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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 · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

1,538 listings found

2002 Chevrolet Malibu Base

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

2002 Chevrolet Malibu Base

Appleton, WI

UnscoredInsufficient · 0
$2,495127,985 mi

Appleton, WI

1999 Toyota Corolla LE

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

1999 Toyota Corolla LE

Clintonville, WI

UnscoredInsufficient · 0
$2,995130,553 mi

Clintonville, WI

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

UnscoredLimited · 6
$3,000209,132 mi

Comparison: 6 similar vehicles

Menasha, WI

2009 Chevrolet Malibu Fleet

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

2009 Chevrolet Malibu Fleet

Menasha, WI

UnscoredInsufficient · 0
$3,000191,068 mi

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

2005 Toyota Camry XLE V6

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

2005 Toyota Camry XLE V6

Green Bay, WI

UnscoredInsufficient · 0
$3,450295,682 mi

Green Bay, WI

2008 Ford Focus SES

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

2008 Ford Focus SES

Green Bay, WI

UnscoredInsufficient · 0
$3,499203,799 mi

Green Bay, WI

2010 Subaru Legacy 2.5i

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

2010 Subaru Legacy 2.5i

New London, WI

UnscoredInsufficient · 0
$3,900233,865 mi

New London, WI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Menasha, WI

UnscoredRobust · 56
$3,900192,729 mi

Comparison: 56 similar vehicles

Menasha, WI

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Green Bay, WI

UnscoredLimited · 7
$3,990190,007 mi

Comparison: 7 similar vehicles

Green Bay, WI

2010 Saab 9-3 1SA

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

2010 Saab 9-3 1SA

Manitowoc, WI

UnscoredInsufficient · 0
$3,995187,612 mi

Manitowoc, WI

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Clintonville, WI

UnscoredLimited · 7
$3,995205,334 mi

Comparison: 7 similar vehicles

Clintonville, WI

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Appleton, WI

UnscoredLimited · 5
$3,999Mileage not verified

Comparison: 5 similar vehicles

Appleton, WI

2014 Cadillac ATS Standard

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

2014 Cadillac ATS Standard

Omro, WI

UnscoredLimited · 6
$4,000168,000 mi

Comparison: 6 similar vehicles

Omro, 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

UnscoredLimited · 8
$4,000273,386 mi

Comparison: 8 similar vehicles

Menasha, WI

2008 Pontiac G6

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

2008 Pontiac G6

Menasha, WI

UnscoredLimited · 5
$4,000142,672 mi

Comparison: 5 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

UnscoredLimited · 5
$4,000185,740 mi

Comparison: 5 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

UnscoredLimited · 5
$4,00090,600 mi

Comparison: 5 similar vehicles

Menasha, WI

2012 Honda Accord LX-P

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

2012 Honda Accord LX-P

Appleton, WI

UnscoredLimited · 6
$4,077255,324 mi

Comparison: 6 similar vehicles

Appleton, WI

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Clintonville, WI

UnscoredInsufficient · 3
$4,295164,735 mi

Comparison: 3 similar vehicles

Clintonville, WI

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Luxemburg, WI

UnscoredInsufficient · 0
$4,30091,289 mi

Luxemburg, WI

2003 Toyota Camry LE V6

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

2003 Toyota Camry LE V6

Clintonville, WI

UnscoredInsufficient · 0
$4,495151,560 mi

Clintonville, WI

2006 Honda Accord EX

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

2006 Honda Accord EX

Green Bay, WI

UnscoredInsufficient · 0
$4,499244,034 mi

Green Bay, WI

2000 Ford Taurus SEL

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

2000 Ford Taurus SEL

Bear Creek, WI

UnscoredInsufficient · 0
$4,500104,307 mi

Bear Creek, WI

2010 Ford Focus SE

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

2010 Ford Focus SE

Sheboygan, WI

UnscoredLimited · 17
$4,502199,684 mi

Comparison: 17 similar vehicles

Sheboygan, WI

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Fond du Lac, WI

UnscoredModerate · 31
$4,597199,475 mi

Comparison: 31 similar vehicles

Fond du Lac, WI

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Appleton, WI

UnscoredModerate · 34
$4,695160,061 mi

Comparison: 34 similar vehicles

Appleton, WI

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Neenah, WI

UnscoredLimited · 18
$4,799197,257 mi

Comparison: 18 similar vehicles

Neenah, WI

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Suamico, WI

UnscoredLimited · 10
$4,899208,515 mi

Comparison: 10 similar vehicles

Suamico, WI

2012 Toyota Corolla LE

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

2012 Toyota Corolla LE

Appleton, WI

UnscoredLimited · 15
$4,950250,543 mi

Comparison: 15 similar vehicles

Appleton, WI

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Clintonville, WI

UnscoredLimited · 8
$4,995123,967 mi

Comparison: 8 similar vehicles

Clintonville, WI

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Fond Du Lac, WI

UnscoredInsufficient · 3
$4,995132,981 mi

Comparison: 3 similar vehicles

Fond Du Lac, WI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Appleton, WI

UnscoredModerate · 26
$4,995125,983 mi

Comparison: 26 similar vehicles

Appleton, WI

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Fond du Lac, WI

UnscoredModerate · 42
$4,995174,450 mi

Comparison: 42 similar vehicles

Fond du Lac, WI

2009 Honda Civic LX

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

2009 Honda Civic LX

Appleton, WI

UnscoredLimited · 8
$4,995317,459 mi

Comparison: 8 similar vehicles

Appleton, WI

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Green Bay, WI

UnscoredLimited · 6
$4,995197,053 mi

Comparison: 6 similar vehicles

Green Bay, WI

2007 Hyundai Elantra SE

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

2007 Hyundai Elantra SE

Sheboygan, WI

UnscoredInsufficient · 0
$4,995201,078 mi

Sheboygan, WI

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Green Bay, WI

UnscoredLimited · 8
$4,999Mileage not verified

Comparison: 8 similar vehicles

Green Bay, WI

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Green Bay, WI

Fair PriceLimited · 15
$4,999Mileage not verified

Market: $3,950 – $13,338

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Green Bay, 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

UnscoredLimited · 15
$5,000161,593 mi

Comparison: 15 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

UnscoredModerate · 26
$5,000153,308 mi

Comparison: 26 similar vehicles

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

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
$5,000152,976 mi

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

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

UnscoredLimited · 8
$5,000211,076 mi

Comparison: 8 similar vehicles

Menasha, WI

2013 Mazda MAZDA3 i Sport

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

2013 Mazda MAZDA3 i Sport

Neenah, WI

UnscoredInsufficient · 4
$5,299189,148 mi

Comparison: 4 similar vehicles

Neenah, WI

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Appleton, WI

UnscoredLimited · 11
$5,299127,915 mi

Comparison: 11 similar vehicles

Appleton, WI

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Appleton, WI

UnscoredModerate · 24
$5,299176,947 mi

Comparison: 24 similar vehicles

Appleton, WI

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Suamico, WI

UnscoredInsufficient · 3
$5,399189,883 mi

Comparison: 3 similar vehicles

Suamico, WI

2011 Mazda MAZDA6 i Sport

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

2011 Mazda MAZDA6 i Sport

Appleton, WI

UnscoredInsufficient · 4
$5,399122,892 mi

Comparison: 4 similar vehicles

Appleton, WI

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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