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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

384 listings found

2012 GMC Savana Cargo Base

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

2012 GMC Savana Cargo Base

Great Bend, ND

UnscoredInsufficient · 0
$4,995298,000 mi

Great Bend, ND

2006 Chevrolet Express Cargo Work

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

2006 Chevrolet Express Cargo Work

Thompson, ND

UnscoredInsufficient · 0
$4,995204,036 mi

Thompson, ND

2006 Ford Econoline Van Commercial

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

2006 Ford Econoline Van Commercial

Grand Forks, ND

UnscoredInsufficient · 0
$5,289138,343 mi

Grand Forks, ND

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

Thompson, ND

UnscoredInsufficient · 0
$6,500172,477 mi

Thompson, ND

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Mandan, ND

UnscoredInsufficient · 0
$6,999159,673 mi

Mandan, ND

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Thompson, ND

UnscoredInsufficient · 4
$7,800198,043 mi

Comparison: 4 similar vehicles

Thompson, ND

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

Fargo, ND

UnscoredInsufficient · 0
$7,90080,864 mi

Fargo, ND

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Minot, ND

UnscoredInsufficient · 0
$7,995160,909 mi

Minot, ND

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

New Rockford, ND

UnscoredInsufficient · 0
$8,500198,072 mi

New Rockford, ND

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Grand Forks, ND

UnscoredInsufficient · 3
$8,990163,050 mi

Comparison: 3 similar vehicles

Grand Forks, ND

2007 Dodge Ram 3500 Chassis Cab

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

2007 Dodge Ram 3500 Chassis Cab

Mandan, ND

UnscoredInsufficient · 0
$8,990296,032 mi

Mandan, ND

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

Thompson, ND

UnscoredInsufficient · 3
$9,500190,323 mi

Comparison: 3 similar vehicles

Thompson, ND

2007 Dodge Sprinter Van Base

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

2007 Dodge Sprinter Van Base

Wahpeton, ND

UnscoredInsufficient · 0
$9,800206,000 mi

Wahpeton, ND

2015 Ford Transit Base

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

2015 Ford Transit Base

Dickinson, ND

UnscoredInsufficient · 0
$9,855165,443 mi

Dickinson, ND

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

Fargo, ND

UnscoredInsufficient · 0
$9,950158,015 mi

Fargo, ND

2017 Ford E-Series Cutaway Base

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

2017 Ford E-Series Cutaway Base

Michigan, ND

UnscoredInsufficient · 0
$9,995123,538 mi

Michigan, ND

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

Fargo, ND

UnscoredInsufficient · 0
$10,395209,709 mi

Fargo, ND

2016 Ford Transit Base

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

2016 Ford Transit Base

Thompson, ND

UnscoredInsufficient · 3
$11,500182,196 mi

Comparison: 3 similar vehicles

Thompson, ND

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Wahpeton, ND

UnscoredLimited · 8
$11,800163,000 mi

Comparison: 8 similar vehicles

Wahpeton, ND

2009 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2009 Chevrolet Silverado 3500 Chassis Cab Work Truck

Bismarck, ND

UnscoredInsufficient · 0
$11,900213,161 mi

Bismarck, ND

2014 GMC Savana Cargo Work Van

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

2014 GMC Savana Cargo Work Van

Fargo, ND

UnscoredInsufficient · 0
$12,000142,067 mi

Fargo, ND

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Grand Forks, ND

UnscoredInsufficient · 0
$12,99092,744 mi

Grand Forks, ND

2007 GMC Savana Cargo Base

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

2007 GMC Savana Cargo Base

Dickinson, ND

UnscoredInsufficient · 0
$13,488129,166 mi

Dickinson, ND

2019 Nissan NV Cargo SV

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

2019 Nissan NV Cargo SV

Strasburg, ND

UnscoredInsufficient · 0
$13,975119,063 mi

Strasburg, ND

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

Jamestown, ND

UnscoredInsufficient · 0
$13,990165,440 mi

Jamestown, ND

2018 Chevrolet Express Cargo Work Van

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

2018 Chevrolet Express Cargo Work Van

Grand Forks, ND

UnscoredInsufficient · 0
$13,990145,165 mi

Grand Forks, ND

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

Bismarck, ND

UnscoredInsufficient · 0
$14,900188,937 mi

Bismarck, ND

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Wahpeton, ND

UnscoredLimited · 13
$15,490128,902 mi

Comparison: 13 similar vehicles

Wahpeton, ND

2025 Chevrolet Express Cargo Work Van

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

2025 Chevrolet Express Cargo Work Van

Strasburg, ND

UnscoredInsufficient · 0
$15,75020,412 mi

Strasburg, ND

2014 GMC Savana Cargo Work Van

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

2014 GMC Savana Cargo Work Van

Wahpeton, ND

UnscoredInsufficient · 0
$15,800151,000 mi

Wahpeton, ND

2018 Ford F-350 Super Duty Chassis Cab XL

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

2018 Ford F-350 Super Duty Chassis Cab XL

Thompson, ND

UnscoredInsufficient · 0
$16,500197,961 mi

Thompson, ND

2016 Ford Transit Base

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

2016 Ford Transit Base

Thompson, ND

UnscoredInsufficient · 3
$16,50095,795 mi

Comparison: 3 similar vehicles

Thompson, ND

2017 RAM ProMaster Cargo Van Base

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

2017 RAM ProMaster Cargo Van Base

Grand Forks, ND

UnscoredLimited · 6
$16,780161,545 mi

Comparison: 6 similar vehicles

Grand Forks, ND

2016 Ford Transit Base

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

2016 Ford Transit Base

Grand Forks, ND

UnscoredInsufficient · 0
$16,84991,198 mi

Grand Forks, ND

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

Bismarck, ND

UnscoredInsufficient · 0
$16,900117,230 mi

Bismarck, ND

2016 Ford F-350 Super Duty Chassis Cab XLT

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

2016 Ford F-350 Super Duty Chassis Cab XLT

Grand Forks, ND

UnscoredInsufficient · 0
$16,980157,293 mi

Grand Forks, ND

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Michigan, ND

UnscoredInsufficient · 4
$16,99587,713 mi

Comparison: 4 similar vehicles

Michigan, ND

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

Jamestown, ND

UnscoredInsufficient · 0
$17,990211,301 mi

Jamestown, ND

2011 RAM 3500 Chassis Cab ST

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

2011 RAM 3500 Chassis Cab ST

Michigan, ND

UnscoredInsufficient · 0
$17,993100,414 mi

Michigan, ND

2021 Chevrolet Express Cargo Work Van

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

2021 Chevrolet Express Cargo Work Van

Thompson, ND

UnscoredInsufficient · 0
$18,50094,134 mi

Thompson, ND

2022 Ford Transit Van Base

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

2022 Ford Transit Van Base

Grand Forks, ND

UnscoredInsufficient · 0
$18,990132,448 mi

Grand Forks, ND

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

Grand Forks, ND

UnscoredInsufficient · 0
$19,990160,367 mi

Grand Forks, ND

2015 RAM 3500 Chassis Cab Tradesman

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

2015 RAM 3500 Chassis Cab Tradesman

Grand Forks, ND

UnscoredInsufficient · 0
$19,990183,531 mi

Grand Forks, ND

2019 Chevrolet Express Cutaway Base

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

2019 Chevrolet Express Cutaway Base

Thompson, ND

UnscoredInsufficient · 0
$19,995139,040 mi

Thompson, ND

2019 Chevrolet Express Cutaway Base

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

2019 Chevrolet Express Cutaway Base

Michigan, ND

UnscoredInsufficient · 0
$19,995145,766 mi

Michigan, ND

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

Thompson, ND

UnscoredInsufficient · 0
$19,99599,524 mi

Thompson, ND

2011 Ford F-350 Super Duty Chassis Cab XL

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

2011 Ford F-350 Super Duty Chassis Cab XL

Grand Forks, ND

UnscoredInsufficient · 3
$20,990175,010 mi

Comparison: 3 similar vehicles

Grand Forks, ND

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

Fargo, ND

UnscoredLimited · 8
$21,96982,950 mi

Comparison: 8 similar vehicles

Fargo, ND

2020 RAM ProMaster Cargo Van Base

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

2020 RAM ProMaster Cargo Van Base

Grand Forks, ND

UnscoredInsufficient · 0
$21,99090,771 mi

Grand Forks, ND

2019 Chevrolet Express Cargo Work Van

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

2019 Chevrolet Express Cargo Work Van

Grand Forks, ND

UnscoredInsufficient · 0
$22,99045,602 mi

Grand Forks, ND

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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