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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

1,330 listings found

2004 Ford Focus ZTS

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

2004 Ford Focus ZTS

Coos Bay, OR

UnscoredInsufficient · 0
$2,499193,000 mi

Coos Bay, OR

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Roseburg, OR

UnscoredInsufficient · 0
$2,500203,972 mi

Roseburg, OR

2005 Scion xB Base

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

2005 Scion xB Base

Coos Bay, OR

UnscoredInsufficient · 0
$2,999215,448 mi

Coos Bay, OR

2005 Chrysler 300 Touring

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

2005 Chrysler 300 Touring

Roseburg, OR

UnscoredInsufficient · 0
$3,495118,881 mi

Roseburg, OR

2005 Ford Freestyle Limited

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

2005 Ford Freestyle Limited

North Bend, OR

UnscoredInsufficient · 0
$3,595179,083 mi

North Bend, OR

2009 Toyota Camry Hybrid

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

2009 Toyota Camry Hybrid

Roseburg, OR

UnscoredInsufficient · 3
$3,888173,238 mi

Comparison: 3 similar vehicles

Roseburg, OR

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Roseburg, OR

UnscoredInsufficient · 3
$3,999109,202 mi

Comparison: 3 similar vehicles

Roseburg, OR

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Roseburg, OR

UnscoredInsufficient · 0
$4,287274,634 mi

Roseburg, OR

2019 Nissan Sentra SR

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

2019 Nissan Sentra SR

Roseburg, OR

UnscoredInsufficient · 0
$4,888119,857 mi

Roseburg, OR

2013 Ford Explorer Utility Police Interceptor

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

2013 Ford Explorer Utility Police Interceptor

Roseburg, OR

UnscoredInsufficient · 0
$4,888165,925 mi

Roseburg, OR

2010 Chevrolet Traverse 2LT

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

2010 Chevrolet Traverse 2LT

Roseburg, OR

UnscoredInsufficient · 0
$4,900170,852 mi

Roseburg, OR

2011 Cadillac SRX Luxury Collection

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

2011 Cadillac SRX Luxury Collection

Roseburg, OR

UnscoredInsufficient · 0
$4,995167,397 mi

Roseburg, OR

2014 Ford Focus SE

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

2014 Ford Focus SE

Roseburg, OR

Unscored
$4,999169,235 mi

Comparison: 26 similar vehicles

Roseburg, OR

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Coos Bay, OR

Unscored
$4,999190,771 mi

Comparison: 14 similar vehicles

Coos Bay, OR

1995 Pontiac Firebird

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

1995 Pontiac Firebird

Roseburg, OR

UnscoredInsufficient · 0
$4,999212,434 mi

Roseburg, OR

1997 Nissan Truck SE

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

1997 Nissan Truck SE

Coos Bay, OR

UnscoredInsufficient · 0
$5,065158,822 mi

Coos Bay, OR

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

Roseburg, OR

UnscoredInsufficient · 0
$5,249152,758 mi

Roseburg, OR

2005 MINI Cooper S

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

2005 MINI Cooper S

North Bend, OR

UnscoredInsufficient · 0
$5,495122,822 mi

North Bend, OR

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Roseburg, OR

UnscoredInsufficient · 0
$5,500206,550 mi

Roseburg, OR

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Roseburg, OR

UnscoredInsufficient · 4
$5,897142,022 mi

Comparison: 4 similar vehicles

Roseburg, OR

2012 MINI Countryman S

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

2012 MINI Countryman S

Coos Bay, OR

Unscored
$5,99993,310 mi

Comparison: 7 similar vehicles

Coos Bay, OR

2003 Nissan Pathfinder SE

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

2003 Nissan Pathfinder SE

Roseburg, OR

UnscoredInsufficient · 0
$5,999200,155 mi

Roseburg, OR

2009 Kia Rio LX

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

2009 Kia Rio LX

Roseburg, OR

UnscoredInsufficient · 0
$6,24597,748 mi

Roseburg, OR

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Roseburg, OR

UnscoredInsufficient · 0
$6,488146,237 mi

Roseburg, OR

2006 Honda Civic EX

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

2006 Honda Civic EX

Roseburg, OR

Unscored
$6,526191,481 mi

Comparison: 7 similar vehicles

Roseburg, OR

2013 Ford Edge SE

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

2013 Ford Edge SE

Roseburg, OR

UnscoredInsufficient · 0
$6,900203,705 mi

Roseburg, OR

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Roseburg, OR

UnscoredInsufficient · 0
$6,990157,243 mi

Roseburg, OR

2011 Nissan Murano SV

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

2011 Nissan Murano SV

North Bend, OR

UnscoredInsufficient · 0
$6,995168,701 mi

North Bend, OR

2014 Chevrolet Spark 1LT

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

2014 Chevrolet Spark 1LT

Coos Bay, OR

UnscoredInsufficient · 3
$6,999100,750 mi

Comparison: 3 similar vehicles

Coos Bay, OR

2011 Nissan Versa S

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

2011 Nissan Versa S

Florence, OR

UnscoredInsufficient · 0
$7,245150,935 mi

Florence, OR

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Roseburg, OR

UnscoredInsufficient · 4
$7,24781,905 mi

Comparison: 4 similar vehicles

Roseburg, OR

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Roseburg, OR

Fair PriceLimited · 11
$7,74596,715 mi

Market: $6,390 – $8,999

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Roseburg, OR

2011 Hyundai Equus Ultimate

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

2011 Hyundai Equus Ultimate

Roseburg, OR

UnscoredInsufficient · 0
$7,888139,938 mi

Roseburg, OR

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Roseburg, OR

Unscored
$7,900160,450 mi

Comparison: 10 similar vehicles

Roseburg, OR

2017 Kia Optima EX

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

2017 Kia Optima EX

Roseburg, OR

UnscoredInsufficient · 0
$7,987190,247 mi

Roseburg, OR

2011 GMC Yukon Denali

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

2011 GMC Yukon Denali

Roseburg, OR

UnscoredInsufficient · 0
$7,987198,816 mi

Roseburg, OR

2017 Chevrolet Spark 2LT

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

2017 Chevrolet Spark 2LT

North Bend, OR

UnscoredInsufficient · 0
$7,999106,418 mi

North Bend, OR

2004 Ford Ranger XLT

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

2004 Ford Ranger XLT

North Bend, OR

UnscoredInsufficient · 0
$7,999164,631 mi

North Bend, OR

2015 FIAT 500 Sport

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

2015 FIAT 500 Sport

Roseburg, OR

UnscoredInsufficient · 0
$8,240102,490 mi

Roseburg, OR

2015 Buick Enclave Convenience

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

2015 Buick Enclave Convenience

Roseburg, OR

UnscoredInsufficient · 0
$8,450151,201 mi

Roseburg, OR

2008 Lincoln Town Car Signature Limited

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

2008 Lincoln Town Car Signature Limited

North Bend, OR

UnscoredInsufficient · 0
$8,49590,783 mi

North Bend, OR

2017 Kia Sedona LX

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

2017 Kia Sedona LX

Roseburg, OR

Unscored
$8,49986,280 mi

Comparison: 21 similar vehicles

Roseburg, OR

2014 Mercedes-Benz C-Class C250 Sport

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

2014 Mercedes-Benz C-Class C250 Sport

Roseburg, OR

UnscoredInsufficient · 4
$8,550105,853 mi

Comparison: 4 similar vehicles

Roseburg, OR

2005 Chevrolet Silverado 1500 LT

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

2005 Chevrolet Silverado 1500 LT

Roseburg, OR

UnscoredInsufficient · 0
$8,900248,561 mi

Roseburg, OR

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Coos Bay, OR

Unscored
$8,999140,443 mi

Comparison: 6 similar vehicles

Coos Bay, OR

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Roseburg, OR

Unscored
$8,999132,850 mi

Comparison: 6 similar vehicles

Roseburg, OR

2014 MINI Cooper Base

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

2014 MINI Cooper Base

Roseburg, OR

UnscoredInsufficient · 0
$8,999103,558 mi

Roseburg, OR

2009 Jeep Wrangler X

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

2009 Jeep Wrangler X

North Bend, OR

UnscoredInsufficient · 3
$8,999149,753 mi

Comparison: 3 similar vehicles

North Bend, OR

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Roseburg, OR

UnscoredInsufficient · 0
$8,99986,183 mi

Roseburg, OR

2016 Kia Soul Base

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

2016 Kia Soul Base

Roseburg, OR

Fair PriceModerate · 23
$9,240104,375 mi

Market: $4,990 – $11,249

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Roseburg, OR

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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