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AI Visibility Scorecard
JONMAR GEAR & MACHINE INC.
jonmargear.com · Food & Beverage
At 2.6/10, JONMAR GEAR & MACHINE INC. is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 3 times
Claude · Meta AI · Apple Intelligence
#1,202,151 of 1,348,061 in Food & Beverage for AI visibility
2.6
/10
AEO Score
About JONMAR GEAR & MACHINE INC.
from our crawl and measurement
JONMAR GEAR & MACHINE INC. works in Food & Beverage. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is a heading structure that lays out what it offers, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 107 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 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 2.6/10, JONMAR GEAR & MACHINE INC. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for JONMAR GEAR & MACHINE INC.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jonmargear
Cite this score: Engagemii (2026). "AEO Score for JONMAR GEAR & MACHINE INC.." Retrieved from https://engagemii.com/aeo/brands/jonmargear
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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