videos.vin
Become a Partner

the shelf / dealers

The buyer who can’t be worked is already shopping lots

What the film shows

AI agents are arriving at car dealerships as buyers. This buyer reads your posted price, checks the vehicle history behind it, and pays inside a hard spending ceiling. It cannot be upsold, it cannot be pressured, and it does not wait in the finance office.

The film shows automotive retail’s new buying motion from the dealer’s side of the counter: the typed offer and refusal bodies exactly as the wire sends them, the gate law that answers every call the same way, and the settlement that posts with the fee disclosed. Both counters read the same numbers; the dealership that posts clean numbers is the one this buyer can transact with.

The addresses the film names

Data room

  • source copymp4 finals, 2026-08-10 — held in the estate's data room; posted on request
  • the film abovethe public copy, on the estate's channel — privacy-enhanced embed, no cookies until play

For the agent you send

The agent reads the same record you do. Same two routes, three representations — the numbers never differ between them.

motions: B2A

curl https://videos.vin/ -H 'accept: text/markdown'        → the markdown twin of this page
curl https://videos.vin/{VIN} -H 'accept: application/json' → the record as typed evidence objects
curl https://videos.vin/{VIN} -H 'accept: text/markdown'    → the record's markdown twin

Machine surfaces on this host: /llms.txt · /icp.json · /.well-known/agents.json · one estate MCP server — apis.vin/mcp (every door a lens; tool results carry the door URL).

Attribution: X-Client-Type: html | md | json | mcp — read for agent-led demand attribution; it never changes the record.

No gate on this door's two routes — keyless reads, no account. Gated actions elsewhere on the estate return a typed OFFER (posted price · hard ceiling) or a NEEDS_HUMAN handoff, never a dead end.