AI Visibility Scorecard
Willbott’s Wands
willbotts.com · E-commerce
Somewhat visible. AI bots can read Willbott’s Wands, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#159,618 of 735,950 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Willbott’s Wands
from our crawl and measurement
"Wands! Willbott's is in it's 8th year of handcrafting real wood magic wands. We produce the finest quality magic wands for the budding Witch, Wizard, LARP player and Fantasy...." That is how Willbott’s Wands of Chippenham, ENG introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
On the page, the fundamentals are in place: structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.3/10, Willbott’s Wands has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Willbott’s Wands
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willbotts
Cite this score: Engagemii (2026). "AEO Score for Willbott’s Wands." Retrieved from https://engagemii.com/aeo/brands/willbotts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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