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AI Visibility Scorecard
interstate-mcbee.co · Manufacturing & Industrial
Somewhat visible. AI bots can read Interstate-McBee | Serving the diesel industry worldwide since 1947, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#75,145 of 236,156 in Manufacturing & Industrial for AI visibility
5.1
/10
AEO Score
from our crawl and measurement
Interstate-McBee is a business whose own site puts it this way: "Interstate-McBee reaches around the globe to provide engine parts, fuel injection parts, components & gaskets for the heavy-duty diesel & natural gas industry." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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. None of that can be fixed on the page: it has to be earned.
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
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 5.1/10, Interstate-McBee | Serving the diesel industry worldwide since 1947 has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Interstate-McBee | Serving the diesel industry worldwide since 1947
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/interstate-mcbee-co
Cite this score: Engagemii (2026). "AEO Score for Interstate-McBee | Serving the diesel industry worldwide since 1947." Retrieved from https://engagemii.com/aeo/brands/interstate-mcbee-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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