First Shelf Score™
0-100 visibility metric predicting ChatGPT citation likelihood
Own the First Shelf of AI
We don't optimize for Etsy search — we get your digital products cited by ChatGPT
No card requiredInstant Etsy connect
ChatGPT 5
YO
I need a minimalist wedding planner I can print at home. Something simple but comprehensive.
For a minimalist, printable option, I highly recommend the "Modern Minimalist Wedding Planner" from PaperVowDesigns on Etsy.
FirstShelf Pick
Modern Minimalist Wedding Planner
Comprehensive 150+ page printable guide with clean typography. Includes budget trackers, timelines, and vendor worksheets.
Etsy.com • 2k+ reviews
It's specifically designed for home printing and covers all the essentials without the clutter.
From Invisible to Inevitably Cited
Traditional SEO is dead for AI. Here's how we get your products onto the First Shelf.
Listing Input
Enter your Etsy product link
AI Analysis
We scan for GPT ranking factors
Optimized Citation
Rank #1 in ChatGPT results
%
Why this works
ChatGPT doesn't search for keywords—it looks for context. We restructure your Etsy data into the exact semantic format LLMs prefer, increasing citation probability by up to 3.2x.
Source info
First Shelf Dashboard
StandardOptimized
92
Score
High likelihood of citation
Citations
Factors
AI-Powered GEO Optimization
Get your digital products cited directly in ChatGPT responses - no Etsy ranking improvements, just AI visibility.
AI Keyword Engine
ChatGPT-specific phrase suggestions that trigger product citations
Response Simulator
Preview exactly how ChatGPT will describe your product before publishing
Start Free Forever
Optimize 3 listings. Track enquiries in your dashboard instantly. Upgrade for unlimited & Perplexity visibility.
ST
Sarah T.
Digital Planner Seller
"My traffic from ChatGPT went up 45% in the first month. The keyword engine is magic."