AI Visibility Scorecard
crunchlabs.com · E-commerce
Somewhat visible. AI bots can read CrunchLabs, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 20 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#14,265 of 739,337 in E-commerce for AI visibility
43
AI Naming Predictability
iRarely named · 43/100
E-commerce average 18
Top 2% of E-commerce
See what's behind this score →5
-
Network Authority
iNot connected yet
E-commerce average 0.0
0 relationships · E-commerce average 9
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
E-commerce average 27
See what's behind this score →0
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.
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. 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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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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CrunchLabs lists 269 products, 264 in stock, priced 0.00 to 799.95.
Machine-readable copy: the product feed (JSON).
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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