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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

292 listings found

2007 Ford Econoline Van Commercial

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Econoline Van Commercial

Missoula, MT

UnscoredInsufficient · 0
$4,500260,226 mi

Missoula, MT

2017 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Transit Van Base

Missoula, MT

UnscoredInsufficient · 0
$6,341172,212 mi

Missoula, MT

2012 Chevrolet Express Cargo Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Chevrolet Express Cargo Work Van

Billings, MT

UnscoredInsufficient · 0
$6,950159,772 mi

Billings, MT

2015 Chevrolet Express Cargo Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Express Cargo Work Van

Lewistown, MT

UnscoredInsufficient · 0
$7,495276,114 mi

Lewistown, MT

2014 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 RAM ProMaster Cargo Van Base

Billings, MT

UnscoredInsufficient · 0
$7,999254,678 mi

Billings, MT

2016 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 RAM ProMaster Cargo Van Base

Lewistown, MT

UnscoredInsufficient · 0
$8,495245,691 mi

Lewistown, MT

2004 Ford F-350 SD Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford F-350 SD Chassis Cab XL

Miles City, MT

UnscoredInsufficient · 0
$8,900136,944 mi

Miles City, MT

2008 Ford E-Series Econoline Van Commercial

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Ford E-Series Econoline Van Commercial

Billings, MT

UnscoredInsufficient · 0
$8,999174,345 mi

Billings, MT

2017 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Transit Van Base

Lewistown, MT

UnscoredInsufficient · 3
$10,995294,284 mi

Comparison: 3 similar vehicles

Lewistown, MT

2015 GMC Savana Cargo Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 GMC Savana Cargo Work Van

Great Falls, MT

UnscoredInsufficient · 0
$10,995218,797 mi

Great Falls, MT

2004 Ford F-350 SD Chassis Cab XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford F-350 SD Chassis Cab XLT

Billings, MT

UnscoredInsufficient · 0
$10,999236,783 mi

Billings, MT

2010 Ford F-350 Super Duty Chassis Cab Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford F-350 Super Duty Chassis Cab Lariat

Billings, MT

UnscoredInsufficient · 0
$11,000111,022 mi

Billings, MT

2019 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 RAM ProMaster Cargo Van Base

Billings, MT

UnscoredInsufficient · 0
$12,900176,015 mi

Billings, MT

2004 GMC Sierra 3500 Chassis Cab SLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 GMC Sierra 3500 Chassis Cab SLE

Billings, MT

UnscoredInsufficient · 0
$12,950183,357 mi

Billings, MT

2015 GMC Savana Cargo Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 GMC Savana Cargo Work Van

Billings, MT

UnscoredInsufficient · 0
$13,950125,064 mi

Billings, MT

2013 Mercedes-Benz Sprinter Cab Chassis Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Mercedes-Benz Sprinter Cab Chassis Base

Missoula, MT

UnscoredInsufficient · 0
$13,988104,947 mi

Missoula, MT

2011 Ford F-450 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-450 Super Duty Chassis Cab XL

Lewistown, MT

UnscoredInsufficient · 3
$13,995326,107 mi

Comparison: 3 similar vehicles

Lewistown, MT

2011 Ford F-450 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-450 Super Duty Chassis Cab XL

Lewistown, MT

UnscoredInsufficient · 3
$15,995175,241 mi

Comparison: 3 similar vehicles

Lewistown, MT

2009 Ford F-350 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Ford F-350 Super Duty Chassis Cab XL

Great Falls, MT

UnscoredInsufficient · 0
$16,995127,478 mi

Great Falls, MT

2016 Ford Transit Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Transit Base

Bozeman, MT

UnscoredInsufficient · 0
$17,389113,962 mi

Bozeman, MT

2013 Ford F-350 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford F-350 Super Duty Chassis Cab XL

Great Falls, MT

UnscoredInsufficient · 0
$17,995150,083 mi

Great Falls, MT

2017 GMC Savana Cargo 1WT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 GMC Savana Cargo 1WT

Helena, MT

UnscoredInsufficient · 0
$18,49873,528 mi

Helena, MT

2012 RAM 3500 Chassis Cab ST

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 RAM 3500 Chassis Cab ST

Lewistown, MT

UnscoredInsufficient · 0
$18,995257,851 mi

Lewistown, MT

2022 Chevrolet Silverado 3500 Chassis Cab 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Chevrolet Silverado 3500 Chassis Cab 1LT

Bozeman, MT

UnscoredInsufficient · 0
$19,500287,004 mi

Bozeman, MT

2018 GMC Sierra 3500 Chassis Cab Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 GMC Sierra 3500 Chassis Cab Base

Laurel, MT

UnscoredInsufficient · 0
$19,900157,678 mi

Laurel, MT

2017 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 0
$19,95094,622 mi

Billings, MT

2008 Ford F-450 Super Duty Chassis Cab XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Ford F-450 Super Duty Chassis Cab XLT

Billings, MT

UnscoredInsufficient · 0
$19,950103,292 mi

Billings, MT

2011 Ford F-450 Super Duty Chassis Cab XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-450 Super Duty Chassis Cab XLT

Billings, MT

UnscoredInsufficient · 0
$21,999128,609 mi

Billings, MT

2011 Ford F-450 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-450 Super Duty Chassis Cab XL

Billings, MT

UnscoredInsufficient · 3
$22,500178,934 mi

Comparison: 3 similar vehicles

Billings, MT

2021 Chevrolet Express Cutaway Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Express Cutaway Base

Billings, MT

UnscoredInsufficient · 0
$23,99092,308 mi

Billings, MT

2011 Ford F-450 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-450 Super Duty Chassis Cab XL

Great Falls, MT

UnscoredInsufficient · 3
$23,995184,049 mi

Comparison: 3 similar vehicles

Great Falls, MT

2018 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Transit Van Base

Kalispell, MT

UnscoredInsufficient · 0
$24,197110,545 mi

Kalispell, MT

2018 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 RAM ProMaster Cargo Van Base

Belgrade, MT

UnscoredInsufficient · 0
$24,99934,255 mi

Belgrade, MT

2020 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Ford Transit Van Base

Bozeman, MT

UnscoredInsufficient · 0
$26,389113,101 mi

Bozeman, MT

2019 GMC Savana Cutaway Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 GMC Savana Cutaway Work Van

Missoula, MT

UnscoredInsufficient · 0
$26,98872,194 mi

Missoula, MT

2018 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Transit Van Base

Great Falls, MT

UnscoredInsufficient · 3
$26,99587,155 mi

Comparison: 3 similar vehicles

Great Falls, MT

2021 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Ford Transit Van Base

Belgrade, MT

UnscoredInsufficient · 0
$27,38938,228 mi

Belgrade, MT

2023 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 RAM ProMaster Cargo Van Base

Bozeman, MT

UnscoredInsufficient · 0
$28,28161,008 mi

Bozeman, MT

2025 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 RAM ProMaster Cargo Van Base

Bozeman, MT

UnscoredInsufficient · 0
$28,36161,810 mi

Bozeman, MT

2023 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 RAM ProMaster Cargo Van Base

Livingston, MT

UnscoredInsufficient · 0
$28,90074,505 mi

Livingston, MT

2020 Chevrolet Express Cargo Work Van

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Chevrolet Express Cargo Work Van

Great Falls, MT

UnscoredInsufficient · 0
$28,99595,661 mi

Great Falls, MT

2019 Ford F-550 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Ford F-550 Super Duty Chassis Cab XL

Great Falls, MT

UnscoredInsufficient · 0
$28,995213,535 mi

Great Falls, MT

2014 RAM 3500 Chassis Cab Tradesman

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 RAM 3500 Chassis Cab Tradesman

Billings, MT

UnscoredInsufficient · 0
$28,999137,239 mi

Billings, MT

2025 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 RAM ProMaster Cargo Van Base

Bozeman, MT

UnscoredInsufficient · 0
$29,39167,205 mi

Bozeman, MT

2021 Chevrolet Silverado 4500 Medium Duty Chassis Cab Work Truck

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Chevrolet Silverado 4500 Medium Duty Chassis Cab Work Truck

Billings, MT

UnscoredInsufficient · 0
$29,500109,497 mi

Billings, MT

2017 Ford F-350 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford F-350 Super Duty Chassis Cab XL

Stevensville, MT

UnscoredInsufficient · 0
$29,95025,574 mi

Stevensville, MT

2024 RAM ProMaster Cargo Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 RAM ProMaster Cargo Van Base

Billings, MT

UnscoredInsufficient · 0
$29,99074,157 mi

Billings, MT

2021 Ford Transit Van Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 0
$29,99556,144 mi

Billings, MT

2019 Ford F-550 Super Duty Chassis Cab XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Ford F-550 Super Duty Chassis Cab XLT

Great Falls, MT

UnscoredInsufficient · 0
$29,995173,146 mi

Great Falls, MT

2022 Ford F-550 Super Duty Chassis Cab XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Ford F-550 Super Duty Chassis Cab XL

Great Falls, MT

UnscoredInsufficient · 0
$29,999122,705 mi

Great Falls, MT

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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