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AI Visibility Scorecard
binarywinter.com · E-commerce
Somewhat visible. AI bots can read Binary Winter Press, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#145,314 of 632,279 in E-commerce for AI visibility
5.3
/10
AEO Score
from our crawl and measurement
"Binary Winter Press was founded by illustrator Cody Vrosh and writer Sheatiel Sarao. We make books, art, geeky neckties and t-shirts screen printed by hand." That is how binarywinter of American Canyon, CA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
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.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
2
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.
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 5.3/10, Binary Winter Press has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Binary Winter Press
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Binary Winter Press.
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/binarywinter
Cite this score: Engagemii (2026). "AEO Score for Binary Winter Press." Retrieved from https://engagemii.com/aeo/brands/binarywinter
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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