AI Visibility Scorecard
muddypuddles.com · Fashion & Apparel
Borderline visible. AI bots can crawl Muddy Puddles Children's Waterproofs, 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.
AI engines read this profile 3 times
Meta AI · Claude
#18,761 of 246,312 in Fashion & Apparel for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Muddy Puddles offers a fantastic range of children's waterproofs and outdoor clothing for you to choose from. Browse our full collection of children's rainwear and buy online today." That is how Muddy Puddles Children's Waterproofs of London, England introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (Organization, ImageObject, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.2/10, Muddy Puddles Children's Waterproofs is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Muddy Puddles Children's Waterproofs lists 236 products, 233 in stock, priced 2.50 to 90.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muddypuddles
Cite this score: Engagemii (2026). "AEO Score for Muddy Puddles Children's Waterproofs." Retrieved from https://engagemii.com/aeo/brands/muddypuddles
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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