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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 4, 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

7,847 listings found

2006 Lincoln Zephyr Base

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

2006 Lincoln Zephyr Base

Joplin, MO

UnscoredInsufficient · 0
$1,750217,458 mi

Joplin, MO

2009 Chrysler PT Cruiser Base

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

2009 Chrysler PT Cruiser Base

Joplin, MO

UnscoredInsufficient · 0
$2,500206,389 mi

Joplin, MO

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Fort Scott, KS

UnscoredInsufficient · 4
$2,500246,686 mi

Comparison: 4 similar vehicles

Fort Scott, KS

2006 Honda Accord LX

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

2006 Honda Accord LX

Joplin, MO

Unscored
$2,979266,793 mi

Comparison: 5 similar vehicles

Joplin, MO

2006 Ford Crown Victoria LX Sport

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

2006 Ford Crown Victoria LX Sport

Joplin, MO

UnscoredInsufficient · 0
$2,979122,016 mi

Joplin, MO

2002 Chevrolet S-10 LS

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

2002 Chevrolet S-10 LS

Webb City, MO

UnscoredInsufficient · 0
$3,000247,000 mi

Webb City, MO

1996 Mercury Grand Marquis

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

1996 Mercury Grand Marquis

Webb City, MO

UnscoredInsufficient · 0
$3,000184,000 mi

Webb City, MO

2014 Honda Odyssey Touring

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

2014 Honda Odyssey Touring

El Dorado Springs, MO

Unscored
$3,200239,858 mi

Comparison: 7 similar vehicles

El Dorado Springs, MO

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Chanute, KS

UnscoredInsufficient · 0
$3,394318,500 mi

Chanute, KS

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Webb City, MO

Unscored
$3,500177,788 mi

Comparison: 5 similar vehicles

Webb City, MO

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Joplin, MO

UnscoredInsufficient · 0
$3,500222,222 mi

Joplin, MO

2003 Volkswagen Jetta GLS

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

2003 Volkswagen Jetta GLS

Joplin, MO

UnscoredInsufficient · 0
$3,500201,072 mi

Joplin, MO

2008 Kia Spectra EX

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

2008 Kia Spectra EX

Fort Scott, KS

UnscoredInsufficient · 0
$3,501254,996 mi

Fort Scott, KS

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Fort Scott, KS

Unscored
$3,600191,622 mi

Comparison: 7 similar vehicles

Fort Scott, KS

2011 Ford Focus SE

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

2011 Ford Focus SE

Granby, MO

Unscored
$3,650180,875 mi

Comparison: 6 similar vehicles

Granby, MO

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Columbus, KS

UnscoredInsufficient · 0
$3,698169,596 mi

Columbus, KS

2010 Mazda MAZDA5 Sport

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

2010 Mazda MAZDA5 Sport

Joplin, MO

UnscoredInsufficient · 0
$3,725158,145 mi

Joplin, MO

1997 Dodge Ram Pickup ST

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

1997 Dodge Ram Pickup ST

Columbus, KS

UnscoredInsufficient · 0
$3,745380,851 mi

Columbus, KS

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Commerce, OK

UnscoredInsufficient · 0
$3,887Mileage not verified

Commerce, OK

2016 Kia Rio LX

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

2016 Kia Rio LX

Granby, MO

Unscored
$3,900137,000 mi

Comparison: 7 similar vehicles

Granby, MO

2012 Cadillac CTS Sport Sedan Luxury Collection

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

2012 Cadillac CTS Sport Sedan Luxury Collection

Joplin, MO

UnscoredInsufficient · 0
$3,900179,167 mi

Joplin, MO

2010 Subaru Impreza 2.5i Premium

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

2010 Subaru Impreza 2.5i Premium

Miami, OK

UnscoredInsufficient · 0
$3,900180,000 mi

Miami, OK

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Granby, MO

UnscoredInsufficient · 0
$3,900189,995 mi

Granby, MO

2005 GMC Yukon SLE

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

2005 GMC Yukon SLE

Joplin, MO

UnscoredInsufficient · 0
$3,900241,222 mi

Joplin, MO

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Neosho, MO

Unscored
$3,995221,071 mi

Comparison: 25 similar vehicles

Neosho, MO

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Neosho, MO

UnscoredInsufficient · 3
$3,995216,414 mi

Comparison: 3 similar vehicles

Neosho, MO

1997 Ford F-250 XL

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

1997 Ford F-250 XL

Commerce, OK

UnscoredInsufficient · 0
$4,000Mileage not verified

Commerce, OK

2000 Mercedes-Benz S-Class S500

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

2000 Mercedes-Benz S-Class S500

Joplin, MO

UnscoredInsufficient · 0
$4,200227,846 mi

Joplin, MO

2005 Lexus ES 330

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

2005 Lexus ES 330

Joplin, MO

UnscoredInsufficient · 0
$4,280253,028 mi

Joplin, MO

2002 Lexus ES 300

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

2002 Lexus ES 300

Joplin, MO

UnscoredInsufficient · 3
$4,290227,686 mi

Comparison: 3 similar vehicles

Joplin, MO

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Sarcoxie, MO

Salvage title
$4,398202,988 mi

Sarcoxie, MO

2013 Toyota Highlander Limited

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

2013 Toyota Highlander Limited

Frontenac, KS

Unscored
$4,398459,410 mi

Comparison: 22 similar vehicles

Frontenac, KS

2002 Chevrolet Astro Base

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

2002 Chevrolet Astro Base

Neosho, MO

UnscoredInsufficient · 0
$4,495178,056 mi

Neosho, MO

2011 Subaru Tribeca Limited

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

2011 Subaru Tribeca Limited

Joplin, MO

UnscoredInsufficient · 0
$4,500197,852 mi

Joplin, MO

2010 Chevrolet Express G3500

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

2010 Chevrolet Express G3500

Fort Scott, KS

UnscoredInsufficient · 0
$4,501189,970 mi

Fort Scott, KS

2008 Subaru Outback I Limited

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

2008 Subaru Outback I Limited

Joplin, MO

UnscoredInsufficient · 0
$4,722171,078 mi

Joplin, MO

2008 Ford Taurus X Limited

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

2008 Ford Taurus X Limited

Chanute, KS

UnscoredInsufficient · 0
$4,749Mileage not verified

Chanute, KS

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Sarcoxie, MO

UnscoredInsufficient · 4
$4,898178,305 mi

Comparison: 4 similar vehicles

Sarcoxie, MO

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Granby, MO

Unscored
$4,900168,580 mi

Comparison: 15 similar vehicles

Granby, MO

2010 Chevrolet Traverse 2LT

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

2010 Chevrolet Traverse 2LT

Pittsburg, KS

UnscoredInsufficient · 4
$4,900228,022 mi

Comparison: 4 similar vehicles

Pittsburg, KS

2004 Cadillac Escalade Base

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

2004 Cadillac Escalade Base

Webb City, MO

UnscoredInsufficient · 0
$4,900247,000 mi

Webb City, MO

2005 MINI Cooper Base

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

2005 MINI Cooper Base

Joplin, MO

Salvage title
$4,920216,901 mi

Joplin, MO

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Joplin, MO

Unscored
$4,979178,797 mi

Comparison: 32 similar vehicles

Joplin, MO

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Joplin, MO

UnscoredInsufficient · 0
$4,979137,561 mi

Joplin, MO

1995 Jeep Grand Cherokee LAREDO

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

1995 Jeep Grand Cherokee LAREDO

Joplin, MO

UnscoredInsufficient · 0
$4,979182,773 mi

Joplin, MO

2016 Kia Optima LX

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

2016 Kia Optima LX

Joplin, MO

Unscored
$4,995181,000 mi

Comparison: 25 similar vehicles

Joplin, MO

2014 Kia Forte EX

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

2014 Kia Forte EX

Joplin, MO

Unscored
$4,995161,722 mi

Comparison: 6 similar vehicles

Joplin, MO

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Neosho, MO

Unscored
$4,995228,167 mi

Comparison: 8 similar vehicles

Neosho, MO

2003 Dodge Grand Caravan Cargo

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

2003 Dodge Grand Caravan Cargo

Miami, OK

UnscoredInsufficient · 0
$4,995128,728 mi

Miami, OK

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Nevada, MO

UnscoredInsufficient · 3
$5,000231,120 mi

Comparison: 3 similar vehicles

Nevada, MO

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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