#226,038 OF 265,720 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
Joshua Thomas — Mechanical & Electrical Engineer
theretroengineer.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Joshua Thomas — Mechanical & Electrical Engineer, 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.
AI engines read this profile 3 times
Meta AI · Claude
#226,038 of 265,720 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About Joshua Thomas — Mechanical & Electrical Engineer
from our crawl and measurement
Joshua Thomas Mechanical & Electrical Engineer is a Raleigh-Durham, NC business whose own site puts it this way: "Portfolio of Joshua Thomas, a Mechanical & Electrical Engineer in Raleigh-Durham, NC with 17+ years of experience in CNC machining, electric vehicles, automation, and product design." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found structured data on the page (Person, WebSite, ProfilePage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.3/10, Joshua Thomas — Mechanical & Electrical Engineer is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Joshua Thomas — Mechanical & Electrical Engineer
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/theretroengineer
Cite this score: Engagemii (2026). "AEO Score for Joshua Thomas — Mechanical & Electrical Engineer." Retrieved from https://engagemii.com/aeo/brands/theretroengineer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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