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AI Visibility Scorecard
Mean Machine Shop
meanmachineshop.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Mean Machine Shop, 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 6 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#147,782 of 242,192 in Manufacturing & Industrial for AI visibility
4.3
/10
AEO Score
About Mean Machine Shop
from our crawl and measurement
"Welcome to Mean Machine Inc. If you use or ever need precision machined parts then you need to be talking to us - why? Simply put, we are unique amongst precision machining companies." That is how Mean Machine Shop of Oakland, CA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, ProfessionalService), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
AI crawlers have visited the site 4 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 4.3/10, Mean Machine Shop is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mean Machine Shop
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Mean Machine Shop.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/meanmachineshop
Cite this score: Engagemii (2026). "AEO Score for Mean Machine Shop." Retrieved from https://engagemii.com/aeo/brands/meanmachineshop
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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