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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 13, 2026

7.2M+

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

32,431 listings found

2005 Nissan Armada LE

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

2005 Nissan Armada LE

Portland, OR

UnscoredInsufficient · 0
$1,200245,000 mi

Portland, OR

2003 Hyundai Elantra GLS

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

2003 Hyundai Elantra GLS

Vancouver, WA

Unscored
$1,295233,678 mi

Comparison: 7 similar vehicles

Vancouver, WA

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Rainier, OR

UnscoredInsufficient · 0
$1,495252,385 mi

Rainier, OR

2010 Nissan Sentra

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

2010 Nissan Sentra

Vancouver, WA

UnscoredInsufficient · 0
$1,780194,254 mi

Vancouver, WA

2005 Ford Taurus SEL

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

2005 Ford Taurus SEL

Portland, OR

UnscoredInsufficient · 0
$1,950149,350 mi

Portland, OR

2011 Nissan LEAF SV

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

2011 Nissan LEAF SV

Portland, OR

UnscoredInsufficient · 3
$1,99581,602 mi

Comparison: 3 similar vehicles

Portland, OR

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Portland, OR

Salvage title
$1,995138,994 mi

Portland, OR

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Vancouver, WA

UnscoredInsufficient · 0
$1,995182,295 mi

Vancouver, WA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Longview, WA

UnscoredInsufficient · 0
$1,995134,857 mi

Longview, WA

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Vancouver, WA

UnscoredInsufficient · 4
$1,995127,000 mi

Comparison: 4 similar vehicles

Vancouver, WA

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Portland, OR

UnscoredInsufficient · 0
$1,995166,527 mi

Portland, OR

2004 Ford Freestar SEL

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

2004 Ford Freestar SEL

Vancouver, WA

UnscoredInsufficient · 0
$1,995148,148 mi

Vancouver, WA

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Vancouver, WA

UnscoredInsufficient · 3
$1,995216,526 mi

Comparison: 3 similar vehicles

Vancouver, WA

2004 INFINITI G35 Base

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

2004 INFINITI G35 Base

Vancouver, WA

UnscoredInsufficient · 3
$1,995141,901 mi

Comparison: 3 similar vehicles

Vancouver, WA

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

Portland, OR

UnscoredInsufficient · 4
$1,995196,708 mi

Comparison: 4 similar vehicles

Portland, OR

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Vancouver, WA

UnscoredInsufficient · 0
$1,999168,000 mi

Vancouver, WA

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Portland, OR

UnscoredInsufficient · 0
$1,999242,035 mi

Portland, OR

2002 Chrysler Town & Country LX

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

2002 Chrysler Town & Country LX

Portland, OR

UnscoredInsufficient · 0
$2,000250,169 mi

Portland, OR

2003 Chevrolet Malibu LS

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

2003 Chevrolet Malibu LS

Portland, OR

UnscoredInsufficient · 0
$2,195207,785 mi

Portland, OR

2008 Nissan Altima S

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

2008 Nissan Altima S

Vancouver, WA

Unscored
$2,199182,106 mi

Comparison: 5 similar vehicles

Vancouver, WA

2009 Subaru Impreza Outback Sport

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

2009 Subaru Impreza Outback Sport

Portland, OR

UnscoredInsufficient · 3
$2,300212,000 mi

Comparison: 3 similar vehicles

Portland, OR

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Portland, OR

UnscoredInsufficient · 4
$2,400202,000 mi

Comparison: 4 similar vehicles

Portland, OR

2003 Hyundai Elantra GT

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

2003 Hyundai Elantra GT

Portland, OR

Salvage title
$2,450137,137 mi

Portland, OR

2002 Ford Windstar SEL

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

2002 Ford Windstar SEL

Portland, OR

UnscoredInsufficient · 0
$2,450169,640 mi

Portland, OR

2001 Dodge Grand Caravan Sport

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

2001 Dodge Grand Caravan Sport

Portland, OR

UnscoredInsufficient · 0
$2,450221,505 mi

Portland, OR

1998 Ford F-150

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

1998 Ford F-150

Longview, WA

UnscoredInsufficient · 0
$2,450275,000 mi

Longview, WA

2010 Mercedes-Benz E-Class E350 Luxury

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

2010 Mercedes-Benz E-Class E350 Luxury

Vancouver, WA

UnscoredInsufficient · 3
$2,495123,000 mi

Comparison: 3 similar vehicles

Vancouver, WA

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Portland, OR

UnscoredInsufficient · 0
$2,495261,772 mi

Portland, OR

2002 Mitsubishi Lancer ES

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

2002 Mitsubishi Lancer ES

Rainier, OR

UnscoredInsufficient · 0
$2,495229,219 mi

Rainier, OR

2001 Acura CL Base

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

2001 Acura CL Base

Rainier, OR

UnscoredInsufficient · 0
$2,495208,835 mi

Rainier, OR

2001 Honda Civic EX

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

2001 Honda Civic EX

Portland, OR

Salvage title
$2,499240,520 mi

Portland, OR

1999 Chrysler Concorde LX

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

1999 Chrysler Concorde LX

Portland, OR

UnscoredInsufficient · 0
$2,499146,128 mi

Portland, OR

2005 Audi A8 Base

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

2005 Audi A8 Base

Vancouver, WA

UnscoredInsufficient · 0
$2,500185,174 mi

Vancouver, WA

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Vancouver, WA

Unscored
$2,500250,898 mi

Comparison: 5 similar vehicles

Vancouver, WA

2000 Chevrolet Cavalier Base

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

2000 Chevrolet Cavalier Base

Portland, OR

UnscoredInsufficient · 0
$2,50094,000 mi

Portland, OR

1999 Dodge Durango Base

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

1999 Dodge Durango Base

Longview, WA

UnscoredInsufficient · 0
$2,650203,000 mi

Longview, WA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Vancouver, WA

UnscoredInsufficient · 0
$2,699188,000 mi

Vancouver, WA

1998 GMC Envoy Base

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

1998 GMC Envoy Base

Cornelius, OR

UnscoredInsufficient · 0
$2,699218,000 mi

Cornelius, OR

2004 Subaru Outback H6

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

2004 Subaru Outback H6

Portland, OR

UnscoredInsufficient · 0
$2,700298,376 mi

Portland, OR

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Vancouver, WA

UnscoredInsufficient · 3
$2,711300,760 mi

Comparison: 3 similar vehicles

Vancouver, WA

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Washougal, WA

UnscoredInsufficient · 0
$2,750187,042 mi

Washougal, WA

2002 Buick Century Custom

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

2002 Buick Century Custom

Portland, OR

UnscoredInsufficient · 0
$2,750142,000 mi

Portland, OR

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Vancouver, WA

UnscoredInsufficient · 0
$2,780181,000 mi

Vancouver, WA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Portland, OR

UnscoredInsufficient · 4
$2,800108,745 mi

Comparison: 4 similar vehicles

Portland, OR

1998 Buick Century LIMITED

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

1998 Buick Century LIMITED

Portland, OR

UnscoredInsufficient · 0
$2,800148,000 mi

Portland, OR

2013 Ford Focus SE

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

2013 Ford Focus SE

Vancouver, WA

Unscored
$2,899108,609 mi

Comparison: 20 similar vehicles

Vancouver, WA

2003 Mercedes-Benz S-Class S500 4Matic

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

2003 Mercedes-Benz S-Class S500 4Matic

Vancouver, WA

UnscoredInsufficient · 0
$2,899171,000 mi

Vancouver, WA

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Portland, OR

Salvage title
$2,900170,935 mi

Portland, OR

2007 Honda Pilot LX

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

2007 Honda Pilot LX

Portland, OR

UnscoredInsufficient · 0
$2,900243,000 mi

Portland, OR

2006 Nissan Altima S

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

2006 Nissan Altima S

Portland, OR

UnscoredInsufficient · 3
$2,900196,000 mi

Comparison: 3 similar vehicles

Portland, 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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