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AI Visibility Scorecard
MUD WITCH
mudwitch.com · E-commerce
Somewhat visible. AI bots can read MUD WITCH, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#60,012 of 598,108 in E-commerce for AI visibility
5.9
/10
AEO Score
About MUD WITCH
from our crawl and measurement
MUD WITCH is one of the businesses we track in the E-commerce space. Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
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
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
9
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.
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 5.9/10, MUD WITCH 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 WITCH
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MUD WITCH.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mudwitch
Cite this score: Engagemii (2026). "AEO Score for MUD WITCH." Retrieved from https://engagemii.com/aeo/brands/mudwitch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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