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AI Visibility Scorecard
f3rmachine.com · E-commerce
At 2.9/10, F3R Machine 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#460,443 of 520,768 in E-commerce for AI visibility
2.9
/10
AEO Score
from our crawl and measurement
"Add to cart 1.50 height 35 mm one-piece cantilever scope mount $311.00 Original price was: $311.00.$248.80Current price is: $248.80." That is how F3R Machine introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
On the page it is passable on a workable page structure and basic crawler access. What holds it back is structured data describing the business, a clearly stated business identity, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
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.
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 2.9/10, F3R Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for F3R Machine
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f3rmachine
Cite this score: Engagemii (2026). "AEO Score for F3R Machine." Retrieved from https://engagemii.com/aeo/brands/f3rmachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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