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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

2,988 listings found

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Independence, OR

Salvage title
$2,49586,303 mi

Independence, OR

2004 Porsche Cayenne S

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

2004 Porsche Cayenne S

Albany, OR

UnscoredInsufficient · 0
$2,500Mileage not verified

Albany, OR

2004 Honda Civic VP

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

2004 Honda Civic VP

Dallas, OR

UnscoredInsufficient · 0
$2,595291,072 mi

Dallas, OR

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Independence, OR

Unscored
$2,995200,282 mi

Comparison: 12 similar vehicles

Independence, OR

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

Albany, OR

UnscoredInsufficient · 0
$2,995Mileage not verified

Albany, OR

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Dallas, OR

Salvage title
$2,995243,500 mi

Dallas, OR

1998 Lincoln Mark VII Base

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

1998 Lincoln Mark VII Base

Independence, OR

UnscoredInsufficient · 0
$2,995144,347 mi

Independence, OR

1997 Ford Expedition XLT

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

1997 Ford Expedition XLT

Albany, OR

UnscoredInsufficient · 0
$2,995187,636 mi

Albany, OR

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Albany, OR

Unscored
$3,000Mileage not verified

Comparison: 19 similar vehicles

Albany, OR

2015 Ford Flex SEL

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

2015 Ford Flex SEL

Independence, OR

UnscoredInsufficient · 0
$3,395206,078 mi

Independence, OR

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Corvallis, OR

UnscoredInsufficient · 0
$3,495183,770 mi

Corvallis, OR

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Dallas, OR

UnscoredInsufficient · 3
$3,495209,100 mi

Comparison: 3 similar vehicles

Dallas, OR

2006 Scion xB Base

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

2006 Scion xB Base

Independence, OR

UnscoredInsufficient · 0
$3,495190,251 mi

Independence, OR

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Albany, OR

Unscored
$3,500Mileage not verified

Comparison: 8 similar vehicles

Albany, OR

2008 BMW 5 Series 535xi

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

2008 BMW 5 Series 535xi

Albany, OR

UnscoredInsufficient · 0
$3,500178,888 mi

Albany, OR

2009 Ford Expedition Eddie Bauer

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

2009 Ford Expedition Eddie Bauer

Albany, OR

UnscoredInsufficient · 0
$3,577203,142 mi

Albany, OR

2001 Ford Focus LX

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

2001 Ford Focus LX

Independence, OR

UnscoredInsufficient · 0
$3,69563,550 mi

Independence, OR

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Independence, OR

Unscored
$3,795130,497 mi

Comparison: 11 similar vehicles

Independence, OR

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Dallas, OR

UnscoredInsufficient · 0
$3,795197,325 mi

Dallas, OR

2003 INFINITI QX4 Base

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

2003 INFINITI QX4 Base

Albany, OR

UnscoredInsufficient · 0
$3,822292,016 mi

Albany, OR

2017 GMC Acadia SLT-1

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

2017 GMC Acadia SLT-1

Albany, OR

Unscored
$3,995187,262 mi

Comparison: 47 similar vehicles

Albany, OR

2012 Ford Taurus Limited

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

2012 Ford Taurus Limited

Albany, OR

UnscoredInsufficient · 0
$3,995147,582 mi

Albany, OR

2011 Subaru Impreza Outback Sport

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

2011 Subaru Impreza Outback Sport

Salem, OR

UnscoredInsufficient · 0
$3,995143,185 mi

Salem, OR

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Albany, OR

UnscoredInsufficient · 3
$3,995186,902 mi

Comparison: 3 similar vehicles

Albany, OR

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Dallas, OR

Unscored
$3,995177,261 mi

Comparison: 11 similar vehicles

Dallas, OR

2008 Chevrolet Uplander LS

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

2008 Chevrolet Uplander LS

Albany, OR

UnscoredInsufficient · 0
$3,995159,934 mi

Albany, OR

2008 Nissan Sentra 2.0

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

2008 Nissan Sentra 2.0

Albany, OR

UnscoredInsufficient · 0
$3,995183,944 mi

Albany, OR

No Photo

2008 Volkswagen Jetta S

Salem, OR

UnscoredInsufficient · 3
$3,995118,813 mi

Comparison: 3 similar vehicles

Salem, OR

2007 GMC Yukon

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

2007 GMC Yukon

Albany, OR

UnscoredInsufficient · 0
$3,995Mileage not verified

Albany, OR

2006 Dodge Grand Caravan SE

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

2006 Dodge Grand Caravan SE

Albany, OR

UnscoredInsufficient · 0
$3,995176,252 mi

Albany, OR

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Albany, OR

UnscoredInsufficient · 0
$3,995211,527 mi

Albany, OR

2006 Jeep Grand Cherokee Limited

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

2006 Jeep Grand Cherokee Limited

Albany, OR

Unscored
$3,995234,601 mi

Comparison: 5 similar vehicles

Albany, OR

2005 Dodge Neon SXT

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

2005 Dodge Neon SXT

Albany, OR

UnscoredInsufficient · 0
$3,995163,265 mi

Albany, OR

2005 Dodge Magnum SXT

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

2005 Dodge Magnum SXT

Albany, OR

UnscoredInsufficient · 0
$3,995192,375 mi

Albany, OR

2003 Buick Rendezvous FWD CX

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

2003 Buick Rendezvous FWD CX

Albany, OR

UnscoredInsufficient · 0
$3,995271,076 mi

Albany, OR

2000 Honda CR-V LX

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

2000 Honda CR-V LX

Albany, OR

UnscoredInsufficient · 0
$3,995232,989 mi

Albany, OR

2006 Land Rover Range Rover HSE

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

2006 Land Rover Range Rover HSE

Albany, OR

UnscoredInsufficient · 3
$3,999160,675 mi

Comparison: 3 similar vehicles

Albany, OR

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Salem, OR

UnscoredInsufficient · 3
$4,495128,361 mi

Comparison: 3 similar vehicles

Salem, OR

2007 BMW 5 Series 525i

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

2007 BMW 5 Series 525i

Dallas, OR

UnscoredInsufficient · 3
$4,650120,014 mi

Comparison: 3 similar vehicles

Dallas, OR

2010 Subaru Forester X

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

2010 Subaru Forester X

Corvallis, OR

UnscoredInsufficient · 4
$4,750210,889 mi

Comparison: 4 similar vehicles

Corvallis, OR

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Dallas, OR

UnscoredInsufficient · 0
$4,850131,868 mi

Dallas, OR

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

Lincoln City, OR

Salvage title
$4,865126,930 mi

Lincoln City, OR

1989 Ford Bronco II

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

1989 Ford Bronco II

Independence, OR

UnscoredInsufficient · 0
$4,90068,000 mi

Independence, OR

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Newport, OR

Fair PriceModerate · 21
$4,926106,263 mi

Market: $3,795 – $11,249

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Newport, OR

2017 Jeep Cherokee Sport

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

2017 Jeep Cherokee Sport

Salem, OR

UnscoredInsufficient · 4
$4,995166,658 mi

Comparison: 4 similar vehicles

Salem, OR

2014 Ford Escape S

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

2014 Ford Escape S

Salem, OR

UnscoredInsufficient · 4
$4,995143,138 mi

Comparison: 4 similar vehicles

Salem, OR

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Salem, OR

UnscoredInsufficient · 0
$4,995151,305 mi

Salem, OR

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Albany, OR

Unscored
$4,995202,648 mi

Comparison: 7 similar vehicles

Albany, OR

2013 Volkswagen Jetta S

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

2013 Volkswagen Jetta S

Salem, OR

UnscoredInsufficient · 3
$4,995129,269 mi

Comparison: 3 similar vehicles

Salem, OR

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

Albany, OR

UnscoredInsufficient · 0
$4,995178,000 mi

Albany, 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 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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