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AI Visibility Scorecard
muddnflood.com · Sports & Recreation
Somewhat visible. AI bots can read Mudd N Flood, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#40,490 of 179,910 in Sports & Recreation for AI visibility
5.4
/10
AEO Score
from our crawl and measurement
Mudd N Flood describes itself simply: "At Mudd N Flood we offer the latest in outdoor gear and clothing as well as expert advice to get you prepared for your next outdoor adventure." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.
Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.
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
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
4
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.
How the web signals your brand to AI
Backlinks
9
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.
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 5.4/10, Mudd N Flood has a working base to build on - fixable, and the signals above are where to start.
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muddnflood
Cite this score: Engagemii (2026). "AEO Score for Mudd N Flood." Retrieved from https://engagemii.com/aeo/brands/muddnflood
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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