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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 11, 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

3,012 listings found

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: 8 similar vehicles

Norton, VA

2006 Ford Focus ZX4 ST

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

2006 Ford Focus ZX4 ST

Pikeville, KY

UnscoredInsufficient · 0
$2,894424,045 mi

Pikeville, KY

2005 Honda Civic LX

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

2005 Honda Civic LX

Louisa, KY

UnscoredInsufficient · 3
$2,990263,334 mi

Comparison: 3 similar vehicles

Louisa, KY

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Louisa, KY

UnscoredInsufficient · 0
$3,500192,434 mi

Louisa, 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

Unscored
$3,894180,199 mi

Comparison: 5 similar vehicles

Hazard, KY

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Hagerhill, KY

Unscored
$3,950200,581 mi

Comparison: 27 similar vehicles

Hagerhill, KY

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Harlan, KY

Unscored
$3,995241,521 mi

Comparison: 6 similar vehicles

Harlan, KY

2010 Subaru Forester X

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

2010 Subaru Forester X

Norton, VA

Unscored
$4,500235,589 mi

Comparison: 11 similar vehicles

Norton, VA

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

West Liberty, KY

Unscored
$4,500236,944 mi

Comparison: 19 similar vehicles

West Liberty, KY

2012 Chrysler 300 C

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

2012 Chrysler 300 C

Belfry, KY

UnscoredInsufficient · 0
$4,800205,000 mi

Belfry, KY

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Paintsville, KY

UnscoredInsufficient · 3
$4,850225,428 mi

Comparison: 3 similar vehicles

Paintsville, KY

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Pikeville, KY

UnscoredInsufficient · 4
$4,995Mileage not verified

Comparison: 4 similar vehicles

Pikeville, KY

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Norton, VA

Unscored
$4,999155,099 mi

Comparison: 7 similar vehicles

Norton, VA

2012 Kia Forte LX

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

2012 Kia Forte LX

Louisa, KY

UnscoredInsufficient · 3
$5,000134,531 mi

Comparison: 3 similar vehicles

Louisa, KY

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Louisa, KY

UnscoredInsufficient · 0
$5,000144,070 mi

Louisa, KY

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Louisa, KY

Unscored
$5,495203,719 mi

Comparison: 29 similar vehicles

Louisa, KY

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Manchester, KY

Fair PriceModerate · 26
$5,500111,080 mi

Market: $3,580 – $12,999

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 414 days listed (based on current market benchmarks)

Manchester, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Pikeville, KY

Unscored
$5,500275,062 mi

Comparison: 13 similar vehicles

Pikeville, KY

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Norton, VA

Unscored
$5,500239,600 mi

Comparison: 6 similar vehicles

Norton, VA

2011 Volvo XC90 3.2

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

2011 Volvo XC90 3.2

Norton, VA

UnscoredInsufficient · 3
$5,500165,701 mi

Comparison: 3 similar vehicles

Norton, VA

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Louisa, KY

Unscored
$5,595165,316 mi

Comparison: 6 similar vehicles

Louisa, KY

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Louisa, KY

Unscored
$5,900162,149 mi

Comparison: 31 similar vehicles

Louisa, KY

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Jackson, KY

Unscored
$5,988154,787 mi

Comparison: 20 similar vehicles

Jackson, KY

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Pikeville, KY

Unscored
$5,995141,319 mi

Comparison: 5 similar vehicles

Pikeville, KY

2013 Ford Explorer Sport

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

2013 Ford Explorer Sport

Pikeville, KY

UnscoredInsufficient · 4
$5,995194,091 mi

Comparison: 4 similar vehicles

Pikeville, KY

2013 Chevrolet Traverse LS

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

2013 Chevrolet Traverse LS

Louisa, KY

Unscored
$5,995148,336 mi

Comparison: 7 similar vehicles

Louisa, KY

2014 Nissan Altima S

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

2014 Nissan Altima S

Hazard, KY

Unscored
$5,996169,747 mi

Comparison: 27 similar vehicles

Hazard, KY

2015 Kia Forte EX

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

2015 Kia Forte EX

Norton, VA

Unscored
$5,999167,500 mi

Comparison: 19 similar vehicles

Norton, VA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Norton, VA

Unscored
$5,999126,462 mi

Comparison: 14 similar vehicles

Norton, VA

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Louisa, KY

Great DealLimited · 14
$5,99983,044 mi

Market: $6,995 – $9,093

Comparison: 14 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 76 days listed (based on current market benchmarks)

Louisa, KY

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Wooton, KY

Unscored
$5,99983,056 mi

Comparison: 6 similar vehicles

Wooton, KY

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Ivel, KY

Unscored
$6,000158,792 mi

Comparison: 164 similar vehicles

Ivel, KY

2004 Honda Accord EX

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

2004 Honda Accord EX

Ivel, KY

Unscored
$6,000209,196 mi

Comparison: 14 similar vehicles

Ivel, KY

2013 Ford Focus SE

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

2013 Ford Focus SE

Ivel, KY

Unscored
$6,172124,272 mi

Comparison: 9 similar vehicles

Ivel, KY

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Louisa, KY

Unscored
$6,300191,310 mi

Comparison: 37 similar vehicles

Louisa, KY

2010 Mercedes-Benz E-Class E550 Luxury

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

2010 Mercedes-Benz E-Class E550 Luxury

Ivel, KY

UnscoredInsufficient · 0
$6,400251,000 mi

Ivel, KY

2015 Kia Forte LX

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

2015 Kia Forte LX

Norton, VA

Unscored
$6,500213,499 mi

Comparison: 54 similar vehicles

Norton, VA

2010 GMC Yukon XL SLT1

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

2010 GMC Yukon XL SLT1

Norton, VA

UnscoredInsufficient · 0
$6,500176,421 mi

Norton, VA

2016 Chevrolet Cruze Limited LTZ

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

2016 Chevrolet Cruze Limited LTZ

Prestonsburg, KY

Unscored
$6,579168,508 mi

Comparison: 9 similar vehicles

Prestonsburg, KY

2014 Nissan Rogue SV

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

2014 Nissan Rogue SV

Ivel, KY

Unscored
$6,730170,625 mi

Comparison: 37 similar vehicles

Ivel, KY

2018 Ford Ecosport SE

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

2018 Ford Ecosport SE

Hazard, KY

Unscored
$6,900152,037 mi

Comparison: 41 similar vehicles

Hazard, KY

2009 BMW 3 Series 335xi

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

2009 BMW 3 Series 335xi

Pikeville, KY

UnscoredInsufficient · 0
$6,900135,278 mi

Pikeville, KY

2013 Chevrolet Captiva Sport 2LS

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

2013 Chevrolet Captiva Sport 2LS

Hagerhill, KY

UnscoredInsufficient · 0
$6,950114,995 mi

Hagerhill, KY

2015 Kia Forte LX

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

2015 Kia Forte LX

Hazard, KY

Unscored
$6,990120,326 mi

Comparison: 26 similar vehicles

Hazard, KY

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Pikeville, KY

UnscoredInsufficient · 0
$6,990212,772 mi

Pikeville, KY

2015 Ford Focus SE

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

2015 Ford Focus SE

Big Stone Gap, VA

Unscored
$6,995176,726 mi

Comparison: 73 similar vehicles

Big Stone Gap, VA

2015 Volkswagen Passat Wolfsburg Edition

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

2015 Volkswagen Passat Wolfsburg Edition

Hazard, KY

Fair PriceModerate · 24
$6,995Mileage not verified

Market: $3,900 – $10,048

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Hazard, KY

2013 Hyundai Veloster Base

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

2013 Hyundai Veloster Base

Pikeville, KY

Fair PriceModerate · 27
$6,995109,530 mi

Market: $4,999 – $11,900

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Pikeville, KY

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Pikeville, KY

Unscored
$6,995169,118 mi

Comparison: 8 similar vehicles

Pikeville, KY

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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