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AI Visibility Scorecard

Mud and Routes

Mud and Routes

Unclaimed

mudandroutes.com · Sports & Recreation

Somewhat visible. AI bots can read Mud and Routes, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Meta AI

#4,864 of 232,240 in Sports & Recreation for AI visibility

6.4

/10

AEO Score

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About Mud and Routes

from our crawl and measurement

Mud and Routes is a business whose own site puts it this way: "Welcome to Mud and Routes Here on Mud and Routes we have 100s of UK hill walking and scrambling routes as well as low level and easier walks for all." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data. What holds it back is credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.

Industry · Sports & Recreation
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

7

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

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

4

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.

Reddit

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 6.4/10, Mud and Routes has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Mud and Routes

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Mud and Routes: AEO & AI Search

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 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mudandroutes

Cite this score: Engagemii (2026). "AEO Score for Mud and Routes." Retrieved from https://engagemii.com/aeo/brands/mudandroutes

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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