Vehicle prices and offers, matched to trim level.
Vehicle pricing depends on trim, mileage, options and finance terms, and much of the market lives on classifieds and dealer sites. We extract new and used vehicle listings and offers, match them to a consistent make, model and trim structure, and track how prices move.
What makes this industry hard to track.
Trim and variant matching
Listings describe the same car in many ways. Matching to a standard make, model, trim and year is needed for valid comparison.
Used-car condition
Mileage, age, ownership and condition all drive price. These fields need to be captured and cleaned reliably.
Finance-led pricing
New vehicles are often marketed on monthly payments, deposits and rates rather than cash price.
Fast-changing EV specs
Battery sizes, ranges and incentives change between model years and markets, and are stated inconsistently.
Eight data points our clients rely on.
Listed price
Cash price for new and used vehicles by listing.
Make, model, trim and year
Matched to a standard vehicle reference.
Mileage and age
Odometer reading and registration or model year.
Finance offers
Monthly payment, deposit, term and stated rate.
Dealer and seller type
Franchise dealer, independent dealer or private seller.
Days on market
How long each listing stays live, and price reductions.
EV specifications
Battery capacity, stated range and charging speed.
Incentives
Published manufacturer and dealer incentives by model.
An illustrative extract.
| Date | Source | City | Vehicle | Year | Mileage (km) | Price | Currency |
|---|---|---|---|---|---|---|---|
| 2026-04-22 | Classifieds A | Jeddah | Mid-size SUV, 2.5L, top trim | 2023 | 41000 | 118000 | SAR |
| 2026-04-22 | Dealer site B | Perth | Compact EV hatchback, long range | 2024 | 18500 | 38990 | AUD |
| 2026-04-22 | Classifieds C | Guadalajara | Compact sedan, 1.6L, mid trim | 2022 | 52000 | 289000 | MXN |
| 2026-04-22 | Dealer site D | Ottawa | Midsize pickup, crew cab, 4x4 | 2021 | 87000 | 44995 | CAD |
| 2026-04-22 | Classifieds E | Birmingham | Electric SUV, dual motor | 2023 | 29000 | 31450 | GBP |
Illustrative rows. Sources, markets and fields are agreed with you during scoping.
How teams put it to work.
Used vehicle pricing
Price curves by model, trim, age and mileage, supporting trade-in valuations, remarketing and residual value work.
Offer and finance tracking
A record of competitor manufacturer and dealer offers, including finance terms, to benchmark your own campaigns.
EV market monitoring
EV model launches, specifications, prices and incentives by market, alongside public charging data where needed.
Relevant solutions
Related industries
How do you match listings to a trim level?
We parse make, model, trim, engine and year from titles and attributes, then map them to a vehicle reference agreed with you. Ambiguous listings are flagged rather than forced into a trim.
Do you collect private seller information?
No personal contact details are needed for pricing work. We record the seller type and location at city level, which keeps personal data to a minimum.
Can you track manufacturer configurator prices?
Yes. We can capture list prices and option pricing from manufacturer configurators for the models and markets you choose, which is useful for new-vehicle price positioning.
Do you cover EV charging data?
Yes. We can capture public charging locations, connector types and published tariffs from charging network and map platforms. This is often combined with transport and mobility work.