WRKNG BLOG
Learn Marketing the way it Should be Done
The Shopify Inventory Bug That Quietly Kills Your AI Visibility (And How to Find It)
by: Steve MerrillPublished on: 27/04/2026A single wrong inventory flag in Shopify caused one store to disappear from ChatGPT and Perplexity recommendations for months. Here's the bug, why it happens, and the 10-minute fix.
Why AI Can't Find Your Shopify Products (The 3 Technical Reasons and How to Fix Them)
by: Steve MerrillPublished on: 27/04/2026Across hundreds of Shopify store audits, three technical issues explain the vast majority of AI invisibility: thin descriptions, broken title structure, and inventory flags. Here's the exact fix for each.
The One Data Source That Controls 87% of AI Shopping Recommendations (And How to Own It)
by: Steve MerrillPublished on: 27/04/2026Research shows 87% of AI shopping recommendations trace back to a single structured data layer. Most Shopify merchants haven't optimized it. Here's what it is and exactly what to fix.
Shopify Horizons Summer '26 Is Live -- What the 150+ New Features Mean for Your AI Visibility Right Now
by: Steve MerrillPublished on: 26/04/2026Shopify's Summer 2026 Editions dropped 150+ updates. Here's exactly which ones affect your store's visibility in ChatGPT, Gemini, and Perplexity -- and what to act on first.
What Is the WRKNG Digital Blog?
This is where I document what I'm actually building and observing — not predictions about what AI might do someday, but what's happening right now with Shopify stores, AI shopping assistants, and the shift in how people find products online.
I run AI visibility audits on Shopify stores. I see the data. Most stores are invisible to ChatGPT, Perplexity, and Google AI Overviews — not because their products are bad, but because the structural signals AI crawlers look for aren't there.
That gap is what this blog covers.
What Will You Find Here?
AI Commerce Readiness
How AI shopping assistants like ChatGPT Shopping, Perplexity, and Google AI Overviews decide which products to recommend — and what Shopify stores need to do to show up. This includes structured data, product feed optimization, and content structure.
Answer Engine Optimization (AEO)
AEO is the practice of structuring your content so AI systems can extract it, quote it, and cite it. Different from SEO. Different signals, different ranking factors, different content requirements. I break down what it actually looks like in practice.
Real Data from Real Audits
I've audited hundreds of Shopify stores for AI readiness. The patterns are consistent. I share anonymized findings, before-and-after examples, and what the numbers actually show — not what anyone's guessing.
Agentic Commerce
AI agents that browse, compare, and recommend products are already live in ChatGPT, Copilot, and Perplexity. I cover what's changing, what Shopify's platform is doing about it, and what merchants need to do now before the window closes.
Frequently Asked Questions
What is AI commerce readiness for Shopify stores?
AI commerce readiness is a measure of how well your Shopify store is structured for discovery by AI shopping assistants like ChatGPT, Perplexity, and Google AI Overviews. It includes your structured data (JSON-LD schema), product feed quality, robots.txt permissions for AI crawlers, and content extractability. Most stores score an F when audited for these factors.
What is Answer Engine Optimization (AEO)?
AEO is the practice of structuring your content so AI systems can find it, understand it, and cite it when answering user questions. Unlike SEO, which targets a ranked position on a results page, AEO targets a citation inside an AI-generated answer. The signals are different: question-based headings, structured Q&A content, clear definition blocks, and authoritative external references.
How is AI product discovery different from Google Search?
Google Search returns a list of links ranked by relevance. AI shopping assistants like ChatGPT and Perplexity synthesize a recommended answer — selecting specific products or brands based on structured data, citation patterns, and content credibility signals. 67.8% of pages cited by AI don't rank in Google's top 10, according to Surfer SEO's research. Optimizing for one doesn't automatically optimize for the other.
How do I know if my Shopify store is visible to AI shopping assistants?
Run a free AI Commerce Audit Here. It scores your store across the key AI discoverability factors — structured data, product feed coverage, content extractability — and identifies what to fix first.