AI Visibility Scorecard
Machine Freight
machinefreight.com · Technology
Borderline visible. AI bots can crawl Machine Freight, 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 11 times
Meta AI · Claude · ShapBot · Perplexity
#1,309,635 of 2,704,390 in Technology for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Technology average 28
Top 36% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Technology average 17
See what's behind this score →0
About Machine Freight
from our crawl and measurement
"Machine Freight is your one-stop solution for all your machinery and freight shipping needs across Canada and the USA." That is how Machine Freight introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
- Company ·
- Machine Freight
- Website ·
- machinefreight.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 10, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, Machine Freight is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Machine Freight
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Machine Freight.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machinefreight
Cite this score: Engagemii (2026). "AEO Score for Machine Freight." Retrieved from https://engagemii.com/aeo/brands/machinefreight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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