WRKNG BLOG
Learn Marketing the way it Should be Done
Agentic Commerce Is About to Break Your Attribution Model — Here's What Replaces It
by: Steve MerrillPublished on: 15/08/2026AI agents buying on behalf of shoppers break last-click, UTM, and pixel attribution because the agent is the middleman. Here is why current tracking fails
What Is a Product Knowledge Graph — And Why Your Shopify Store Needs One for AI
by: Steve MerrillPublished on: 15/08/2026A product knowledge graph is a structured map of your products, brand, and attributes and how they connect. Here's what it is and how Shopify stores build
How ChatGPT Decides Which Shopify Products to Show — The Real Mechanics
by: Steve MerrillPublished on: 15/08/2026ChatGPT picks products by pulling from merchant feeds, the Shopify Catalog, and structured web data, then ranking on relevance, data completeness, price
How to Audit Your Shopify Store for AI Visibility (Without a Single Tool)
by: Steve MerrillPublished on: 15/08/2026A hands-on, no-tools-required walkthrough for auditing whether AI assistants like ChatGPT, Perplexity, and Google AI Mode can find, parse, and recommend
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.