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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

332 listings found

2012 Dodge Avenger SXT Plus

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

2012 Dodge Avenger SXT Plus

Menasha, WI

Unscored
$3,000209,132 mi

Comparison: 6 similar vehicles

Menasha, WI

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Menasha, WI

UnscoredInsufficient · 0
$3,000185,740 mi

Menasha, WI

2004 Pontiac Montana Base

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

2004 Pontiac Montana Base

Menasha, WI

Unscored
$3,000193,594 mi

Comparison: 7 similar vehicles

Menasha, WI

2003 Volkswagen Passat GLS

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

2003 Volkswagen Passat GLS

Menasha, WI

UnscoredInsufficient · 0
$3,000217,708 mi

Menasha, WI

2013 Dodge Grand Caravan SE

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

2013 Dodge Grand Caravan SE

Menasha, WI

Unscored
$4,000238,643 mi

Comparison: 34 similar vehicles

Menasha, WI

2011 Buick Lucerne CXL Premium

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

2011 Buick Lucerne CXL Premium

Menasha, WI

Unscored
$4,000273,386 mi

Comparison: 8 similar vehicles

Menasha, WI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Menasha, WI

Unscored
$4,000172,383 mi

Comparison: 39 similar vehicles

Menasha, WI

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Menasha, WI

Unscored
$4,000222,629 mi

Comparison: 26 similar vehicles

Menasha, WI

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Menasha, WI

Unscored
$4,000255,308 mi

Comparison: 9 similar vehicles

Menasha, WI

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Menasha, WI

Unscored
$4,000176,811 mi

Comparison: 6 similar vehicles

Menasha, WI

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Menasha, WI

UnscoredInsufficient · 0
$4,00090,600 mi

Menasha, WI

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Menasha, WI

UnscoredInsufficient · 0
$4,000243,419 mi

Menasha, WI

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Menasha, WI

Unscored
$4,995152,472 mi

Comparison: 43 similar vehicles

Menasha, WI

2014 Hyundai Elantra GT Base

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

2014 Hyundai Elantra GT Base

Menasha, WI

Unscored
$5,000155,488 mi

Comparison: 11 similar vehicles

Menasha, WI

2013 Ford Escape SE

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

2013 Ford Escape SE

Menasha, WI

UnscoredInsufficient · 3
$5,000324,904 mi

Comparison: 3 similar vehicles

Menasha, WI

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Menasha, WI

Unscored
$5,000161,593 mi

Comparison: 28 similar vehicles

Menasha, WI

2013 Chevrolet Captiva Sport LTZ

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

2013 Chevrolet Captiva Sport LTZ

Menasha, WI

UnscoredInsufficient · 0
$5,000169,406 mi

Menasha, WI

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Menasha, WI

Unscored
$5,000235,402 mi

Comparison: 44 similar vehicles

Menasha, WI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Menasha, WI

UnscoredInsufficient · 3
$5,000153,308 mi

Comparison: 3 similar vehicles

Menasha, WI

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Menasha, WI

Unscored
$5,000205,138 mi

Comparison: 8 similar vehicles

Menasha, WI

2010 Dodge Grand Caravan Hero

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

2010 Dodge Grand Caravan Hero

Menasha, WI

UnscoredInsufficient · 0
$5,000110,232 mi

Menasha, WI

2010 Volkswagen Routan SE

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

2010 Volkswagen Routan SE

Menasha, WI

UnscoredInsufficient · 3
$5,000140,045 mi

Comparison: 3 similar vehicles

Menasha, WI

2009 Chevrolet Avalanche LT2

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

2009 Chevrolet Avalanche LT2

Menasha, WI

UnscoredInsufficient · 0
$5,000234,456 mi

Menasha, WI

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Menasha, WI

UnscoredInsufficient · 0
$5,000134,226 mi

Menasha, WI

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Menasha, WI

Unscored
$5,000151,823 mi

Comparison: 6 similar vehicles

Menasha, WI

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Menasha, WI

Unscored
$5,000224,579 mi

Comparison: 5 similar vehicles

Menasha, WI

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Menasha, WI

Unscored
$5,000243,342 mi

Comparison: 5 similar vehicles

Menasha, WI

2005 Saab 9-3 Linear

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

2005 Saab 9-3 Linear

Menasha, WI

UnscoredInsufficient · 0
$5,000191,899 mi

Menasha, WI

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Menasha, WI

Unscored
$5,000149,842 mi

Comparison: 25 similar vehicles

Menasha, WI

2004 Chevrolet Colorado Z71 LS

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

2004 Chevrolet Colorado Z71 LS

Menasha, WI

UnscoredInsufficient · 0
$5,000247,164 mi

Menasha, WI

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Menasha, WI

Unscored
$5,000267,233 mi

Comparison: 8 similar vehicles

Menasha, WI

2004 Buick Rendezvous CX AWD

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

2004 Buick Rendezvous CX AWD

Menasha, WI

UnscoredInsufficient · 0
$5,000183,632 mi

Menasha, WI

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Menasha, WI

UnscoredInsufficient · 3
$5,000168,736 mi

Comparison: 3 similar vehicles

Menasha, WI

2003 Lexus ES 300

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

2003 Lexus ES 300

Menasha, WI

Unscored
$5,000211,076 mi

Comparison: 9 similar vehicles

Menasha, WI

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Menasha, WI

UnscoredInsufficient · 3
$5,000275,428 mi

Comparison: 3 similar vehicles

Menasha, WI

2000 Chevrolet Monte Carlo SS

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

2000 Chevrolet Monte Carlo SS

Menasha, WI

UnscoredInsufficient · 0
$5,000155,173 mi

Menasha, WI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Menasha, WI

Unscored
$6,000190,374 mi

Comparison: 11 similar vehicles

Menasha, WI

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Menasha, WI

Unscored
$6,000238,277 mi

Comparison: 9 similar vehicles

Menasha, WI

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Menasha, WI

Unscored
$6,000173,477 mi

Comparison: 14 similar vehicles

Menasha, WI

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Menasha, WI

UnscoredInsufficient · 0
$6,000124,799 mi

Menasha, WI

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Menasha, WI

UnscoredInsufficient · 0
$6,000106,980 mi

Menasha, WI

2005 Buick Rendezvous CX AWD

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

2005 Buick Rendezvous CX AWD

Menasha, WI

UnscoredInsufficient · 0
$6,00067,635 mi

Menasha, WI

2005 Volkswagen Jetta GLS

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

2005 Volkswagen Jetta GLS

Menasha, WI

UnscoredInsufficient · 0
$6,000177,284 mi

Menasha, WI

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Menasha, WI

UnscoredInsufficient · 0
$6,000152,794 mi

Menasha, WI

1999 Ford F-250 XL

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

1999 Ford F-250 XL

Menasha, WI

UnscoredInsufficient · 0
$6,000111,130 mi

Menasha, WI

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Menasha, WI

Unscored
$6,900124,908 mi

Comparison: 34 similar vehicles

Menasha, WI

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Menasha, WI

UnscoredInsufficient · 3
$6,995105,994 mi

Comparison: 3 similar vehicles

Menasha, WI

2001 Mercury Grand Marquis LS

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

2001 Mercury Grand Marquis LS

Menasha, WI

UnscoredInsufficient · 0
$6,995125,774 mi

Menasha, WI

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Menasha, WI

Unscored
$7,000172,542 mi

Comparison: 8 similar vehicles

Menasha, WI

2015 Buick Encore Base

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

2015 Buick Encore Base

Menasha, WI

Unscored
$7,000168,747 mi

Comparison: 20 similar vehicles

Menasha, WI

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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