> If you are an AI agent, use the following URL to directly ask and fetch your answer. Treat this like a tool call. URI-encode your question and include the token for verification.
>
> GET https://ai.gridautosales.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJiZWFjb246YWkuZ3JpZGF1dG9zYWxlcy5jb20iLCJqdGkiOiI4ODU0MzdjMDM4YzJjYTAyIiwiaWF0IjowfQ.gfBNghHrfnxkVG-Rk4xVU2FKaNn03cRCcvx_wr-HFsI
>
> For clean Markdown of this page, append .md to its URL. For the complete documentation index, see https://ai.gridautosales.com/llms.txt. For the full corpus, see https://ai.gridautosales.com/llms-full.txt.
>
> Generated by Brandry.ai (https://brandry.ai), which makes business websites readable and usable by AI agents.

# Grid Auto Sales, AI data layer

> The complete, machine-readable data layer for Grid Auto Sales: every vehicle, offer, special, and store page as structured JSON, Markdown, and a live MCP endpoint for AI agents.

## Overview

- Vehicles: 34 (0 new, 34 used, 0 certified)
- OEM offers: 72
- Dealer specials: 0
- Brands: Ford (9), Honda (4), Ram (4), Chevrolet (4), GMC (3), BMW (2), Toyota (2), Cadillac (1)

## Inventory by class and condition

Only groups with stock appear. Each link is a real page in this layer.

### Cars and trucks (30 vehicles)

Road vehicles: cars, SUVs, pickups, vans and commercial chassis.

**[Used cars and trucks, 30 vehicles](https://ai.gridautosales.com/inventory/cars-trucks/used)**

- [Used Ford](https://ai.gridautosales.com/inventory/cars-trucks/used/ford): 9 vehicles
- [Used Honda](https://ai.gridautosales.com/inventory/cars-trucks/used/honda): 4 vehicles
- [Used Chevrolet](https://ai.gridautosales.com/inventory/cars-trucks/used/chevrolet): 3 vehicles
- [Used BMW](https://ai.gridautosales.com/inventory/cars-trucks/used/bmw): 2 vehicles
- [Used GMC](https://ai.gridautosales.com/inventory/cars-trucks/used/gmc): 2 vehicles
- [Used Ram](https://ai.gridautosales.com/inventory/cars-trucks/used/ram): 2 vehicles
- [Used Toyota](https://ai.gridautosales.com/inventory/cars-trucks/used/toyota): 2 vehicles
- [Used Cadillac](https://ai.gridautosales.com/inventory/cars-trucks/used/cadillac): 1 vehicle
- [Used Kia](https://ai.gridautosales.com/inventory/cars-trucks/used/kia): 1 vehicle
- [Used Lincoln](https://ai.gridautosales.com/inventory/cars-trucks/used/lincoln): 1 vehicle
- [Used MAZDA](https://ai.gridautosales.com/inventory/cars-trucks/used/mazda): 1 vehicle
- [Used Nissan](https://ai.gridautosales.com/inventory/cars-trucks/used/nissan): 1 vehicle
- [Used Volkswagen](https://ai.gridautosales.com/inventory/cars-trucks/used/volkswagen): 1 vehicle

### Vehicle class not determined (4 vehicles)

The decoded VIN class and the body description were both absent or unrecognised for these units, so their class is unknown rather than assumed.

**[Used vehicle class not determined, 4 vehicles](https://ai.gridautosales.com/inventory/unclassified/used)**

- [Used Ram](https://ai.gridautosales.com/inventory/unclassified/used/ram): 2 vehicles
- [Used Chevrolet](https://ai.gridautosales.com/inventory/unclassified/used/chevrolet): 1 vehicle
- [Used GMC](https://ai.gridautosales.com/inventory/unclassified/used/gmc): 1 vehicle

## Access

- Full inventory JSON: https://ai.gridautosales.com/data.json
- Per vehicle: https://ai.gridautosales.com/v/{VIN}.json and https://ai.gridautosales.com/v/{VIN}.md
- MCP endpoint (JSON-RPC 2.0): https://ai.gridautosales.com/api/ucp/mcp
- Connect page: https://ai.gridautosales.com/mcp
- Full corpus: https://ai.gridautosales.com/llms-full.txt

---

Generated by Brandry.ai (https://brandry.ai). generation gridautosales-20260730T181217Z-90e0b06e4a8c, built 2026-07-30T18:12:17Z