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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 9, 2026

7.3M+

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

8,593 listings found

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Cambridge, OH

UnscoredInsufficient · 4
$1,995200,941 mi

Comparison: 4 similar vehicles

Cambridge, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Cambridge, OH

Unscored
$1,995213,604 mi

Comparison: 23 similar vehicles

Cambridge, OH

2004 Ford Freestar Limited

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

2004 Ford Freestar Limited

Parkersburg, WV

UnscoredInsufficient · 0
$2,800227,581 mi

Parkersburg, WV

2010 Suzuki SX4 Crossover Technology

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

2010 Suzuki SX4 Crossover Technology

Woodsfield, OH

UnscoredInsufficient · 0
$2,988199,946 mi

Woodsfield, OH

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Steubenville, OH

Unscored
$3,206176,001 mi

Comparison: 12 similar vehicles

Steubenville, OH

2006 Jeep Liberty Limited

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

2006 Jeep Liberty Limited

Malta, OH

UnscoredInsufficient · 3
$3,350135,106 mi

Comparison: 3 similar vehicles

Malta, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Cambridge, OH

Unscored
$3,495173,791 mi

Comparison: 44 similar vehicles

Cambridge, OH

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Saint Clairsville, OH

UnscoredInsufficient · 3
$3,495210,410 mi

Comparison: 3 similar vehicles

Saint Clairsville, OH

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Williamstown, WV

Unscored
$3,498170,000 mi

Comparison: 23 similar vehicles

Williamstown, WV

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Marietta, OH

Unscored
$3,499Mileage not verified

Comparison: 24 similar vehicles

Marietta, OH

2008 Toyota Camry Hybrid

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

2008 Toyota Camry Hybrid

Marietta, OH

UnscoredInsufficient · 0
$3,499202,911 mi

Marietta, OH

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Marietta, OH

UnscoredInsufficient · 0
$3,499176,714 mi

Marietta, OH

2008 Nissan Rogue S

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

2008 Nissan Rogue S

Bridgeport, OH

UnscoredInsufficient · 4
$3,595147,127 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Bridgeport, OH

Fair PriceModerate · 41
$3,62082,722 mi

Market: $3,995 – $9,373

Comparison: 41 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 86 days listed (based on current market benchmarks)

Bridgeport, OH

2009 Nissan Altima

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

2009 Nissan Altima

Marietta, OH

UnscoredInsufficient · 0
$3,699135,740 mi

Marietta, OH

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Woodsfield, OH

UnscoredInsufficient · 3
$3,888295,336 mi

Comparison: 3 similar vehicles

Woodsfield, OH

2010 Lincoln MKS EcoBoost

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

2010 Lincoln MKS EcoBoost

Cambridge, OH

UnscoredInsufficient · 3
$3,988191,712 mi

Comparison: 3 similar vehicles

Cambridge, OH

2018 Jeep Cherokee Trailhawk

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

2018 Jeep Cherokee Trailhawk

Zanesville, OH

Unscored
$3,995177,995 mi

Comparison: 68 similar vehicles

Zanesville, OH

2015 Ford Flex SE

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

2015 Ford Flex SE

Bridgeport, OH

UnscoredInsufficient · 0
$3,995191,098 mi

Bridgeport, OH

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Bridgeport, OH

Unscored
$3,995129,292 mi

Comparison: 19 similar vehicles

Bridgeport, OH

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Bellaire, OH

UnscoredInsufficient · 4
$3,995181,115 mi

Comparison: 4 similar vehicles

Bellaire, OH

2012 Suzuki SX4 Crossover Premium

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

2012 Suzuki SX4 Crossover Premium

Bridgeport, OH

UnscoredInsufficient · 0
$3,995118,279 mi

Bridgeport, OH

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Cambridge, OH

Unscored
$3,995221,209 mi

Comparison: 7 similar vehicles

Cambridge, OH

2010 Nissan cube

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

2010 Nissan cube

Cambridge, OH

UnscoredInsufficient · 0
$3,995229,613 mi

Cambridge, OH

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Bridgeport, OH

Unscored
$3,995195,496 mi

Comparison: 18 similar vehicles

Bridgeport, OH

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Cambridge, OH

UnscoredInsufficient · 0
$3,995242,592 mi

Cambridge, OH

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Bridgeport, OH

UnscoredInsufficient · 4
$3,99573,795 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2008 Subaru Forester Sports 2.5 X

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

2008 Subaru Forester Sports 2.5 X

Byesville, OH

UnscoredInsufficient · 0
$3,995190,655 mi

Byesville, OH

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Bridgeport, OH

UnscoredInsufficient · 4
$3,995130,917 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Cambridge, OH

Unscored
$3,995168,486 mi

Comparison: 7 similar vehicles

Cambridge, OH

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Woodsfield, OH

Unscored
$3,999154,226 mi

Comparison: 20 similar vehicles

Woodsfield, OH

2002 Chevrolet Express BASE

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

2002 Chevrolet Express BASE

Caldwell, OH

UnscoredInsufficient · 0
$4,000132,231 mi

Caldwell, OH

1999 Acura TL Base

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

1999 Acura TL Base

Follansbee, WV

UnscoredInsufficient · 0
$4,050Mileage not verified

Follansbee, WV

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Vienna, WV

Unscored
$4,400201,069 mi

Comparison: 11 similar vehicles

Vienna, WV

2005 Mercury Grand Marquis GS

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

2005 Mercury Grand Marquis GS

Woodsfield, OH

UnscoredInsufficient · 0
$4,400137,372 mi

Woodsfield, OH

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Cambridge, OH

Unscored
$4,495164,299 mi

Comparison: 42 similar vehicles

Cambridge, OH

2004 MINI Base

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

2004 MINI Base

Harrisville, WV

UnscoredInsufficient · 0
$4,49565,879 mi

Harrisville, WV

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Parkersburg, WV

Fair PriceLimited · 13
$4,500102,546 mi

Market: $3,590 – $8,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Parkersburg, WV

2008 Subaru Impreza 2.5i

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

2008 Subaru Impreza 2.5i

Marietta, OH

Unscored
$4,500175,483 mi

Comparison: 11 similar vehicles

Marietta, OH

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Vienna, WV

Unscored
$4,500153,000 mi

Comparison: 15 similar vehicles

Vienna, WV

1998 Buick Riviera

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

1998 Buick Riviera

Cambridge, OH

UnscoredInsufficient · 0
$4,500138,103 mi

Cambridge, OH

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Bridgeport, OH

UnscoredInsufficient · 3
$4,595179,434 mi

Comparison: 3 similar vehicles

Bridgeport, OH

2001 Jeep Cherokee SPORT

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

2001 Jeep Cherokee SPORT

Bridgeport, OH

UnscoredInsufficient · 4
$4,595149,112 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Woodsfield, OH

Unscored
$4,750202,473 mi

Comparison: 6 similar vehicles

Woodsfield, OH

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Vienna, WV

UnscoredInsufficient · 0
$4,795178,470 mi

Vienna, WV

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Vienna, WV

Unscored
$4,800163,526 mi

Comparison: 35 similar vehicles

Vienna, WV

2011 Kia Soul Base

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

2011 Kia Soul Base

Cambridge, OH

Unscored
$4,895216,321 mi

Comparison: 46 similar vehicles

Cambridge, OH

2010 Kia Soul Exclaim

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

2010 Kia Soul Exclaim

Cambridge, OH

Unscored
$4,895210,339 mi

Comparison: 16 similar vehicles

Cambridge, OH

2008 Scion xB Base

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

2008 Scion xB Base

Woodsfield, OH

UnscoredInsufficient · 0
$4,895134,867 mi

Woodsfield, OH

2009 Kia Sorento LX

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

2009 Kia Sorento LX

Parkersburg, WV

UnscoredInsufficient · 0
$4,950161,596 mi

Parkersburg, WV

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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