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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

14,354 listings found

1999 Honda Civic LX

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

1999 Honda Civic LX

Portland, OR

UnscoredInsufficient · 0
$1,750206,365 mi

Portland, OR

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Medford, OR

UnscoredInsufficient · 0
$1,780194,778 mi

Medford, OR

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

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Gladstone, OR

UnscoredInsufficient · 0
$1,990350,099 mi

Gladstone, OR

2010 Kia Optima LX

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

2010 Kia Optima LX

Milwaukie, OR

Salvage title
$1,995235,327 mi

Milwaukie, OR

2005 Volvo S60 2.5T

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

2005 Volvo S60 2.5T

Prineville, OR

UnscoredInsufficient · 0
$1,995175,456 mi

Prineville, OR

2010 Dodge Avenger SXT

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

2010 Dodge Avenger SXT

Medford, OR

UnscoredInsufficient · 0
$2,214206,197 mi

Medford, OR

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Eugene, OR

UnscoredInsufficient · 0
$2,250144,606 mi

Eugene, OR

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Medford, OR

UnscoredInsufficient · 0
$2,289149,345 mi

Medford, OR

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Portland, OR

UnscoredInsufficient · 0
$2,399192,950 mi

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

Unscored
$2,400202,000 mi

Comparison: 6 similar vehicles

Portland, OR

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Medford, OR

Unscored
$2,480263,682 mi

Comparison: 8 similar vehicles

Medford, OR

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

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

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Salem, OR

UnscoredInsufficient · 0
$2,499176,432 mi

Salem, OR

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

La Grande, OR

UnscoredInsufficient · 0
$2,499188,102 mi

La Grande, OR

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

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

2011 Kia Forte EX

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

2011 Kia Forte EX

Salem, OR

UnscoredInsufficient · 0
$2,500222,731 mi

Salem, 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

2003 Toyota Corolla LE

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

2003 Toyota Corolla LE

Portland, OR

UnscoredInsufficient · 0
$2,500266,201 mi

Portland, OR

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

2012 Nissan Altima S

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

2012 Nissan Altima S

Medford, OR

UnscoredInsufficient · 3
$2,590109,966 mi

Comparison: 3 similar vehicles

Medford, 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

2005 Nissan Sentra 1.8

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

2005 Nissan Sentra 1.8

Salem, OR

UnscoredInsufficient · 0
$2,750261,315 mi

Salem, OR

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

2013 Kia Rio LX

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

2013 Kia Rio LX

Milwaukie, OR

UnscoredInsufficient · 0
$2,799180,128 mi

Milwaukie, 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

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

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

2018 Ford Fiesta SE

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

2018 Ford Fiesta SE

Warrenton, OR

UnscoredInsufficient · 3
$2,950160,428 mi

Comparison: 3 similar vehicles

Warrenton, OR

2002 Toyota Avalon XL

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

2002 Toyota Avalon XL

Portland, OR

UnscoredInsufficient · 4
$2,950151,065 mi

Comparison: 4 similar vehicles

Portland, OR

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Central Point, OR

Salvage title
$2,975142,971 mi

Central Point, OR

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Eugene, OR

UnscoredInsufficient · 0
$2,990179,013 mi

Eugene, OR

2000 Buick Regal LS

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

2000 Buick Regal LS

Gladstone, OR

Salvage title
$2,990138,654 mi

Gladstone, OR

1999 Chrysler LHS Base

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

1999 Chrysler LHS Base

Gladstone, OR

UnscoredInsufficient · 0
$2,990137,115 mi

Gladstone, OR

2011 Ford Focus SE

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

2011 Ford Focus SE

Portland, OR

Unscored
$2,995193,272 mi

Comparison: 6 similar vehicles

Portland, OR

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Salem, OR

UnscoredInsufficient · 3
$2,995173,579 mi

Comparison: 3 similar vehicles

Salem, OR

2010 Ford Focus SES

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

2010 Ford Focus SES

Gresham, OR

UnscoredInsufficient · 3
$2,995191,882 mi

Comparison: 3 similar vehicles

Gresham, OR

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Gresham, OR

UnscoredInsufficient · 4
$2,995141,914 mi

Comparison: 4 similar vehicles

Gresham, OR

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Gresham, OR

UnscoredInsufficient · 0
$2,995148,279 mi

Gresham, OR

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Salem, OR

UnscoredInsufficient · 0
$2,995188,000 mi

Salem, OR

2007 Chevrolet Cobalt LTZ

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

2007 Chevrolet Cobalt LTZ

Milwaukie, OR

UnscoredInsufficient · 0
$2,995147,000 mi

Milwaukie, OR

2005 Kia Optima LX

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

2005 Kia Optima LX

Happy Valley, OR

UnscoredInsufficient · 0
$2,995110,126 mi

Happy Valley, OR

2004 Lincoln LS Ultimate

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

2004 Lincoln LS Ultimate

Portland, OR

UnscoredInsufficient · 0
$2,995Mileage not verified

Portland, OR

2003 Honda Accord EX

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

2003 Honda Accord EX

Rainier, OR

UnscoredInsufficient · 4
$2,995223,082 mi

Comparison: 4 similar vehicles

Rainier, OR

2002 Chevrolet Malibu LS

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

2002 Chevrolet Malibu LS

Molalla, OR

UnscoredInsufficient · 0
$2,995230,017 mi

Molalla, OR

2002 Volvo S60 T5

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

2002 Volvo S60 T5

Salem, OR

UnscoredInsufficient · 0
$2,995162,000 mi

Salem, OR

1998 Acura RL Base

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

1998 Acura RL Base

Gresham, OR

UnscoredInsufficient · 0
$2,995257,000 mi

Gresham, 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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