AI Visibility Scorecard
Dean & Machine
deanandmachine.com · Technology
Borderline visible. AI bots can crawl Dean & Machine, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,603,041 of 2,705,685 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
12
AI Adoption
iBasic · 12/100
About Dean & Machine
from our crawl and measurement
Dean & Machine is a business whose own site puts it this way: "AI workforce builder. Living websites, humanless companies, and smart data systems built by one person who understands both business and engineering." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (ProfessionalService, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.4/10, Dean & Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are you interested in?
Pick the one that sounds closest. If you're not sure, that's fine - pick "Not sure yet" and we'll figure it out together. ◈ Living Websites A website that writes its own content, manages its own SEO, and captures leads. No maintenance from you. ▦ Humanless Companies Replace departments with AI workers. Operations, customer service, reporting - running on code instead of people.
Is this your brand?
The exact fixes for Dean & Machine
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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 September 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/deanandmachine
Cite this score: Engagemii (2026). "AEO Score for Dean & Machine." Retrieved from https://engagemii.com/aeo/brands/deanandmachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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