# Williamsburg Auto, AI data layer

354 vehicles at 3012 Richmond Road, Williamsburg, VA 23185, structured for AI agents. Data refreshed Nov 12, 7:18 AM ET.

- Dealer: Williamsburg Auto, 3012 Richmond Road, Williamsburg, VA 23185, (757) 229-1050
- Website: https://www.williamsburgauto.com
- In stock: 354 (227 new · 127 used)
- Factory options: 0 vehicles with every option itemized and priced
- Factory window stickers: 331
- Live offers: 368 OEM incentives, 93 dealer specials
- Manufacturer rebates: matched to 122 new vehicles, each car's own conditions applied
- Agent tools: 23 over MCP, no key needed to read
- Pricing: advertised prices include the $699 dealer processing fee; tax, title and registration extra

## Connect

- **MCP server**: https://www.williamsburgauto.com/api/ucp/mcp (Claude, ChatGPT, Cursor and any MCP client. 23 tools, streamable HTTP.)
- **llms.txt**: https://www.williamsburgauto.com/llms.txt (The short summary answer engines read first.)
- **Full inventory**: https://www.williamsburgauto.com/data.json (Every vehicle with price, mileage and photos, in one JSON file.)
- **OpenAPI**: https://www.williamsburgauto.com/openapi.json (The same tools as a REST description, for agents that do not speak MCP.)
- **Agent card**: https://www.williamsburgauto.com/.well-known/agent-card.json (A2A discovery: who this agent is and what it can do.)
- **This page in Markdown**: https://www.williamsburgauto.com/ai/index.md (Everything here as plain text, for a model's context window.)

## Featured vehicles

| Vehicle | Condition | Price | Mileage | VIN | Link |
|---|---|---|---|---|---|
| 2026 Kia EV9 GT-Line | new | $67,819 | New | 5XYAEFS55TG029445 | https://www.williamsburgauto.com/vehicle/new-2026-kia-ev9/5XYAEFS55TG029445 |
| 2026 Kia EV6 Wind | new | $46,614 | New | 5XYC3DJC8TG019267 | https://www.williamsburgauto.com/vehicle/new-2026-kia-ev6/5XYC3DJC8TG019267 |
| 2026 Kia Sorento Hybrid EX | new | $42,024 | New | KNDRHDJG6T5557277 | https://www.williamsburgauto.com/vehicle/new-2026-kia-sorento_hybrid/KNDRHDJG6T5557277 |
| 2027 Kia Seltos X-Line S | new | $33,559 | New | KNDEDCD34V7057588 | https://www.williamsburgauto.com/vehicle/new-2027-kia-seltos/KNDEDCD34V7057588 |
| 2019 Kia Sorento LX | used | $11,689 | 125,603 mi | 5XYPG4A34KG531287 | https://www.williamsburgauto.com/vehicle/used-2019-kia-sorento/5XYPG4A34KG531287 |
| 2027 Kia Carnival Hybrid EX | new | $46,649 | New | KNDNC5KA4V6228703 | https://www.williamsburgauto.com/vehicle/new-2027-kia-carnival_hybrid/KNDNC5KA4V6228703 |

**2026 Kia EV9 GT-Line** MSRP $77,120, sale price $67,819.
- available toward purchase $10,000. $10,000 Customer Cash from Kia America for the purchase of a new 2026 EV9. Customer Cash must be applied toward the purchase of a new 2026 EV9 and not available for cash. Subject to vehicle availability and dealer participation. Offers may not be combined except where specified. Must take delivery by 01/04/2027. Limited inventory available. Offer not available for leases. See Kia retailer for available stock. Expires 2027-01-04.

**2026 Kia EV6 Wind** MSRP $50,915, sale price $46,614.
- available toward purchase $5,000. $5,000 Customer Cash from Kia America for the purchase of a new 2026 EV6. Customer Cash must be applied toward the purchase of a new 2026 EV6 not available for cash. Subject to vehicle availability and dealer participation. Offers may not be combined except where specified. Must take delivery by 01/04/2027. Limited inventory available. Offer not available for leases. See Kia retailer for available stock. Expires 2027-01-04.

**2026 Kia Sorento Hybrid EX** MSRP $44,825, sale price $42,024.
- available toward purchase $2,750. $2,750 Customer Cash from Kia America for the purchase of a new 2026 Sorento Hybrid. Customer Cash must be applied toward the purchase of a new 2026 Sorento Hybrid and not available for cash. Subject to vehicle availability and dealer participation. Offers may not be combined except where specified. Must take delivery by 01/04/2027. Limited inventory available. Offer not available for leases. See Kia retailer for available stock. Expires 2027-01-04.
- on Specially Tagged Vehicles $750. $750 VIN-Specific Bonus Cash from Kia America for the purchase of a specially tagged 2026 Sorento Hybrid. Bonus Cash must be applied toward the purchase of a specially tagged new 2026 Sorento Hybrid and not available for cash. Subject to vehicle availability and dealer participation. Offers may not be combined except where specified. Must take delivery by 01/04/2027 . Limited inventory available. See Kia retailer for available stock. Expires 2027-01-04.

**2027 Kia Seltos X-Line S** MSRP $32,860, sale price $33,559.

**2027 Kia Carnival Hybrid EX** MSRP $45,950, sale price $46,649.

Full inventory: https://www.williamsburgauto.com/data.json and https://www.williamsburgauto.com/ai/inventory.md

## What an agent can do here

### Find the right car

- `get_started`: The menu: what this dealership's assistant can do and where to begin.
- `get_inventory_stats`: The whole inventory at a glance, by make, model, body style and price.
- `search_inventory`: Find cars by plain words or filters, sorted the way the shopper asked.
- `match_by_budget`: The best in-stock matches for a budget, a need and a trade.
- `compare_vehicles`: Two or more VINs side by side: price, specs and offers.
- `list_inventory`: Walk the full feed page by page, for exports and crawlers.

### Know the car

- `get_vehicle_details`: Everything on one VIN, including the parsed factory window sticker.
- `get_vehicle`: The structured record for one VIN: price, specs, photos and availability.
- `get_window_sticker`: Monroney MSRP and the sticker link for one VIN.
- `decode_vin`: Year, make, model, trim and drivetrain for any VIN, stocked here or not.
- `check_availability`: In stock, in transit or sold, checked live before anyone promises a car.

### Money and the trade

- `calculate_payment`: A real monthly payment for a vehicle, by down payment, term and credit.
- `estimate_trade_in`: A value for the car the shopper drives today.
- `capture_payoff`: The loan payoff on that trade, so the equity is real.
- `get_oem_offers`: Factory APR, lease and cash programs, by VIN or by model.
- `search_offers`: Every offer, searchable: finance specials, lease deals, cash back, by model.
- `get_dealer_specials`: The store's own advertised specials, with terms and expiry dates.

### The store and a real person

- `get_dealer_info`: Address, phone, hours, brands and how to get here.
- `get_value_props`: Why buy here, in the dealership's own words.
- `get_store_faq`: Questions shoppers ask, answered by the store itself.
- `rag_search`: Search everything the store has published: pages, policies and inventory.
- `corpus_health`: What the assistant knows, and what it has no source for yet.
- `submit_lead`: Hand the shopper to a real person at the store, with their consent.

## Datasets

- Inventory (354 vehicles): https://www.williamsburgauto.com/ai/inventory
- OEM offers (368 programs): https://www.williamsburgauto.com/ai/offers
- Dealer specials (93 specials): https://www.williamsburgauto.com/ai/specials
- Manufacturer rebates (122 new vehicles matched): https://www.williamsburgauto.com/ai/offers
- Window stickers (331 factory stickers): https://www.williamsburgauto.com/ai/window-stickers
- Itemized factory options (0 vehicles, every option priced): https://www.williamsburgauto.com/ai/window-stickers
- Specs and VIN decode (354 decoded VINs): https://www.williamsburgauto.com/ai/specs
- Store pages (0 pages): https://www.williamsburgauto.com/ai/store-pages
- Site knowledge (0 documents): https://www.williamsburgauto.com/ai/rag
- Discovery files (1,093 files): https://www.williamsburgauto.com/ai/discovery
- AI usage: https://www.williamsburgauto.com/ai/stats

_Prices checked against inventory data from Nov 12, 2026, 7:18 AM ET._