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AI Visibility Scorecard
MTN MUD
mtnmud.com · Education
Somewhat visible. AI bots can read MTN MUD, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Meta AI
#74,917 of 865,865 in Education for AI visibility
6.1
/10
AEO Score
About MTN MUD
from our crawl and measurement
MTN MUD, based in Gillette, WY, describes itself simply: "MTN MUD is a premier drilling fluids company providing comprehensive mud engineering services, products, and 24/7 technical support across Wyoming, North Dakota, and the Rocky Mountain." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, LocalBusiness), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 6.1/10, MTN MUD has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MTN MUD
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mtnmud
Cite this score: Engagemii (2026). "AEO Score for MTN MUD." Retrieved from https://engagemii.com/aeo/brands/mtnmud
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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