AI Visibility Scorecard
Cake-Bit Studio
cakebitstudio.com · E-commerce
Borderline visible. AI bots can crawl Cake-Bit Studio, 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
#617,238 of 739,390 in E-commerce for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
E-commerce average 18
Top 50% of E-commerce
See what's behind this score →4
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Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →15
Muse Index Score
iAI agent readiness
Transactable · 15/100
E-commerce average 27
See what's behind this score →0
About Cake-Bit Studio
from our crawl and measurement
Cake-Bit Studio describes itself simply: "Step into Cake-Bit Studio, where colourful 3D-printed art and cheeky handmade creations bring joy to your shelves. Fun, quirky, and made with heart." When AI engines look at it, they find little to work with. It scores 3.5 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).
- Company ·
- Cake-Bit Studio
- Website ·
- cakebitstudio.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
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 read your site and name it in answers. At 3.5/10, Cake-Bit Studio is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What's Happening?
Markets, launches, and crafty adventures.View MorePixel VsDate:Nov 29, 2025Mandurah Artisan MarketsDate:Nov 29, 2025Perth Hills Artisan Markets July 5Date:Nov 29, 2025
Why shop with Cake-Bit Studio?
Why shop with Cake-Bit Studio?Made with loveEvery piece is designed and crafted by myself in my cosy little studio.One-of-a-kind charmQuirky, colourful, and full of personality you won’t find in mass-made stuff.Small biz, big heartYou’re supporting a real human ( that's me! ), not a factory.
Is this your brand?
The exact fixes for Cake-Bit Studio
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cakebitstudio
Cite this score: Engagemii (2026). "AEO Score for Cake-Bit Studio." Retrieved from https://engagemii.com/aeo/brands/cakebitstudio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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