/docs/modules/vehicle-jsonld
AI-shopper listings (JSON-LD)
LLM shoppers — ChatGPT, Perplexity, Gemini and friends — read the web through structured data. FlashFender publishes schema.org Vehicle JSON-LD on your public inventory embed and per-vehicle pages so your stock is readable by machines, not just browsers.
What you can do
Vehicleschema.org JSON-LD emitted on the inventory embed and/embed/vehicles/[id]- Same single source of truth as the desk — no separate structured-data spreadsheet
Honesty
Structured data makes listings machine-readable; it does not guarantee placement, rankings or a given shopper’s behavior. No SEO outcome is promised.
See also: Reports & embed and Inventory.