▼ 0.1 since Jul 2026
#130,338 OF 207,516 IN BEAUTY & PERSONAL CARE
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AI Visibility Scorecard
Product Design Cardiff
rafmitchell.com · Beauty & Personal Care
Borderline visible. AI bots can crawl Product Design Cardiff, 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 4 times
Meta AI · Claude
#130,338 of 207,516 in Beauty & Personal Care for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Product Design Cardiff
from our crawl and measurement
"A Cardiff based product designer creating innovative and beautiful designs and 3D visualisations. Cardiff, UK." That is how Product Design Cardiff introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 3.9/10, Product Design Cardiff is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why take the quiz?
Read what my clients learned about their business through my quiz. You might be surprised by what you discover. Take the quiz now!“An eye-opener”The quiz was an eye-opener, clearly highlighting the gaps in my brand identity. Thanks to this insightful tool, we collaborated and couldn't be happier.
Is this your brand?
The exact fixes for Product Design Cardiff
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rafmitchell
Cite this score: Engagemii (2026). "AEO Score for Product Design Cardiff." Retrieved from https://engagemii.com/aeo/brands/rafmitchell
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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