AI visibility score
4.6/ 10Fair

#50,314 of 738,818 in E-commerce

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Crumblecrate.com

Crumblecrate.com

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crumblecrate.com · E-commerce

Borderline visible. AI bots can crawl Crumblecrate.com, 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.

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AI engines read this profile 9 times

Claude · Meta AI · ShapBot

#50,314 of 738,818 in E-commerce for AI visibility

4

AI Naming Predictability

i

Rarely named · 4/100

Top 8% of E-commerce

5

AEO Visibility

i

Borderline · 4.6/10

70

Muse Index Score

i

AI agent readiness

Transactable · 70/100

0

AI Adoption

i

None detected · 0/100

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About Crumblecrate.com

from our crawl and measurement

"Monthly baking kits with pre-measured ingredients, pro tools, and step-by-step video tutorials. Rated 4.9/5 by 10,847 bakers. Free shipping. Perfect for gifting. Cancel anytime." That is how Crumblecrate.com introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.

Our crawl found structured data on the page (Organization, WebSite, FAQPage), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.

Industry · E-commerce
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Strong

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

Strong

Inbound links from other sites.

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 4.6/10, Crumblecrate.com is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

After a year of boxes, what can you actually make on your own?

With most boxes, you've followed a year of recipes and kept none of the skill. With Crumble Crate you've learned techniques you keep using long after the box is gone. The kit is gone in a weekend. The technique stays.

Does the box explain why a step works, or just tell you to do it?

Every kit comes with a recipe card and a video lesson built to teach the reason behind each step. That's the difference between following a recipe and learning to bake.

Will it actually work the first time?

Ingredients arrive pre-measured and the video walks you through every move, so there's no guessing at amounts and no failed bake.You finish with something that looks like it came from a bakery.

What happens if you want to cancel halfway through?

You skip or cancel anytime, no penalty. No prepay traps, no refund runaround. Pause when life gets busy and pick back up when you're ready.

Who is actually teaching you?

Paula, our founder, builds every kit like a pastry-school lesson.A real teacher behind the box, not a faceless brand.

Is this your brand?

✓

The exact fixes for Crumblecrate.com

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Which AI engines already crawl you

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for Crumblecrate.com: How-To

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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Free signup unlocks the full article plus your personalized AEO fix list for Crumblecrate.com.

Crumblecrate.com lists 145 products, 126 in stock, priced 1.25 to 449.85.

Show all 145 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/crumblecrate

Cite this score: Engagemii (2026). "AEO Score for Crumblecrate.com." Retrieved from https://engagemii.com/aeo/brands/crumblecrate

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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