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AI Visibility Scorecard
TNR Machine
tnrmachine.com · Manufacturing & Industrial
Somewhat visible. AI bots can read TNR Machine, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Claude · Meta AI · Apple Intelligence
#64,711 of 234,582 in Manufacturing & Industrial for AI visibility
5.2
/10
AEO Score
About TNR Machine
from our crawl and measurement
"TNR Machine is a full service precision CNC machine shop with a wide variety of manufacturing capabilities. We also sell replacement hydraulics parts. Housings." That is how TNR Machine of Dowling, MI introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 5.2/10, TNR Machine has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TNR Machine
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for TNR Machine.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tnrmachine
Cite this score: Engagemii (2026). "AEO Score for TNR Machine." Retrieved from https://engagemii.com/aeo/brands/tnrmachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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