Technical
Product Schema and AI Discoverability
2026-01-15 9 minAI Commerce Visibility Research
Why schema matters
Structured data translates your product pages into a format machines can trust. Without it, an AI engine has to guess at price, availability and attributes.
The essential types
- **Product** — name, brand, description, image, SKU
- **Offer** — price, currency, availability
- **AggregateRating** — rating value and review count (only when genuinely present)
- **Organization** — your brand as an entity
- **BreadcrumbList** — catalog hierarchy
Implementation tips for Shopify
Many themes ship partial schema. Validate every template, fill gaps, and never mark up data that isn't visible on the page.
Validate and monitor
Use structured-data validators and re-check after theme updates.
