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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

15,303 listings found

2011 Volkswagen Routan SE

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

2011 Volkswagen Routan SE

Madison, WI

UnscoredInsufficient · 0
$1,737187,388 mi

Madison, WI

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Evansville, WI

UnscoredLimited · 14
$1,995139,860 mi

Comparison: 14 similar vehicles

Evansville, 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

2003 Dodge Dakota

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

2003 Dodge Dakota

Richland Center, WI

UnscoredInsufficient · 0
$2,995127,763 mi

Richland Center, WI

1997 Chevrolet Blazer Base

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

1997 Chevrolet Blazer Base

Beaver Dam, WI

UnscoredInsufficient · 0
$2,995Mileage not verified

Beaver Dam, WI

2000 Lexus ES 300

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

2000 Lexus ES 300

Monona, WI

UnscoredInsufficient · 3
$2,999159,019 mi

Comparison: 3 similar vehicles

Monona, WI

2001 Honda Civic LX

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

2001 Honda Civic LX

Marshall, WI

UnscoredInsufficient · 0
$3,000232,818 mi

Marshall, WI

2008 Kia Rio LX

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

2008 Kia Rio LX

Wisconsin Dells, WI

UnscoredInsufficient · 0
$3,200134,025 mi

Wisconsin Dells, WI

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Beaver Dam, WI

UnscoredModerate · 24
$3,300230,800 mi

Comparison: 24 similar vehicles

Beaver Dam, WI

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Marshall, WI

UnscoredLimited · 8
$3,300330,050 mi

Comparison: 8 similar vehicles

Marshall, WI

2008 Cadillac DTS 1SB

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

2008 Cadillac DTS 1SB

Madison, WI

UnscoredLimited · 7
$3,490152,665 mi

Comparison: 7 similar vehicles

Madison, WI

2008 Kia Spectra SX

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

2008 Kia Spectra SX

Sun Prairie, WI

UnscoredInsufficient · 0
$3,690165,837 mi

Sun Prairie, WI

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Monroe, WI

UnscoredInsufficient · 0
$3,899220,000 mi

Monroe, WI

2007 Hyundai Tucson GLS

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

2007 Hyundai Tucson GLS

Deforest, WI

UnscoredInsufficient · 0
$3,950123,492 mi

Deforest, WI

2010 Mazda MAZDA3 i Sport

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

2010 Mazda MAZDA3 i Sport

Baraboo, WI

UnscoredInsufficient · 0
$3,970165,699 mi

Baraboo, WI

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Evansville, WI

UnscoredLimited · 15
$3,995172,365 mi

Comparison: 15 similar vehicles

Evansville, WI

2013 Ford Escape SE

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

2013 Ford Escape SE

Dodgeville, WI

UnscoredLimited · 6
$3,995187,915 mi

Comparison: 6 similar vehicles

Dodgeville, 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
$3,995149,000 mi

Comparison: 7 similar vehicles

Madison, WI

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Madison, WI

UnscoredInsufficient · 0
$3,99550,253 mi

Madison, WI

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Madison, WI

UnscoredInsufficient · 4
$3,999197,636 mi

Comparison: 4 similar vehicles

Madison, WI

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Monona, WI

UnscoredLimited · 19
$3,999163,687 mi

Comparison: 19 similar vehicles

Monona, WI

2007 Ford Escape Limited

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

2007 Ford Escape Limited

Madison, WI

UnscoredInsufficient · 0
$3,999138,000 mi

Madison, WI

2007 Sterling Acterra

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

2007 Sterling Acterra

Madison, WI

UnscoredInsufficient · 0
$3,999415,262 mi

Madison, WI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Stoughton, WI

UnscoredLimited · 15
$4,042256,906 mi

Comparison: 15 similar vehicles

Stoughton, WI

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Madison, WI

UnscoredInsufficient · 3
$4,050128,448 mi

Comparison: 3 similar vehicles

Madison, WI

2009 Nissan Altima S

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

2009 Nissan Altima S

Portage, WI

UnscoredLimited · 13
$4,297156,589 mi

Comparison: 13 similar vehicles

Portage, WI

2003 Lincoln Town Car Executive

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

2003 Lincoln Town Car Executive

Madison, WI

UnscoredInsufficient · 0
$4,391192,092 mi

Madison, WI

2012 Ford Focus SE

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

2012 Ford Focus SE

Monroe, WI

UnscoredModerate · 30
$4,399162,869 mi

Comparison: 30 similar vehicles

Monroe, WI

2012 Chrysler Town & Country Touring-L

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

2012 Chrysler Town & Country Touring-L

Columbus, WI

UnscoredModerate · 22
$4,456158,836 mi

Comparison: 22 similar vehicles

Columbus, WI

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Madison, WI

UnscoredLimited · 15
$4,490189,101 mi

Comparison: 15 similar vehicles

Madison, WI

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Madison, WI

UnscoredInsufficient · 4
$4,490160,794 mi

Comparison: 4 similar vehicles

Madison, WI

2014 Kia Soul Base

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

2014 Kia Soul Base

Madison, WI

UnscoredInsufficient · 3
$4,495168,010 mi

Comparison: 3 similar vehicles

Madison, WI

2007 Saturn ION 3

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

2007 Saturn ION 3

Madison, WI

UnscoredInsufficient · 0
$4,499202,795 mi

Madison, WI

2012 Ford Focus SE

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

2012 Ford Focus SE

Madison, WI

UnscoredModerate · 31
$4,500139,319 mi

Comparison: 31 similar vehicles

Madison, WI

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Marshall, WI

UnscoredLimited · 8
$4,500176,596 mi

Comparison: 8 similar vehicles

Marshall, WI

2004 Lexus ES 330

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

2004 Lexus ES 330

Marshall, WI

UnscoredLimited · 6
$4,700130,234 mi

Comparison: 6 similar vehicles

Marshall, WI

2008 Toyota Corolla LE

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

2008 Toyota Corolla LE

Madison, WI

UnscoredLimited · 17
$4,750195,062 mi

Comparison: 17 similar vehicles

Madison, WI

2006 Nissan Altima

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

2006 Nissan Altima

Deforest, WI

UnscoredInsufficient · 0
$4,750136,633 mi

Deforest, WI

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Madison, WI

UnscoredInsufficient · 0
$4,75065,628 mi

Madison, WI

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Evansville, WI

UnscoredLimited · 11
$4,795174,208 mi

Comparison: 11 similar vehicles

Evansville, WI

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Marshall, WI

UnscoredLimited · 19
$4,800208,015 mi

Comparison: 19 similar vehicles

Marshall, WI

1999 Ford F-250 Super Duty XL

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

1999 Ford F-250 Super Duty XL

Evansville, WI

UnscoredInsufficient · 0
$4,800260,821 mi

Evansville, WI

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Darlington, WI

Salvage title
$4,896155,592 mi

Darlington, WI

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Madison, WI

UnscoredLimited · 9
$4,900132,200 mi

Comparison: 9 similar vehicles

Madison, WI

2004 Honda Civic LX

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

2004 Honda Civic LX

Hollandale, WI

UnscoredInsufficient · 3
$4,900171,986 mi

Comparison: 3 similar vehicles

Hollandale, WI

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Sun Prairie, WI

UnscoredLimited · 5
$4,900166,927 mi

Comparison: 5 similar vehicles

Sun Prairie, WI

1998 Honda Civic DX

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

1998 Honda Civic DX

Marshall, WI

UnscoredInsufficient · 0
$4,900150,000 mi

Marshall, WI

2007 GMC Envoy SLE

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

2007 GMC Envoy SLE

Deforest, WI

UnscoredInsufficient · 0
$4,950183,960 mi

Deforest, WI

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Madison, WI

UnscoredInsufficient · 4
$4,990114,215 mi

Comparison: 4 similar vehicles

Madison, WI

No Photo

2013 Chevrolet Impala 2FL

Madison, WI

UnscoredModerate · 20
$4,995186,461 mi

Comparison: 20 similar vehicles

Madison, 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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