Find out why ChatGPT recommends your handmade jewelry store

This tool is part of the Red Pin Geek Premium series.

For the full walkthrough — how to interpret your results, what to fix first, and real before/after data from my own store — read the companion post on Substack.

Why This Tool Matters for Jewelry Designers and Product-Based Creatives

You've spent years perfecting your craft, photographing your pieces, writing descriptions — and when someone asks ChatGPT to recommend a handmade jewelry designer who does exactly what you do, your store doesn't come up. Your competitor's does. And you don't even know why.

That's not a marketing failure. It's a legibility gap. AI tools make recommendations based on what they can read, parse, and verify in your store's data — and most independent jewelry stores have invisible blind spots that silently keep them out of the conversation.

The problem is, you can't fix what you can't see. This tool makes the invisible visible.

It Turns "Why Not Me?" Into a Clear Fix List

The AI Store Test Kit gives you a structured 5-prompt conversation with ChatGPT that reveals exactly how AI perceives your store — from the outside, like a mystery shopper with a search bar. This tool helps you:

• Find out whether AI recommends your store when someone searches for exactly what you sell
• See the specific language signals and criteria AI uses to choose between you and your competitors
• Get a direct comparison: your store evaluated against the ones that beat you
• Get a trackable score (1-10) you can re-run monthly to measure real improvement
• Discover the uncomfortable truth: AI can't actually verify who's handmade — which means linguistic legibility is the real game

Because the stores that make their real craft machine-legible now win when verification tightens. That's your moat.

See It In Action

Here's a taste of what happens when you run Prompt 1 — the Discovery Test. You paste a customized version of this into ChatGPT:

That's just Prompt 1. The full kit walks you through 4 more prompts that reveal why you were skipped, how you compare, your exact score, and the uncomfortable truth about how AI verifies authenticity.

Premium subscribers get all 5 prompts, customization tips, a scoring rubric, and a monthly tracking protocol.

What Premium Subscribers Get

• 5 Copy-and-Paste Prompts — a structured sequence where each prompt builds on the last, revealing progressively deeper insights about how AI evaluates your store
• Customization Tips Per Prompt — guidance on which words to use, how to set price ceilings, and why specificity matters for data precision
• Scoring Rubric (1-10) — know exactly what each score range means and what to prioritize at your level
• Monthly Tracking Protocol — a repeatable system so you can measure improvement over time, across platforms (ChatGPT, Perplexity, Google AI Mode)
• Andrea's Real Results — my actual before score (6.5/10), what ChatGPT said, and what I changed first

What This Replaces

• Wondering whether AI even knows your store exists
• Guessing why competitors show up in AI recommendations and you don't
• Paying for SEO audits that don't measure AI visibility at all
• Random ChatGPT experiments with no structure and no way to track progress

Where This Fits in the Series

This is Step 1 of 3 in the AI visibility toolkit I built and tested on my own store. The sequence:

Step 1: AI Store Test Kit (you are here) — see how AI perceives your store from the outside

Step 2: 12-Point AI Visibility Self-Audit — check your store's actual infrastructure from the inside

Step 3: Agentic Commerce Triage Framework — prioritize what to fix based on your store profile

No more guessing whether AI can find you.

No more wondering why your competitors show up and you don't.

Just a clear score, a clear reason, and a clear path forward.

Frequently Asked Questions