AI visibility score
5.2/ 10Fair

#13,880 of 739,210 in E-commerce

As of 2026-10-23 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

CrunchLabs

CrunchLabs

Unclaimed

crunchlabs.com · E-commerce

Somewhat visible. AI bots can read CrunchLabs, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 18 times

Meta AI · Claude · Apple Intelligence · Amazon Alexa

#13,880 of 739,210 in E-commerce for AI visibility

43

AI Naming Predictability

i

Named sometimes · 43/100

Top 2% of E-commerce

5

AEO Visibility

i

Borderline · 5.2/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About CrunchLabs

from our crawl and measurement

CrunchLabs describes itself simply: "Best gift ever! CrunchLabs offers monthly STEM subscription box (toys & robots) for kids, teens & adults, designed by former NASA engineer and YouTuber Mark Rober." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.

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

AI crawlers have visited 18 times in our tracking, including Applebot (Siri), ClaudeBot (Anthropic) and Meta AI.

Industry · E-commerce
Last scored · Oct 23, 2026

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

Strong

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

Fair

Established authority for your domain.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Good

Forum and community discussion.

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 5.2/10, CrunchLabs has a working base to build on - fixable, and the signals above are where to start.

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Picked for CrunchLabs: 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 CrunchLabs.

CrunchLabs lists 269 products, 264 in stock, priced 0.00 to 799.95.

Show all 269 products

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

Source & Attribution

Scored by Engagemii on October 23, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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