johndcook.com · Professional Services
Somewhat visible. AI bots can read John D. Cook | Applied Mathematics Consulting, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Claude · ChatGPT · Meta AI
#217 of 498,359 in Professional Services for AI visibility
7
AEO Visibility
iVisible · 7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About John D. Cook | Applied Mathematics Consulting
from our crawl and measurement
"Companies come to us for help data analysis and data privacy. Clients have included Amazon, Google, Microsoft, law firms, start-ups, and smaller businesses." That is how John D. Cook introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
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
6
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
1
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
6
Social discussion and mentions.
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 7/10, John D. Cook | Applied Mathematics Consulting has a working base to build on - fixable, and the signals above are where to start.
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johndcook
Cite this score: Engagemii (2026). "AEO Score for John D. Cook | Applied Mathematics Consulting." Retrieved from https://engagemii.com/aeo/brands/johndcook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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