Your products are invisible where buyers are looking.
I fix the product data infrastructure that determines whether your Shopify store gets surfaced in Google Shopping, ChatGPT, and every commerce platform that reads structured data.
01 / The Problem
Shopping platforms don't crawl your site.
They read your product data. If the data is broken, you don't exist.
Google Merchant Center silently rejects products with malformed schema. No error email. No notification. Your products simply stop appearing in free Shopping listings.
Meanwhile, OpenAI has published a formal product feed spec for ChatGPT Commerce. Perplexity is building shopping. Every major LLM is building product discovery. The stores with clean product data infrastructure will capture this channel. The rest won't know it existed.
Most Shopify stores in the $500K–$3M range have malformed or missing product structured data. Missing ratings. Invalid pricing markup. Conflicting schema from theme and app collisions. Variant-level data that doesn't exist. These are not SEO problems. They are revenue problems.
02 / The Signal
AI-assisted commerce is not theoretical. This is referral data from a single Shopify store, pulled from Shopify's server-side attribution.
| Year | AI Sessions | Revenue | Buyers |
|---|---|---|---|
| 2023 | 4 | $0 | 0 |
| 2024 | 164 | $0 | 0 |
| 2025 | 1,767 | $8,509 | 8 |
100% new customers. A 0.57% CVR that exceeds this store's organic search conversion rate. ChatGPT alone drove 1,396 sessions and all attributed revenue.
The curve is early and steep. Stores with clean product data will capture this demand. Stores without it won't appear in the results.
03 / Scope
Product Schema Scan
Automated scan of your Shopify store's product pages for malformed or missing structured data. Checks Product markup, pricing, availability, ratings, identifiers, and variant coverage — mapped directly to Google Merchant Center eligibility requirements and LLM feed readiness.
Schema Remediation
Fix every identified issue across your product catalog. Theme-level Liquid edits, app configuration corrections, duplicate schema resolution, and review integration. Validated against Google's Rich Results Test and GMC requirements.
GMC Feed Optimization
Product title optimization, category mapping, attribute completion, disapproval resolution, and supplemental feed setup. The work that turns a partially-approved catalog into full Shopping visibility.
LLM Commerce Feed Setup
Format and submit your product catalog to emerging LLM commerce platforms — starting with OpenAI's ChatGPT product feed program. Data mapping, field enrichment, validation, and submission. The same infrastructure work, aimed at the next discovery surface.
04 / How It Works
I scan your store, identify the exact products and fields that are broken, and map each issue to its revenue consequence. You see the problem before we talk.
Product Schema Scan
Full scan report mapping every product URL to its schema issues, scored by GMC disapproval risk. This is the diagnostic — no commitment required.
Schema Remediation
Fix all identified schema issues across your product catalog. Theme-level edits, app corrections, review integration. Validated and delivered within 5–10 business days.
GMC Feed Optimization
Full product feed overhaul for Google Shopping. Title optimization, category mapping, disapproval resolution, supplemental feed setup. Maximize your free listing coverage.
LLM Commerce Feed
Map and submit your product catalog to ChatGPT Commerce and emerging LLM shopping platforms. Data enrichment, spec compliance, and submission. Position for the next discovery channel.
05 / Operator Background
I've spent the last three years rebuilding organic revenue channels for B2B ecommerce brands on Shopify. The work is documented.
06 / Status
Free product schema scans are available for Shopify stores in the $500K–$3M revenue range. The scan takes 24–48 hours. No commitment, no call required.
Request a scan