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AI Visibility Scorecard
mudnat
mudnat.com · Home & Living
Borderline visible. AI bots can crawl mudnat, 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 1 times
Claude
#649,504 of 1,244,923 in Home & Living for AI visibility
4.4
/10
AEO Score
About mudnat
from our crawl and measurement
mudnat is a Berlin, BE business whose own site puts it this way: "mudnat - handmade ceramics. I make ceramic vessels, tableware and home decor in Berlin. Each piece is carefully crafted using handbuilding techniques like slab-building,...." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
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
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 4.4/10, mudnat is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mudnat
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for mudnat.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mudnat
Cite this score: Engagemii (2026). "AEO Score for mudnat." Retrieved from https://engagemii.com/aeo/brands/mudnat
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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