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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 7, 2026

7.1M+

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

10,153 listings found

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Wise, VA

Unscored
$2,399199,976 mi

Comparison: 7 similar vehicles

Wise, VA

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: 7 similar vehicles

Norton, VA

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Piney Flats, TN

UnscoredInsufficient · 0
$2,800124,521 mi

Piney Flats, TN

2008 Kia Rondo LX

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

2008 Kia Rondo LX

Bristol, TN

UnscoredInsufficient · 0
$2,889179,095 mi

Bristol, TN

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

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Kingsport, TN

UnscoredInsufficient · 4
$2,999Mileage not verified

Comparison: 4 similar vehicles

Kingsport, TN

2002 Ford Explorer XLS

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

2002 Ford Explorer XLS

Lebanon, VA

UnscoredInsufficient · 0
$3,200301,213 mi

Lebanon, VA

2012 Subaru Impreza 2.0I Limited

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

2012 Subaru Impreza 2.0I Limited

Bristol, TN

UnscoredInsufficient · 4
$3,495229,124 mi

Comparison: 4 similar vehicles

Bristol, TN

2001 Mazda Tribute LX

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

2001 Mazda Tribute LX

Bristol, TN

UnscoredInsufficient · 0
$3,500140,014 mi

Bristol, TN

2012 Chrysler 300 Base

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

2012 Chrysler 300 Base

Bristol, TN

UnscoredInsufficient · 4
$3,777194,502 mi

Comparison: 4 similar vehicles

Bristol, TN

2011 Ford Expedition Limited

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

2011 Ford Expedition Limited

Bristol, TN

Unscored
$3,889294,236 mi

Comparison: 5 similar vehicles

Bristol, TN

2010 Pontiac G6 Base

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

2010 Pontiac G6 Base

Johnson City, TN

UnscoredInsufficient · 0
$3,889186,631 mi

Johnson City, TN

2008 Honda Civic EX

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

2008 Honda Civic EX

Bristol, TN

Unscored
$3,889237,910 mi

Comparison: 10 similar vehicles

Bristol, TN

2007 Chevrolet Impala LTZ

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

2007 Chevrolet Impala LTZ

Kingsport, TN

UnscoredInsufficient · 0
$3,900176,917 mi

Kingsport, TN

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Kingsport, TN

Unscored
$3,950197,358 mi

Comparison: 23 similar vehicles

Kingsport, TN

No Photo

2006 Toyota Corolla CE

Kingsport, TN

UnscoredInsufficient · 0
$3,950195,131 mi

Kingsport, TN

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Bristol, TN

Unscored
$3,978252,625 mi

Comparison: 5 similar vehicles

Bristol, TN

2005 Scion tC Base

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

2005 Scion tC Base

Bristol, TN

UnscoredInsufficient · 4
$3,988178,162 mi

Comparison: 4 similar vehicles

Bristol, TN

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Kingsport, TN

UnscoredInsufficient · 0
$3,995185,243 mi

Kingsport, TN

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Kingsport, TN

Unscored
$3,999174,820 mi

Comparison: 25 similar vehicles

Kingsport, TN

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Kingsport, TN

UnscoredInsufficient · 0
$3,999176,177 mi

Kingsport, TN

2003 Honda Accord LX

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

2003 Honda Accord LX

Kingsport, TN

OverpricedLimited · 12
$3,999212,956 mi

Market: $2,995 – $3,699

Comparison: 12 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Kingsport, TN

2000 Lincoln Town Car SIGNATURE

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

2000 Lincoln Town Car SIGNATURE

Kingsport, TN

UnscoredInsufficient · 0
$3,999105,403 mi

Kingsport, TN

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Abingdon, VA

Unscored
$4,000237,100 mi

Comparison: 9 similar vehicles

Abingdon, VA

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Piney Flats, TN

Unscored
$4,200237,447 mi

Comparison: 22 similar vehicles

Piney Flats, TN

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

Bristol, TN

Unscored
$4,297314,619 mi

Comparison: 7 similar vehicles

Bristol, TN

2010 Volkswagen Jetta SE

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

2010 Volkswagen Jetta SE

Kingsport, TN

UnscoredInsufficient · 0
$4,357186,591 mi

Kingsport, TN

2008 Dodge Grand Caravan SE

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

2008 Dodge Grand Caravan SE

Bristol, TN

UnscoredInsufficient · 0
$4,389140,323 mi

Bristol, TN

2004 Volkswagen New Beetle GLS

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

2004 Volkswagen New Beetle GLS

Bristol, TN

UnscoredInsufficient · 0
$4,399170,816 mi

Bristol, TN

2012 Subaru Forester X

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

2012 Subaru Forester X

Bristol, TN

Unscored
$4,400213,889 mi

Comparison: 10 similar vehicles

Bristol, TN

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Bristol, TN

UnscoredInsufficient · 4
$4,400235,582 mi

Comparison: 4 similar vehicles

Bristol, TN

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Kingsport, TN

Unscored
$4,450257,606 mi

Comparison: 5 similar vehicles

Kingsport, TN

2018 Jeep Compass Sport

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

2018 Jeep Compass Sport

Pikeville, KY

Unscored
$4,495253,305 mi

Comparison: 22 similar vehicles

Pikeville, KY

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Abingdon, VA

Unscored
$4,499197,044 mi

Comparison: 12 similar vehicles

Abingdon, VA

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

Piney Flats, TN

Unscored
$4,500177,421 mi

Comparison: 5 similar vehicles

Piney Flats, TN

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

2001 Lexus ES 300

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

2001 Lexus ES 300

Johnson City, TN

UnscoredInsufficient · 0
$4,500212,861 mi

Johnson City, TN

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Bristol, TN

Unscored
$4,600154,026 mi

Comparison: 9 similar vehicles

Bristol, TN

2004 Dodge Neon SXT

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

2004 Dodge Neon SXT

Bristol, TN

UnscoredInsufficient · 0
$4,600148,160 mi

Bristol, TN

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Bristol, TN

UnscoredInsufficient · 4
$4,718195,128 mi

Comparison: 4 similar vehicles

Bristol, TN

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Bristol, TN

UnscoredInsufficient · 0
$4,752175,300 mi

Bristol, TN

2010 Kia Soul Exclaim

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

2010 Kia Soul Exclaim

Kingsport, TN

Unscored
$4,785163,020 mi

Comparison: 8 similar vehicles

Kingsport, TN

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

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Honaker, VA

Unscored
$4,800190,000 mi

Comparison: 14 similar vehicles

Honaker, VA

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Kingsport, TN

Unscored
$4,859187,901 mi

Comparison: 5 similar vehicles

Kingsport, TN

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Abingdon, VA

UnscoredInsufficient · 3
$4,899208,170 mi

Comparison: 3 similar vehicles

Abingdon, VA

2004 Chevrolet Silverado 1500 Base

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

2004 Chevrolet Silverado 1500 Base

Honaker, VA

UnscoredInsufficient · 0
$4,900210,129 mi

Honaker, VA

2017 Nissan Pathfinder S

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

2017 Nissan Pathfinder S

Honaker, VA

Unscored
$4,950130,457 mi

Comparison: 7 similar vehicles

Honaker, VA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Kingsport, TN

Unscored
$4,950208,212 mi

Comparison: 38 similar vehicles

Kingsport, 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 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 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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