FirstShelf Score™
0-100 metric for AI citation readiness
Example:
Score: 87/100 - High likelihood of ChatGPT citation
Note:Based on semantic analysis, keyword density, and citation patterns
✨ Own the First Shelf of AIDon't Just Rank.Become an Entity.
The only GEO platform that transforms Marketplace Sellers into AI-recognized Brands.
Free forever
No credit card
See results in 60 seconds
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
From Renting to Owning
Stop building someone else's castle.
FirstShelf helps you transition safely from marketplace dependence to true ownership.
Phase 1
GEO Visibility
We optimize your Etsy/Amazon listings to get AI traffic now.
Phase 2
Audience Capture
We help you convert that traffic into your own email list.
Phase 3
Brand Independence
We generate the content to launch your own site.
AI-Powered GEO Optimization
Get your products cited directly in AI responses - no platform ranking games, just pure AI visibility.
Text GEO Metrics
Deterministic metrics that show exactly what to fix (facts, structure, attributes)
Example:
FD: 4.2 facts/100 words · RG: Grade 8.1 · SCI: 8/10
Note:Deterministic metrics that measure how quotable, complete, and readable your listing is for AI systems
AI Optimize
Rewrite title, description, and tags for AI visibility (without keyword stuffing)
Example:
Optimized: clearer title + scannable description + better tags
Note:Your title, description, and tags rewritten to improve AI match quality without keyword stuffing
Visual Evidence Check
Upload an image to catch text↔image mismatches. Pro+ unlocks AI image generation.
Why optimize for GEO?
The Old Way (SEO)
You fought for keywords on Google. If you weren't on page 1, you didn't exist.
The New Way (GEO)
You fight for Entity Status on ChatGPT. You become the reliable source the AI quotes.
The Problem: Marketplace listings (Etsy/Amazon) are often ignored by AI models as "low-authority sources."
The FirstShelf Solution: We build the independent web presence, schema, and content depth required to make your brand a "Trusted Source" in the eyes of AI.
Lost in the "Listings" crowd
Page 10
Cited as an Authority Entity
Beyond Text: AI-Optimized Product Images
Your Product Images Are Lying to AI (And It's Costing You Citations)
AI models verify claims before citing. If your text says "rose gold" but your image shows silver, you're invisible.
What You Have
Text Claims:
- • "Rose gold finish"
- • "Hand-woven cotton"
- • "Fits A4 size"
Result:
AI can't verify → No citation
INCLUDED IN AUDIT
What We Analyze
Translator Agent
Analyzes image + text for mismatches
✓ Detects missing visual proofs
✓ Identifies contradictions
✓ Creates optimization prompt
"Image shows silver, not rose gold. Missing texture detail. No size reference."
PRO+ FEATURE
What You Get
AI-Generated
Image GEO Agent:
- ✓ Visible rose gold color
- ✓ Clear texture detail
- ✓ A4 paper for scale
Result:
AI can verify → stronger citation readiness
Generate an AI-Optimized Product Image
Image generation is available on Pro and Premium plans
Frequently Asked Questions
Everything you need to know about Generative Engine Optimization