Dataset

Window stickers

The factory Monroney (window sticker) for each vehicle, fetched live from the OEM by VIN and served as a PDF from this domain. 781 of 796 vehicles have an OEM Monroney source; a small number of VINs may return a not-available response if the OEM publishes none.

How to query this dataset
PDF by VIN
https://ailc-test.brandry.ai/ai/sticker/{VIN}.pdf
Status by VIN
https://ailc-test.brandry.ai/ai/sticker/{VIN}.json (make, model, year, status)
Per vehicle
the window_sticker.monroney_url field in https://ailc-test.brandry.ai/ai/v/{VIN}.json
MCP tool
get_window_sticker(vin)
curl
curl -o sticker.pdf https://ailc-test.brandry.ai/ai/sticker/KL7CJPSB2KB750375.pdf
VehicleVINSticker
2019 Chevrolet Trax LTKL7CJPSB2KB750375PDF json
2024 Chevrolet Tahoe Z711GNSKPKD0RR284533PDF json
2012 Toyota Highlander Base5TDBK3EH8CS165993PDF json
2008 Chevrolet Silverado 2500HD LTZ1GCHK29K88E143824PDF json
2022 Hyundai Palisade LimitedKM8R54HE2NU388618PDF json
2023 Ford Explorer XLT1FMSK8DH4PGB76984PDF json
2021 Ram 1500 Laramie1C6SRFRT2MN743015PDF json
2024 Subaru WRX PremiumJF1VBAH64R9801253PDF json
2021 Toyota Tacoma TRD Sport3TMCZ5AN0MM388294PDF json
2021 Jeep Grand Cherokee L Overland1C4RJKDT5M8200576PDF json

Prices checked against inventory data from .