Deploy Merchant Schema on your product pages.
Plenty of brands have optimized their products to be visible in traditional search, but new strategies are needed to make sure your products are visible and recommended by LLMs. AI doesn’t guess, It verifies. And if your product pages can’t be verified, your brand gets skipped entirely.
Merchant structured data (schema.org Product and Offer markup) is a standardized structured data markup that tells AI systems exactly what your business sells, what it costs, whether it’s in stock, and how it gets delivered. This helps language machines read and trust instantly.
When a shopper asks an AI for the best product option, it pulls from sources it can confirm in real time. If that data isn’t structured and machine-readable, AI won’t risk citing you. It will simply move on to a brand it can trust.
Here’s what to do:
1. Verify your schema includes these four properties
2. Price: current product price
3. Availability: in-stock status (InStock, OutOfStock, PreOrder)
Use the schema.org values exactly: InStock, OutOfStock, PreOrder, BackOrder, LimitedAvailability, or Discontinued.
4. Shipping details: shipping cost and delivery time, in shippingDetails (type OfferShippingDetails)
5. Return policy: hasMerchantReturnPolicy (type MerchantReturnPolicy)
6. Implement Product and Offer JSON-LD on all product pages
7. Validate with Google Rich Results Test
The test checks that your markup is valid and eligible for Google rich results. It does not guarantee that AI assistants will cite the page.
8. Test each product page for schema errors and fix any missing required fields
The result? Your brand becomes machine-readable and citable. AI models can verify your price, stock, and shipping in real time, making you a confident recommendation rather than a brand they skip to avoid hallucinations.
This isn’t a nice-to-have. It’s the baseline for existing in AI-driven commerce at all.
Geography tells you where your customers are. Merchant structured data tells AI you’re ready to serve them.
The brands winning in agentic commerce aren’t just well-located. They’re verified.
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