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AI Visibility Scorecard
The Mud Run Shuttle
mudrunshuttle.com · Beauty & Personal Care
Borderline visible. AI bots can crawl The Mud Run Shuttle, 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
#120,816 of 147,393 in Beauty & Personal Care for AI visibility
3.3
/10
AEO Score
About The Mud Run Shuttle
from our crawl and measurement
"A trip to Rotorua is not complete without discovering it's array of natural wonders, with a local maori whanau (family) born & raised amongst the Geothermal. The Mud Run...." That is how The Mud Run Shuttle introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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 3.3/10, The Mud Run Shuttle is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Mud Run Shuttle
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Skin Type Isn't One-Size-Fits-All. Neither Should Your Brand's Advice Be.
Beauty is personal in a way that almost no other category is.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for The Mud Run Shuttle.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mudrunshuttle
Cite this score: Engagemii (2026). "AEO Score for The Mud Run Shuttle." Retrieved from https://engagemii.com/aeo/brands/mudrunshuttle
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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