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AI Visibility Scorecard
MLH Freight
mlhfreight.com · E-commerce
Borderline visible. AI bots can crawl MLH 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#411,407 of 537,908 in E-commerce for AI visibility
3.5
/10
AEO Score
About MLH Freight
from our crawl and measurement
"MLH Freight provides dependable refrigerated, dry van, and flatbed transportation services nationwide. Committed to safety, reliability, and driver success." That is how MLH Freight of Crown Point, IN introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
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
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
0
Little domain authority yet.
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, MLH Freight is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MLH Freight
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlhfreight
Cite this score: Engagemii (2026). "AEO Score for MLH Freight." Retrieved from https://engagemii.com/aeo/brands/mlhfreight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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