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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

11,951 listings found

2002 Nissan Sentra GXE

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

2002 Nissan Sentra GXE

Albany, OR

UnscoredInsufficient · 0
$1,795175,664 mi

Albany, OR

2003 Mercedes-Benz M-Class ML500

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

2003 Mercedes-Benz M-Class ML500

Albany, OR

UnscoredInsufficient · 0
$1,995215,361 mi

Albany, 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

2002 Chrysler 300M Base

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

2002 Chrysler 300M Base

Albany, OR

UnscoredInsufficient · 0
$2,295129,656 mi

Albany, OR

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Lebanon, OR

UnscoredInsufficient · 0
$2,490235,163 mi

Lebanon, OR

2004 Subaru Forester XS

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

2004 Subaru Forester XS

Eugene, OR

UnscoredInsufficient · 4
$2,500Mileage not verified

Comparison: 4 similar vehicles

Eugene, 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

2012 Kia Forte SX

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

2012 Kia Forte SX

Sublimity, OR

UnscoredInsufficient · 0
$2,990185,929 mi

Sublimity, OR

2008 Honda Civic LX

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

2008 Honda Civic LX

Eugene, OR

UnscoredInsufficient · 4
$2,990286,652 mi

Comparison: 4 similar vehicles

Eugene, OR

2007 Subaru Outback I

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

2007 Subaru Outback I

Eugene, OR

UnscoredInsufficient · 0
$2,990185,957 mi

Eugene, 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

2013 Nissan LEAF SV

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

2013 Nissan LEAF SV

Eugene, OR

UnscoredInsufficient · 4
$2,99563,450 mi

Comparison: 4 similar vehicles

Eugene, OR

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Albany, OR

UnscoredInsufficient · 0
$2,995160,265 mi

Albany, 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

2000 Chevrolet Express Base

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

2000 Chevrolet Express Base

Eugene, OR

Salvage title
$2,995263,120 mi

Eugene, 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

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Eugene, OR

UnscoredInsufficient · 3
$2,998232,097 mi

Comparison: 3 similar vehicles

Eugene, 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: 17 similar vehicles

Albany, OR

2005 Cadillac STS Base

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

2005 Cadillac STS Base

Cottage Grove, OR

UnscoredInsufficient · 0
$3,241256,157 mi

Cottage Grove, OR

2009 Nissan Xterra S

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

2009 Nissan Xterra S

Eugene, OR

UnscoredInsufficient · 0
$3,495235,696 mi

Eugene, 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 · 3
$3,495183,770 mi

Comparison: 3 similar vehicles

Corvallis, OR

2004 Volkswagen Golf GL

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

2004 Volkswagen Golf GL

Eugene, OR

UnscoredInsufficient · 0
$3,499151,382 mi

Eugene, 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: 9 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

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Springfield, OR

UnscoredInsufficient · 0
$3,500224,781 mi

Springfield, 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

2006 Acura TL Base

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

2006 Acura TL Base

Eugene, OR

UnscoredInsufficient · 0
$3,699230,022 mi

Eugene, 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

1987 Lincoln Town Car

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

1987 Lincoln Town Car

Eugene, OR

UnscoredInsufficient · 0
$3,876136,000 mi

Eugene, OR

2003 Nissan Pathfinder LE

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

2003 Nissan Pathfinder LE

Stayton, OR

UnscoredInsufficient · 0
$3,900233,902 mi

Stayton, OR

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Corvallis, OR

Unscored
$3,990165,697 mi

Comparison: 7 similar vehicles

Corvallis, OR

2012 Kia Sedona LX

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

2012 Kia Sedona LX

Eugene, OR

UnscoredInsufficient · 0
$3,990201,729 mi

Eugene, OR

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Eugene, OR

UnscoredInsufficient · 0
$3,990163,049 mi

Eugene, OR

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Eugene, OR

UnscoredInsufficient · 0
$3,990199,294 mi

Eugene, 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: 31 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

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Albany, OR

Unscored
$3,995201,508 mi

Comparison: 5 similar vehicles

Albany, 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

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

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 · 3
$3,995176,252 mi

Comparison: 3 similar vehicles

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: 6 similar vehicles

Albany, OR

2006 Subaru Forester X

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

2006 Subaru Forester X

Eugene, OR

Unscored
$3,995194,516 mi

Comparison: 6 similar vehicles

Eugene, 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 Ford Taurus SES

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

2003 Ford Taurus SES

Albany, OR

UnscoredInsufficient · 0
$3,995205,433 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

2015 Kia Optima LX

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

2015 Kia Optima LX

Eugene, OR

Unscored
$3,998195,692 mi

Comparison: 10 similar vehicles

Eugene, 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 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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