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AI Visibility Scorecard
Lab on the Cheap
labonthecheap.com · Education
Somewhat visible. AI bots can read Lab on the Cheap, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#322,362 of 876,920 in Education for AI visibility
5.1
/10
AEO Score
About Lab on the Cheap
from our crawl and measurement
Lab on the Cheap describes itself simply: "Random A Field Guide to 3D PrintingMay 17, 2021A delightfully useful paper centered on 3D printing of microscopes has been written by Mario Del Rosario, Hannah Heil, Afonso Mendes, Vittorio." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.1/10, Lab on the Cheap has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lab on the Cheap
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/labonthecheap
Cite this score: Engagemii (2026). "AEO Score for Lab on the Cheap." Retrieved from https://engagemii.com/aeo/brands/labonthecheap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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