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AI Visibility Scorecard
Play with the Machine
machinelake.com · Technology
Somewhat visible. AI bots can read Play with the Machine, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#419,856 of 2,640,508 in Technology for AI visibility
5.6
/10
AEO Score
About Play with the Machine
from our crawl and measurement
"Play with the Machine Skip to content AboutArchives « Older posts Make it yourself: A Thing-O-Matic Case Study By gavin | Published: September 3, 2011 Makerblock receives a gift of colored." That is how Play with the Machine introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places, missing in others.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
6
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
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
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 5.6/10, Play with the Machine has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Play with the Machine
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Play with the Machine.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machinelake
Cite this score: Engagemii (2026). "AEO Score for Play with the Machine." Retrieved from https://engagemii.com/aeo/brands/machinelake
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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