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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 · November 3, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

10,927 listings found

1999 Buick Century CUSTOM

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

1999 Buick Century CUSTOM

Elmwood, NE

Unscored
$1,595Mileage not verified

Comparison: 7 similar vehicles

Elmwood, NE

2008 Hyundai Entourage GLS

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

2008 Hyundai Entourage GLS

Fremont, NE

UnscoredInsufficient · 0
$1,800Mileage not verified

Fremont, NE

2016 Kia Optima LX

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

2016 Kia Optima LX

Fremont, NE

Unscored
$1,995285,074 mi

Comparison: 12 similar vehicles

Fremont, NE

2011 Ford Taurus SE

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

2011 Ford Taurus SE

Fremont, NE

UnscoredInsufficient · 0
$1,995301,000 mi

Fremont, NE

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Fremont, NE

Unscored
$1,995187,445 mi

Comparison: 15 similar vehicles

Fremont, NE

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Columbus, NE

UnscoredInsufficient · 0
$2,160277,357 mi

Columbus, NE

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Lincoln, NE

Unscored
$2,198210,040 mi

Comparison: 18 similar vehicles

Lincoln, NE

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Lincoln, NE

Unscored
$2,300179,010 mi

Comparison: 5 similar vehicles

Lincoln, NE

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Lincoln, NE

Unscored
$2,437213,000 mi

Comparison: 8 similar vehicles

Lincoln, NE

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Fremont, NE

Unscored
$2,495202,044 mi

Comparison: 10 similar vehicles

Fremont, NE

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Fremont, NE

Unscored
$2,500Mileage not verified

Comparison: 22 similar vehicles

Fremont, NE

2006 Nissan Murano SL

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

2006 Nissan Murano SL

York, NE

UnscoredInsufficient · 0
$2,500224,000 mi

York, NE

2011 Nissan cube

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

2011 Nissan cube

Lincoln, NE

UnscoredInsufficient · 0
$2,900144,785 mi

Lincoln, NE

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Fremont, NE

UnscoredInsufficient · 3
$2,950Mileage not verified

Comparison: 3 similar vehicles

Fremont, NE

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Fremont, NE

UnscoredInsufficient · 3
$2,950Mileage not verified

Comparison: 3 similar vehicles

Fremont, NE

2007 Mercury Mountaineer Base

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

2007 Mercury Mountaineer Base

Fremont, NE

UnscoredInsufficient · 0
$2,950Mileage not verified

Fremont, NE

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

Fremont, NE

UnscoredInsufficient · 4
$2,950283,069 mi

Comparison: 4 similar vehicles

Fremont, NE

2006 Saturn ION 3

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

2006 Saturn ION 3

Fremont, NE

UnscoredInsufficient · 0
$2,950136,493 mi

Fremont, NE

2005 Cadillac DeVille DHS

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

2005 Cadillac DeVille DHS

Fremont, NE

UnscoredInsufficient · 0
$2,950Mileage not verified

Fremont, NE

2004 Jeep Liberty Limited

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

2004 Jeep Liberty Limited

Fremont, NE

UnscoredInsufficient · 3
$2,950Mileage not verified

Comparison: 3 similar vehicles

Fremont, NE

1998 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Fremont, NE

UnscoredInsufficient · 0
$2,950Mileage not verified

Fremont, NE

2013 Nissan cube S

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

2013 Nissan cube S

Elmwood, NE

UnscoredInsufficient · 0
$2,995127,121 mi

Elmwood, NE

2011 Nissan Altima S

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

2011 Nissan Altima S

Fremont, NE

Unscored
$2,995192,690 mi

Comparison: 12 similar vehicles

Fremont, NE

2002 Mercury Villager Estate

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

2002 Mercury Villager Estate

Milford, NE

UnscoredInsufficient · 0
$2,995186,000 mi

Milford, NE

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Seward, NE

UnscoredInsufficient · 0
$2,995222,112 mi

Seward, NE

2002 Acura RL Base

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

2002 Acura RL Base

Lincoln, NE

UnscoredInsufficient · 0
$3,000282,000 mi

Lincoln, NE

2014 Chevrolet Traverse LTZ

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

2014 Chevrolet Traverse LTZ

Lincoln, NE

Unscored
$3,100256,386 mi

Comparison: 11 similar vehicles

Lincoln, NE

2012 Ford Focus SE

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

2012 Ford Focus SE

Lincoln, NE

Unscored
$3,200164,985 mi

Comparison: 19 similar vehicles

Lincoln, NE

2004 Honda Element EX

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

2004 Honda Element EX

Fremont, NE

UnscoredInsufficient · 4
$3,200281,866 mi

Comparison: 4 similar vehicles

Fremont, NE

2013 Kia Sorento EX

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

2013 Kia Sorento EX

Lincoln, NE

UnscoredInsufficient · 0
$3,298115,575 mi

Lincoln, NE

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

Lincoln, NE

UnscoredInsufficient · 3
$3,300101,531 mi

Comparison: 3 similar vehicles

Lincoln, NE

2007 Chrysler PT Cruiser LIMITED

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

2007 Chrysler PT Cruiser LIMITED

Fremont, NE

UnscoredInsufficient · 0
$3,344135,863 mi

Fremont, NE

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Lincoln, NE

UnscoredInsufficient · 0
$3,450187,339 mi

Lincoln, NE

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Aurora, NE

UnscoredInsufficient · 3
$3,488368,142 mi

Comparison: 3 similar vehicles

Aurora, NE

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Fremont, NE

UnscoredInsufficient · 4
$3,495192,095 mi

Comparison: 4 similar vehicles

Fremont, NE

2011 Ford Edge Sport

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

2011 Ford Edge Sport

Fremont, NE

UnscoredInsufficient · 0
$3,495187,000 mi

Fremont, NE

2009 Toyota Highlander Limited Hybrid

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

2009 Toyota Highlander Limited Hybrid

Lincoln, NE

UnscoredInsufficient · 0
$3,500277,744 mi

Lincoln, NE

2005 Kia Sedona LX

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

2005 Kia Sedona LX

Lincoln, NE

UnscoredInsufficient · 3
$3,50091,781 mi

Comparison: 3 similar vehicles

Lincoln, NE

1986 Ford Ranger

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

1986 Ford Ranger

Seward, NE

UnscoredInsufficient · 0
$3,50044,000 mi

Seward, NE

2014 Chevrolet Sonic LTZ

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

2014 Chevrolet Sonic LTZ

Fremont, NE

UnscoredInsufficient · 0
$3,800160,912 mi

Fremont, NE

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Lincoln, NE

UnscoredInsufficient · 0
$3,800183,919 mi

Lincoln, NE

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Lincoln, NE

Unscored
$3,950151,265 mi

Comparison: 28 similar vehicles

Lincoln, NE

2013 Buick Encore Premium

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

2013 Buick Encore Premium

Fremont, NE

UnscoredInsufficient · 0
$3,950201,385 mi

Fremont, NE

2007 Volvo XC90 V8

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

2007 Volvo XC90 V8

Fremont, NE

UnscoredInsufficient · 0
$3,950224,170 mi

Fremont, NE

2006 Dodge Charger SE

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

2006 Dodge Charger SE

Fremont, NE

UnscoredInsufficient · 0
$3,950159,289 mi

Fremont, NE

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Columbus, NE

UnscoredInsufficient · 0
$3,990141,302 mi

Columbus, NE

2004 Chrysler Concorde LXI

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

2004 Chrysler Concorde LXI

Columbus, NE

UnscoredInsufficient · 0
$3,990147,210 mi

Columbus, NE

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Fremont, NE

Unscored
$3,995136,200 mi

Comparison: 12 similar vehicles

Fremont, NE

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Fremont, NE

UnscoredInsufficient · 3
$3,995234,570 mi

Comparison: 3 similar vehicles

Fremont, NE

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Fremont, NE

Unscored
$3,995Mileage not verified

Comparison: 6 similar vehicles

Fremont, NE

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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.
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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