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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 12, 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

8,253 listings found

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Corbin, KY

Unscored
$1,699222,127 mi

Comparison: 5 similar vehicles

Corbin, KY

1998 Lincoln Continental Base

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

1998 Lincoln Continental Base

London, KY

UnscoredInsufficient · 0
$1,700179,249 mi

London, KY

2007 Buick LaCrosse CX

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

2007 Buick LaCrosse CX

Norton, VA

UnscoredInsufficient · 0
$2,499Mileage not verified

Norton, VA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Norton, VA

Unscored
$2,500204,870 mi

Comparison: 9 similar vehicles

Norton, VA

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

London, KY

Unscored
$2,800166,806 mi

Comparison: 18 similar vehicles

London, KY

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

Morristown, TN

Unscored
$2,900283,011 mi

Comparison: 16 similar vehicles

Morristown, TN

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Corbin, KY

Salvage title
$2,990171,899 mi

Corbin, KY

2010 GMC Acadia SLT2

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

2010 GMC Acadia SLT2

Corbin, KY

Unscored
$2,990243,167 mi

Comparison: 8 similar vehicles

Corbin, KY

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Corbin, KY

UnscoredInsufficient · 4
$2,990210,000 mi

Comparison: 4 similar vehicles

Corbin, KY

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Corbin, KY

Unscored
$2,990196,000 mi

Comparison: 9 similar vehicles

Corbin, KY

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

White Pine, TN

Unscored
$2,990272,135 mi

Comparison: 5 similar vehicles

White Pine, TN

2012 Ford Fusion SE

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

2012 Ford Fusion SE

London, KY

Unscored
$2,995192,651 mi

Comparison: 41 similar vehicles

London, KY

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Hazard, KY

Unscored
$2,995261,776 mi

Comparison: 13 similar vehicles

Hazard, KY

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Gray, KY

Unscored
$2,995262,000 mi

Comparison: 6 similar vehicles

Gray, KY

2003 Buick Regal LS

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

2003 Buick Regal LS

Greeneville, TN

UnscoredInsufficient · 0
$2,995165,740 mi

Greeneville, TN

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Hazard, KY

UnscoredInsufficient · 0
$2,997211,162 mi

Hazard, KY

No Photo

2016 Dodge Grand Caravan SXT

Morristown, TN

Unscored
$2,999178,888 mi

Comparison: 25 similar vehicles

Morristown, TN

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Wooton, KY

Unscored
$2,999190,405 mi

Comparison: 24 similar vehicles

Wooton, KY

2002 Chrysler PT Cruiser LIMITED

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

2002 Chrysler PT Cruiser LIMITED

Corbin, KY

UnscoredInsufficient · 0
$2,999123,988 mi

Corbin, KY

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Corbin, KY

Unscored
$3,200161,650 mi

Comparison: 8 similar vehicles

Corbin, KY

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Surgoinsville, TN

UnscoredInsufficient · 0
$3,295245,053 mi

Surgoinsville, TN

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

London, KY

Unscored
$3,450191,673 mi

Comparison: 5 similar vehicles

London, KY

2015 Kia Optima LX

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

2015 Kia Optima LX

Kingsport, TN

Unscored
$3,529186,873 mi

Comparison: 45 similar vehicles

Kingsport, TN

2008 Kia Sorento Base

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

2008 Kia Sorento Base

Surgoinsville, TN

UnscoredInsufficient · 0
$3,695197,850 mi

Surgoinsville, TN

1997 Dodge Dakota Base

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

1997 Dodge Dakota Base

Corbin, KY

UnscoredInsufficient · 0
$3,750143,754 mi

Corbin, KY

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Corbin, KY

Unscored
$3,800Mileage not verified

Comparison: 9 similar vehicles

Corbin, KY

2005 Honda Accord EX

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

2005 Honda Accord EX

London, KY

Unscored
$3,850245,677 mi

Comparison: 11 similar vehicles

London, KY

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Hazard, KY

UnscoredInsufficient · 0
$3,894180,199 mi

Hazard, KY

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Lily, KY

Unscored
$3,900149,987 mi

Comparison: 23 similar vehicles

Lily, KY

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Corbin, KY

Unscored
$3,900116,011 mi

Comparison: 5 similar vehicles

Corbin, KY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

London, KY

Unscored
$3,950199,170 mi

Comparison: 71 similar vehicles

London, KY

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

London, KY

UnscoredInsufficient · 4
$3,950142,853 mi

Comparison: 4 similar vehicles

London, KY

2009 Toyota Sienna LE

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

2009 Toyota Sienna LE

Kingsport, TN

UnscoredInsufficient · 0
$3,950202,792 mi

Kingsport, TN

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Kingsport, TN

UnscoredInsufficient · 4
$3,950195,131 mi

Comparison: 4 similar vehicles

Kingsport, TN

2005 Nissan Altima S

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

2005 Nissan Altima S

London, KY

UnscoredInsufficient · 4
$3,950169,040 mi

Comparison: 4 similar vehicles

London, KY

2003 Chevrolet Blazer LS

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

2003 Chevrolet Blazer LS

London, KY

UnscoredInsufficient · 0
$3,950179,034 mi

London, KY

2003 Subaru Outback LIMITED

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

2003 Subaru Outback LIMITED

Morristown, TN

UnscoredInsufficient · 0
$3,989244,569 mi

Morristown, TN

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Corbin, KY

UnscoredInsufficient · 4
$3,990175,000 mi

Comparison: 4 similar vehicles

Corbin, KY

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

London, KY

Unscored
$3,990176,556 mi

Comparison: 29 similar vehicles

London, KY

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

London, KY

Unscored
$3,990179,186 mi

Comparison: 6 similar vehicles

London, KY

2014 Chevrolet Sonic RS

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

2014 Chevrolet Sonic RS

Corbin, KY

Salvage title
$3,990202,146 mi

Corbin, KY

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Corbin, KY

Unscored
$3,990179,000 mi

Comparison: 39 similar vehicles

Corbin, KY

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Corbin, KY

Unscored
$3,990212,000 mi

Comparison: 26 similar vehicles

Corbin, KY

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

London, KY

UnscoredInsufficient · 4
$3,990176,126 mi

Comparison: 4 similar vehicles

London, KY

2007 Hyundai Sonata LIMITED

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

2007 Hyundai Sonata LIMITED

London, KY

UnscoredInsufficient · 0
$3,990160,644 mi

London, KY

2007 BMW 5 Series 530i

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

2007 BMW 5 Series 530i

London, KY

UnscoredInsufficient · 0
$3,990136,040 mi

London, KY

2005 Buick LaCrosse CXS

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

2005 Buick LaCrosse CXS

Corbin, KY

UnscoredInsufficient · 0
$3,990Mileage not verified

Corbin, KY

2018 Kia FORTE LX

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

2018 Kia FORTE LX

London, KY

Unscored
$3,995194,308 mi

Comparison: 75 similar vehicles

London, KY

2013 Kia Soul Base

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

2013 Kia Soul Base

Rutledge, TN

UnscoredInsufficient · 3
$3,995151,000 mi

Comparison: 3 similar vehicles

Rutledge, TN

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Morristown, TN

Unscored
$3,995182,020 mi

Comparison: 13 similar vehicles

Morristown, TN

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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