Manufacturers
Approved model facts. Clean handoffs to dealers.
Publish approved model specs for language models and route ready shoppers directly to a participating dealer’s vehicle page.
Approved model information
What you approved is what an assistant receives.
- Approved attributes: Trim, drivetrain, range, and equipment published exactly as approved.
- Compliance guardrails: Positioning text is served verbatim, never rewritten into a rival comparison.
- Scheduled checks: Model-level answers are recorded when shopper prompts name the model.
Dealer handoffs
The handoff opens a dealer’s vehicle page.
- Live stock matching: Participating dealers’ published feeds show which stores carry each model today.
- Direct VDP routing: Each handoff opens that exact VIN on the dealer’s domain, never a marketplace.
- Dealer privacy: Individual store clicks and VDP arrivals remain inside that dealer’s own workspace.
Boundaries
Model scale, dealer boundaries.
Approved text only
Assistants receive the exact model facts you approved, with nothing inferred or added.
Dealer data stays with the dealer
Manufacturers see model readiness and handoff totals; rooftop detail stays with the store.
No dealer systems
Zero dealer CRM, DMS, or customer records are accessed. Inventory comes from published feeds.