What does WRKNG Digital do?

WRKNG Digital helps Shopify store owners optimize for AI-powered product discovery. We build the structured data, content strategy, and product feed optimizations that get your store recommended by ChatGPT, Google AI Overviews, and Perplexity.

Who is WRKNG Digital for?

Shopify store owners and DTC brand operators doing $500K to $10M+ in annual revenue who want to understand how AI is reshaping product discovery — and what to actually do about it.

What is the Free AI Commerce Audit?

A free tool that scores your Shopify store for AI discoverability across ChatGPT, Google AI Overviews, Copilot, and Perplexity. Identifies gaps in structured data, product feeds, and content extractability. Results delivered in 24 hours.

How does AI change product discovery for Shopify stores?

AI shopping assistants like ChatGPT and Perplexity now recommend products directly in conversation — without sending users to a search results page. Stores that aren't optimized for AI extraction are invisible to these systems, regardless of their Google SEO.

5 Non-Obvious Places AI Assistants Look Before Recommending a Product

By Steve Merrill, Founder of WRKNG Digital | September 22, 2026

An AI assistant doesn't just read your product page. It checks other places first, and some of them will surprise you. Here are five that most Shopify stores never think about.

1. Third-party review sites

Assistants cross-check what independent sources say about you. A strong presence on trusted review platforms gives the machine something to confirm. Absence makes you harder to trust.

2. Community threads and forums

Reddit, niche forums, and Q&A sites shape what an assistant "knows" about your category. Being mentioned honestly in those conversations feeds the model context you don't control directly.

3. Your product feed, not just your page

The feed you send to Google Merchant Center is a source in its own right. When it disagrees with your live page, the assistant notices and trusts you less.

4. Structured data on category and comparison pages

Assistants read beyond individual products. Clean schema on your category and comparison pages helps them understand your full range, not just one item.

5. The wider web's price consensus

If your price on the page contradicts what the web shows elsewhere, an assistant hedges. Consistent Offer data across every place your product appears keeps the story clean.

How We Chose This List

We focused on sources beyond the obvious product page, drawn from how assistants describe their shopping results and what we saw them cite in testing. Each one is something a Shopify store can influence but usually overlooks.

Frequently Asked Questions

Where do AI assistants look before recommending a product?

Beyond your product page, they check third-party review sites, community threads and forums, your product feed, structured data on category and comparison pages, and the wider web's price consensus. A gap or contradiction in any of these can make an assistant hedge or cite a competitor instead of you.

Do Reddit and forums affect AI product recommendations?

They can. Community threads and Q&A sites shape what an assistant understands about your category and your brand, and models draw on that context. You can't control it directly, but being mentioned honestly and accurately in relevant conversations feeds the machine better information about you.

Does my price need to match across the web?

Ideally yes. If your product page price contradicts what appears elsewhere on the web or in your feed, an assistant sees conflicting facts and may hedge or skip the product. Keep your Offer data consistent everywhere your product shows up so the assistant can trust a single clear price.

Want to know if AI assistants can actually find and recommend your store? Get a free AI-visibility read on your Shopify store at WRKNG Digital. We show you exactly what ChatGPT, Perplexity, and Google AI see when they look at your products.