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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

5,632 listings found

2007 Nissan Altima SL

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

2007 Nissan Altima SL

Elkhorn, WI

UnscoredInsufficient · 0
$1,598226,393 mi

Elkhorn, WI

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Greenfield, WI

UnscoredInsufficient · 3
$1,632229,754 mi

Comparison: 3 similar vehicles

Greenfield, WI

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Waukesha, WI

UnscoredInsufficient · 0
$1,999351,506 mi

Waukesha, WI

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Iron Ridge, WI

UnscoredLimited · 8
$2,000219,570 mi

Comparison: 8 similar vehicles

Iron Ridge, WI

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Racine, WI

UnscoredInsufficient · 3
$2,000211,050 mi

Comparison: 3 similar vehicles

Racine, WI

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Iron Ridge, WI

UnscoredLimited · 5
$2,000187,942 mi

Comparison: 5 similar vehicles

Iron Ridge, WI

2004 Subaru Outback LIMITED

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

2004 Subaru Outback LIMITED

Iron Ridge, WI

UnscoredInsufficient · 0
$2,000183,936 mi

Iron Ridge, WI

2005 Honda Accord LX

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

2005 Honda Accord LX

Elkhorn, WI

UnscoredLimited · 9
$2,098206,251 mi

Comparison: 9 similar vehicles

Elkhorn, WI

2005 Honda Civic Hybrid CVT

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

2005 Honda Civic Hybrid CVT

Milwaukee, WI

UnscoredInsufficient · 0
$2,100177,120 mi

Milwaukee, WI

2003 Honda Civic LX

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

2003 Honda Civic LX

Whitewater, WI

UnscoredInsufficient · 0
$2,295254,306 mi

Whitewater, WI

2004 Honda Civic EX

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

2004 Honda Civic EX

Greenfield, WI

UnscoredInsufficient · 4
$2,332264,883 mi

Comparison: 4 similar vehicles

Greenfield, WI

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Elkhorn, WI

UnscoredLimited · 6
$2,348197,043 mi

Comparison: 6 similar vehicles

Elkhorn, WI

2003 Toyota Corolla CE

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

2003 Toyota Corolla CE

Milwaukee, WI

UnscoredInsufficient · 0
$2,348170,917 mi

Milwaukee, WI

1997 Chevrolet Lumina Base

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

1997 Chevrolet Lumina Base

South Beloit, IL

UnscoredInsufficient · 0
$2,450142,771 mi

South Beloit, IL

2003 Chevrolet Impala LS

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

2003 Chevrolet Impala LS

Delavan, WI

UnscoredInsufficient · 0
$2,495190,176 mi

Delavan, WI

2009 Chevrolet Impala Police Sedan

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

2009 Chevrolet Impala Police Sedan

Oak Creek, WI

UnscoredInsufficient · 0
$2,498160,873 mi

Oak Creek, WI

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Racine, WI

UnscoredModerate · 22
$2,525211,408 mi

Comparison: 22 similar vehicles

Racine, WI

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Delavan, WI

UnscoredLimited · 15
$2,54267,077 mi

Comparison: 15 similar vehicles

Delavan, WI

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Greenfield, WI

UnscoredInsufficient · 3
$2,568295,478 mi

Comparison: 3 similar vehicles

Greenfield, WI

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Elkhorn, WI

UnscoredInsufficient · 0
$2,598128,501 mi

Elkhorn, WI

2003 Kia Rio Base

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

2003 Kia Rio Base

Janesville, WI

UnscoredInsufficient · 0
$2,599128,826 mi

Janesville, WI

2015 Volkswagen Passat S

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

2015 Volkswagen Passat S

Milwaukee, WI

UnscoredLimited · 12
$2,632165,575 mi

Comparison: 12 similar vehicles

Milwaukee, WI

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

South Beloit, IL

UnscoredModerate · 32
$2,695177,752 mi

Comparison: 32 similar vehicles

South Beloit, IL

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Delavan, WI

UnscoredLimited · 11
$2,710175,462 mi

Comparison: 11 similar vehicles

Delavan, WI

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Madison, WI

UnscoredLimited · 7
$2,750225,636 mi

Comparison: 7 similar vehicles

Madison, WI

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Greenfield, WI

UnscoredLimited · 10
$2,989142,966 mi

Comparison: 10 similar vehicles

Greenfield, WI

2013 Volkswagen Passat SEL

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

2013 Volkswagen Passat SEL

Waukesha, WI

Salvage title
$2,990163,745 mi

Waukesha, WI

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Kenosha, WI

UnscoredModerate · 25
$2,995195,862 mi

Comparison: 25 similar vehicles

Kenosha, WI

2010 Ford Taurus SE

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

2010 Ford Taurus SE

Janesville, WI

UnscoredInsufficient · 0
$2,995230,500 mi

Janesville, WI

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Janesville, WI

UnscoredInsufficient · 3
$2,995214,250 mi

Comparison: 3 similar vehicles

Janesville, WI

2008 Pontiac G6

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

2008 Pontiac G6

Milwaukee, WI

UnscoredLimited · 5
$2,995166,503 mi

Comparison: 5 similar vehicles

Milwaukee, WI

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Muskego, WI

UnscoredInsufficient · 4
$2,995165,996 mi

Comparison: 4 similar vehicles

Muskego, WI

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Janesville, WI

UnscoredInsufficient · 3
$2,995182,500 mi

Comparison: 3 similar vehicles

Janesville, WI

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Zion, IL

UnscoredLimited · 13
$2,999181,126 mi

Comparison: 13 similar vehicles

Zion, IL

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Zion, IL

UnscoredLimited · 8
$2,999167,030 mi

Comparison: 8 similar vehicles

Zion, IL

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Zion, IL

UnscoredInsufficient · 3
$2,999161,717 mi

Comparison: 3 similar vehicles

Zion, IL

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Zion, IL

UnscoredInsufficient · 4
$2,999177,200 mi

Comparison: 4 similar vehicles

Zion, IL

2009 Nissan Versa Base

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

2009 Nissan Versa Base

Zion, IL

UnscoredInsufficient · 0
$2,999142,365 mi

Zion, IL

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Zion, IL

UnscoredLimited · 8
$2,999134,084 mi

Comparison: 8 similar vehicles

Zion, IL

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Zion, IL

UnscoredLimited · 6
$2,999162,232 mi

Comparison: 6 similar vehicles

Zion, IL

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Zion, IL

UnscoredLimited · 14
$2,999179,774 mi

Comparison: 14 similar vehicles

Zion, IL

2008 Chevrolet Aveo LS

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

2008 Chevrolet Aveo LS

Zion, IL

UnscoredLimited · 9
$2,99972,817 mi

Comparison: 9 similar vehicles

Zion, IL

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Zion, IL

UnscoredInsufficient · 3
$2,999159,573 mi

Comparison: 3 similar vehicles

Zion, IL

2007 Mercury Montego Premier

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

2007 Mercury Montego Premier

Zion, IL

UnscoredInsufficient · 0
$2,999139,418 mi

Zion, IL

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Zion, IL

UnscoredInsufficient · 0
$2,999140,321 mi

Zion, IL

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Zion, IL

UnscoredLimited · 5
$2,999160,891 mi

Comparison: 5 similar vehicles

Zion, IL

2006 Nissan Altima S

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

2006 Nissan Altima S

Zion, IL

UnscoredInsufficient · 3
$2,999134,809 mi

Comparison: 3 similar vehicles

Zion, IL

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Zion, IL

UnscoredLimited · 9
$2,999147,600 mi

Comparison: 9 similar vehicles

Zion, IL

2006 Mercedes-Benz C-Class C280 Luxury

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

2006 Mercedes-Benz C-Class C280 Luxury

Zion, IL

UnscoredInsufficient · 0
$2,999160,249 mi

Zion, IL

2005 Nissan Maxima SL

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

2005 Nissan Maxima SL

Zion, IL

UnscoredInsufficient · 0
$2,99999,971 mi

Zion, IL

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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