See the reason why AI skips your store
when choosing who to recommend
The tricky part? You can't see these problems by looking at your website. You need to look at what's underneath it.
01
What you’re checking and how to check
02
Scoring to take results and put them into action
03
Quick fixes so you stay actionable
This tool is part of the Red Pin Geek Premium series.
For the full walkthrough — Your Shopify Store Already Speaks AI. It's Saying the Wrong Things. — read the companion post on Substack.
Why This Tool Matters for Jewelry Designers and Product-Based Creatives
Your store's structured data — the code behind your product pages that AI reads before it ever looks at your photos or descriptions — is probably telling a different story than you think. Price says $450 in schema but "starting at $450" on the page. A sold-out ring still shows "InStock." Your product description says "handcrafted" but the machine-readable layer doesn't include the word at all.
These aren't cosmetic issues. They're the reason AI skips your store when it's choosing who to recommend. Every mismatch lowers your trust score. Every gap is a missed signal.
The tricky part? You can't see these problems by looking at your website. You need to look at what's underneath it.
It Shows You Exactly Where AI Is Guessing Instead of Reading
The 12-Point AI Visibility Self-Audit is the exact checklist I use when I audit a client's store. It's scored (0-24), prioritized by urgency (fix today → fix this week → when you have time), and written with platform-specific instructions for Shopify and Squarespace. This tool helps you:
- Check whether your product schema actually matches what humans see on the page
- Find out if the words AI filters by — "handmade," "one-of-a-kind," your metal and gemstone names — are in the machine-readable layer or just your brand story
- Catch stale inventory data that makes AI recommend pieces buyers can't purchase
- See whether your collection pages, policies, and FAQs are structured for AI extraction — or invisible
- Get a single score (0-24) that tells you exactly where you stand and what to fix first
See It In Action
Here's Check #2 from the audit — one of the 12 checks, and the one where most stores get the biggest surprise:
Check #2: "Handmade" in Structured Data
What you're checking: Are the words AI filters by actually in the machine-readable layer — not just your brand story?
How to check: View Page Source → search for application/ld+json → search within that block for: "handmade," "one-of-a-kind," specific metals, gemstone names.
Scoring: 0 = 0–1 terms found · 1 = 2–3 terms · 2 = 4–5 terms
Quick fix: Front-load the first 1–2 sentences of every product description with specific terms: "Handcrafted sterling silver aquamarine necklace, one-of-a-kind, made in my Denver studio." Natural sentence. Every signal the AI needs.
That's one check out of 12. The full audit covers product schema accuracy, price mismatches, availability staleness, collection page structure, policy clarity, FAQ schema, meta descriptions, review data, breadcrumbs, content depth, and cross-platform consistency — each with step-by-step instructions, scoring, and platform-specific notes.
Premium subscribers get the complete 12-point audit with a printable scorecard.
What Premium Subscribers Get
- 12 Scored Checks — each with specific instructions, scoring criteria (0/1/2), and the "why it matters" context so you understand the impact, not just the task
- Color-Coded Priority Tiers — red (fix today), yellow (fix this week), green (when you have time) so you never waste effort on low-priority items
- Platform-Specific Notes — expandable guidance for both Shopify and Squarespace, showing you the exact screens and settings
- Printable Scorecard — track your total (0-24) and know exactly which tier you fall into
- Quick Fixes Included — actionable remedies baked into the checks themselves, not a separate "what to do next" document
What This Replaces
- Paying $200+/hr for SEO audits that don't check AI-specific visibility signals
- Staring at your website wondering what AI can and can't see
- Reading 15 different blog posts about schema without a prioritized action list
- Assuming your platform handles structured data correctly (it often doesn't)
Where This Fits in the Series
This is Step 2 of 3 in the AI visibility toolkit. The test kit shows you how AI sees your store from the outside. This audit shows you why — by checking the infrastructure from the inside.
Step 1: AI Store Test Kit — see how AI perceives your store from the outside
Step 2: 12-Point AI Visibility Self-Audit (you are here) — 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 what AI can see.
No more invisible data mismatches costing you visibility.
Just 12 checks, a clear score, and a prioritized fix list — the same audit I run on client stores.
Frequently Asked Questions
What is the 12-Point AI Visibility Self-Audit?
It's a scored checklist of the 12 infrastructure checks that determine whether AI can accurately read, match, and recommend your store. Each check comes with step-by-step instructions, platform-specific notes for Shopify and Squarespace, and a 0/1/2 scoring system so you know exactly where you stand.
Do I need technical skills to complete the audit?
No. Each check tells you exactly what to look for and where to find it. Some checks use Google's free Rich Results Test (paste a URL, click a button). Others walk you through View Page Source with a simple Ctrl+F search. No coding knowledge needed.
How is this different from the AI Store Test Kit?
The Test Kit shows you how AI sees your store from the outside — like a mystery shopper. This self-audit checks your store's actual infrastructure from the inside — the schema markup, product data, policies, and technical signals that determine why AI sees what it sees. The test kit gives you the score. This audit gives you the diagnosis.
How long does the full audit take?
About 30-45 minutes for all 12 checks. Some are quick — you either have schema markup or you don't. I recommend doing it in one session so you can see the full picture, but you can bookmark your progress and come back.
Do new premium Substack subscribers get automatic access to past posts with premium content?
Yes. A new premium subscriber automatically gets access to the entire archive of past premium content, including all tools and posts published as "paid subscribers only."