AI Visibility Scorecard
Crumbs Box
crumbsbox.com · Food & Beverage
Borderline visible. AI bots can crawl Crumbs Box, 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 2 times
Claude
#73,440 of 1,392,261 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About Crumbs Box
from our crawl and measurement
Crumbs Box is a business whose own site puts it this way: "Homemade cakes, Great Taste Award brownies, gooey cookies and personalised, hand-iced biscuits delivered to your door." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
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
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 4.2/10, Crumbs Box is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Fancy being our cake taster?
Attention all cake lovers! We are looking for taste testers to try out some exciting new flavours for the next 6 months.
Is this your brand?
The exact fixes for Crumbs Box
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Crumbs Box.
Crumbs Box lists 30 products, 30 in stock, priced 10.00 to 35.00.
Show all 30 products
- Homemade Traditional Mince Pies · 10.00 · Cakes
- Decorated Christmas Biscuits · 20.00 · Biscuits
- Christmas Gingerbread Brownies · 20.00 · Brownies
- Lemon Drizzle Loaf · 18.00 · Cakes
- Apple Crumble Sponge · 18.00 · Cakes
- Chocolate Cake · 20.00 · Cakes
- Lemon Curd Cake · 17.50 · Cakes
- Cookie Selection Box · 18.00 · Cookies
- Welcome Baby Biscuit Gift Set · 25.00 · Biscuits
- Triple Chocolate Cookies · 20.00 · Cookies
- Great Taste Award-Winning Chocolate Brownies · 24.00 · Brownies
- Letterbox Chocolate Cake · 17.00 · Cakes
- Cherry Bakewell Cookies · 10.00 · Cookies
- Ginger White Chocolate Cookies · 10.00 · Cookies
- Orange Milk Chocolate Cookies · 10.00 · Cookies
- Raspberry White Chocolate Cookies · 10.00 · Cookies
- Pistachio & White Chocolate Cookies · 10.00 · Cookies
- Vase of Flowers Biscuit Box (Personalised) · 32.00 · Biscuits
- Caramel Millionaire's Shortbread · 22.00 · Cakes
- Biscuit Gift Box Subscription · 20.00 · Biscuits
- Cherry Bakewell Box · 18.00 · Cakes
- Crumbs Box Gift Card · 10.00 · Other
- Red Velvet Cookies · 10.00 · Cookies
- Carrot Cake Box · 16.50 · Cakes
- Bouquet of Flowers Biscuits Gift · 35.00 · Biscuits
- Freshly Baked Cake & Brownie Gift Box · 22.00 · Cakes
- Afternoon Tea Gift Box · 22.00 · Cakes
- Letterbox Cake Subscription Box · 20.00 · Cakes
- Red Velvet Brownie Box · 20.00 · Brownies
- Victoria Sponge Cake in a Box · 20.00 · Cakes
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/crumbsbox
Cite this score: Engagemii (2026). "AEO Score for Crumbs Box." Retrieved from https://engagemii.com/aeo/brands/crumbsbox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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