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AI Visibility Scorecard
Tobin Machining INC
tobinmachining.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Tobin Machining INC, 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
#190,264 of 228,646 in Manufacturing & Industrial for AI visibility
3.5
/10
AEO Score
About Tobin Machining INC
from our crawl and measurement
"Tobin Machining has been making defect-free precision machined parts and assemblies for OEM customers in the marine, automotive, military, agriculture and other markets since 1923." That is how Tobin Machining INC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business and sitemaps and entity links AI can follow.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
0
No inbound links found yet.
Domain Trust
1
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 3.5/10, Tobin Machining INC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tobin Machining INC
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tobinmachining
Cite this score: Engagemii (2026). "AEO Score for Tobin Machining INC." Retrieved from https://engagemii.com/aeo/brands/tobinmachining
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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