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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

2,165 listings found

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Union Grove, WI

UnscoredLimited · 17
$3,275273,396 mi

Comparison: 17 similar vehicles

Union Grove, WI

2012 RAM Cargo Van Base

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

2012 RAM Cargo Van Base

Madison, WI

UnscoredInsufficient · 0
$3,787170,127 mi

Madison, WI

2015 Chevrolet City Express 1LS

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

2015 Chevrolet City Express 1LS

Milwaukee, WI

UnscoredInsufficient · 0
$3,995269,453 mi

Milwaukee, WI

1998 Ford Econoline Van BASE

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

1998 Ford Econoline Van BASE

Stoughton, WI

UnscoredInsufficient · 0
$3,995233,381 mi

Stoughton, WI

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Milwaukee, WI

UnscoredModerate · 22
$4,995175,000 mi

Comparison: 22 similar vehicles

Milwaukee, WI

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Platteville, WI

UnscoredLimited · 16
$5,493180,566 mi

Comparison: 16 similar vehicles

Platteville, WI

2014 RAM Cargo Van Tradesman

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

2014 RAM Cargo Van Tradesman

Kenosha, WI

UnscoredLimited · 7
$5,499152,123 mi

Comparison: 7 similar vehicles

Kenosha, WI

2002 Chevrolet Express Cargo Base

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

2002 Chevrolet Express Cargo Base

Sheldon, WI

UnscoredInsufficient · 0
$5,500253,366 mi

Sheldon, WI

2006 GMC Savana Cargo Base

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

2006 GMC Savana Cargo Base

Beloit, WI

UnscoredInsufficient · 0
$5,632137,186 mi

Beloit, WI

2014 Mercedes-Benz Sprinter Cargo Van Base

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

2014 Mercedes-Benz Sprinter Cargo Van Base

Lake Geneva, WI

Fair PriceLimited · 12
$5,950Mileage not verified

Market: $5,795 – $48,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Lake Geneva, WI

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

Milwaukee, WI

UnscoredLimited · 5
$5,995169,200 mi

Comparison: 5 similar vehicles

Milwaukee, WI

2011 Chevrolet Express Cargo Work Van

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

2011 Chevrolet Express Cargo Work Van

Kenosha, WI

UnscoredLimited · 12
$5,999181,000 mi

Comparison: 12 similar vehicles

Kenosha, WI

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Madison, WI

UnscoredInsufficient · 0
$6,500180,000 mi

Madison, WI

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

La Crosse, WI

UnscoredModerate · 28
$7,950176,310 mi

Comparison: 28 similar vehicles

La Crosse, WI

2016 RAM 3500 Chassis Cab Tradesman

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

2016 RAM 3500 Chassis Cab Tradesman

Cuba City, WI

UnscoredInsufficient · 0
$7,995224,700 mi

Cuba City, WI

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

Milwaukee, WI

UnscoredLimited · 5
$7,995200,724 mi

Comparison: 5 similar vehicles

Milwaukee, WI

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

Highland, WI

UnscoredInsufficient · 4
$8,000180,212 mi

Comparison: 4 similar vehicles

Highland, WI

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

Watertown, WI

UnscoredModerate · 40
$8,497205,752 mi

Comparison: 40 similar vehicles

Watertown, WI

2004 Chevrolet Express Cargo Base

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

2004 Chevrolet Express Cargo Base

Stoughton, WI

UnscoredInsufficient · 0
$8,729125,950 mi

Stoughton, WI

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

Sheboygan, WI

UnscoredLimited · 8
$8,823152,585 mi

Comparison: 8 similar vehicles

Sheboygan, WI

2014 Ford E-Series Cutaway Base

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

2014 Ford E-Series Cutaway Base

Stevens Point, WI

UnscoredLimited · 5
$8,898225,795 mi

Comparison: 5 similar vehicles

Stevens Point, WI

2004 GMC Sierra 3500 Chassis Cab Standard

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

2004 GMC Sierra 3500 Chassis Cab Standard

Lake Geneva, WI

UnscoredInsufficient · 0
$8,950277,000 mi

Lake Geneva, WI

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

South Milwaukee, WI

UnscoredLimited · 16
$8,995161,000 mi

Comparison: 16 similar vehicles

South Milwaukee, WI

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

Waukesha, WI

UnscoredModerate · 37
$8,999170,147 mi

Comparison: 37 similar vehicles

Waukesha, WI

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

Kenosha, WI

UnscoredInsufficient · 3
$9,190131,727 mi

Comparison: 3 similar vehicles

Kenosha, WI

2014 RAM Cargo Van Tradesman

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

2014 RAM Cargo Van Tradesman

Tomah, WI

UnscoredInsufficient · 3
$9,488126,397 mi

Comparison: 3 similar vehicles

Tomah, WI

2015 Ford Transit Base

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

2015 Ford Transit Base

Mount Pleasant, WI

UnscoredLimited · 8
$9,495157,964 mi

Comparison: 8 similar vehicles

Mount Pleasant, WI

2018 Ford Transit Cutaway Base

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

2018 Ford Transit Cutaway Base

La Crosse, WI

UnscoredInsufficient · 4
$9,850205,117 mi

Comparison: 4 similar vehicles

La Crosse, WI

2007 Chevrolet Silverado Classic 3500 Chassis Cab Work Truck

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

2007 Chevrolet Silverado Classic 3500 Chassis Cab Work Truck

Lake Geneva, WI

UnscoredInsufficient · 0
$9,850170,506 mi

Lake Geneva, WI

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Delavan, WI

UnscoredLimited · 16
$9,903147,732 mi

Comparison: 16 similar vehicles

Delavan, WI

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Appleton, WI

UnscoredLimited · 11
$9,995140,284 mi

Comparison: 11 similar vehicles

Appleton, WI

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

Kenosha, WI

UnscoredLimited · 12
$9,995124,512 mi

Comparison: 12 similar vehicles

Kenosha, WI

2004 Ford Econoline Van Commercial

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

2004 Ford Econoline Van Commercial

Menasha, WI

UnscoredInsufficient · 0
$10,000188,263 mi

Menasha, WI

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Green Bay, WI

UnscoredLimited · 15
$10,200182,889 mi

Comparison: 15 similar vehicles

Green Bay, WI

2002 Ford Econoline Van Commercial

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

2002 Ford Econoline Van Commercial

Hudson, WI

UnscoredInsufficient · 0
$10,350166,800 mi

Hudson, WI

2017 Chevrolet Express Cutaway Base

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

2017 Chevrolet Express Cutaway Base

Neenah, WI

Salvage title
$10,400200,208 mi

Neenah, WI

2016 Ford Transit Base

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

2016 Ford Transit Base

Milwaukee, WI

UnscoredModerate · 42
$10,498176,775 mi

Comparison: 42 similar vehicles

Milwaukee, WI

2015 Chevrolet City Express 1LT

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

2015 Chevrolet City Express 1LT

Wisconsin Rapids, WI

Fair PriceLimited · 10
$10,51491,746 mi

Market: $7,990 – $13,338

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 129 days listed (based on current market benchmarks)

Wisconsin Rapids, WI

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

Wisconsin Rapids, WI

Fair PriceModerate · 33
$10,900107,601 mi

Market: $8,497 – $19,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Wisconsin Rapids, WI

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

Neenah, WI

UnscoredInsufficient · 3
$10,900141,552 mi

Comparison: 3 similar vehicles

Neenah, WI

2014 Chevrolet Express Cutaway Base

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

2014 Chevrolet Express Cutaway Base

Hazel Green, WI

UnscoredLimited · 18
$10,989178,277 mi

Comparison: 18 similar vehicles

Hazel Green, WI

2016 Nissan NV Cargo SV

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

2016 Nissan NV Cargo SV

Milwaukee, WI

UnscoredInsufficient · 0
$10,990154,720 mi

Milwaukee, WI

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

Waukesha, WI

UnscoredLimited · 17
$10,995238,176 mi

Comparison: 17 similar vehicles

Waukesha, WI

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

Waukesha, WI

UnscoredLimited · 10
$10,995214,998 mi

Comparison: 10 similar vehicles

Waukesha, WI

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

Webster, WI

UnscoredModerate · 24
$10,995156,126 mi

Comparison: 24 similar vehicles

Webster, WI

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

Portage, WI

UnscoredModerate · 39
$10,999174,039 mi

Comparison: 39 similar vehicles

Portage, WI

2018 GMC Savana Cargo Work Van

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

2018 GMC Savana Cargo Work Van

Osseo, WI

UnscoredLimited · 11
$11,049184,465 mi

Comparison: 11 similar vehicles

Osseo, WI

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

Osseo, WI

UnscoredLimited · 8
$11,049198,509 mi

Comparison: 8 similar vehicles

Osseo, WI

2014 Chevrolet Express Cutaway Base

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

2014 Chevrolet Express Cutaway Base

Milwaukee, WI

UnscoredLimited · 6
$11,488248,570 mi

Comparison: 6 similar vehicles

Milwaukee, WI

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

Appleton, WI

UnscoredRobust · 51
$11,589173,829 mi

Comparison: 51 similar vehicles

Appleton, WI

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 manage their profile, 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, exports, and enhanced merchandising.
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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