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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

9,445 listings found

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Iron Ridge, WI

UnscoredInsufficient · 0
$2,500200,194 mi

Iron Ridge, WI

2001 Dodge Dakota Base

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

2001 Dodge Dakota Base

Milwaukee, WI

UnscoredInsufficient · 0
$2,850152,129 mi

Milwaukee, WI

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Pewaukee, WI

UnscoredModerate · 23
$2,990381,000 mi

Comparison: 23 similar vehicles

Pewaukee, WI

2004 Dodge Ram 1500 Pickup Laramie

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

2004 Dodge Ram 1500 Pickup Laramie

Greenfield, WI

UnscoredInsufficient · 0
$3,098196,917 mi

Greenfield, WI

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Waukesha, WI

UnscoredLimited · 5
$3,490183,919 mi

Comparison: 5 similar vehicles

Waukesha, WI

1997 Dodge Ram Pickup ST

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

1997 Dodge Ram Pickup ST

Waukesha, WI

UnscoredInsufficient · 4
$3,498182,951 mi

Comparison: 4 similar vehicles

Waukesha, WI

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Oak Creek, WI

UnscoredLimited · 6
$3,598145,827 mi

Comparison: 6 similar vehicles

Oak Creek, WI

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Milwaukee, WI

UnscoredInsufficient · 3
$3,795Mileage not verified

Comparison: 3 similar vehicles

Milwaukee, WI

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Milwaukee, WI

UnscoredLimited · 14
$3,995174,839 mi

Comparison: 14 similar vehicles

Milwaukee, WI

2007 Nissan Titan XE

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

2007 Nissan Titan XE

Milwaukee, WI

UnscoredInsufficient · 0
$3,995168,558 mi

Milwaukee, 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

Sheboygan, WI

UnscoredLimited · 15
$3,995Mileage not verified

Comparison: 15 similar vehicles

Sheboygan, WI

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Milwaukee, WI

UnscoredLimited · 10
$4,495243,124 mi

Comparison: 10 similar vehicles

Milwaukee, WI

2007 Chevrolet Silverado 1500 LTZ

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

2007 Chevrolet Silverado 1500 LTZ

Elkhorn, WI

UnscoredInsufficient · 0
$4,50099,999 mi

Elkhorn, WI

2008 Ford F-350 Super Duty XLT

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

2008 Ford F-350 Super Duty XLT

Lake Geneva, WI

UnscoredLimited · 12
$4,950111,301 mi

Comparison: 12 similar vehicles

Lake Geneva, WI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Milwaukee, WI

UnscoredRobust · 53
$4,995145,000 mi

Comparison: 53 similar vehicles

Milwaukee, WI

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Milwaukee, WI

UnscoredLimited · 17
$4,995178,000 mi

Comparison: 17 similar vehicles

Milwaukee, WI

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Waupun, WI

UnscoredInsufficient · 3
$4,999175,000 mi

Comparison: 3 similar vehicles

Waupun, WI

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Milwaukee, WI

UnscoredLimited · 5
$5,098183,837 mi

Comparison: 5 similar vehicles

Milwaukee, WI

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Racine, WI

UnscoredInsufficient · 3
$5,404184,481 mi

Comparison: 3 similar vehicles

Racine, WI

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Racine, WI

UnscoredInsufficient · 4
$5,643184,892 mi

Comparison: 4 similar vehicles

Racine, WI

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Racine, WI

UnscoredLimited · 5
$5,678177,144 mi

Comparison: 5 similar vehicles

Racine, WI

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Lake Geneva, WI

UnscoredLimited · 6
$5,850170,431 mi

Comparison: 6 similar vehicles

Lake Geneva, WI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Pewaukee, WI

UnscoredModerate · 41
$5,990185,000 mi

Comparison: 41 similar vehicles

Pewaukee, WI

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Milwaukee, WI

UnscoredLimited · 8
$5,99590,875 mi

Comparison: 8 similar vehicles

Milwaukee, WI

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Iron Ridge, WI

UnscoredLimited · 5
$6,000169,902 mi

Comparison: 5 similar vehicles

Iron Ridge, WI

2005 Dodge Dakota ST

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

2005 Dodge Dakota ST

Iron Ridge, WI

UnscoredInsufficient · 0
$6,000146,603 mi

Iron Ridge, WI

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Milwaukee, WI

UnscoredModerate · 23
$6,432215,652 mi

Comparison: 23 similar vehicles

Milwaukee, WI

2013 GMC Sierra 1500 SLT

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

2013 GMC Sierra 1500 SLT

Sturtevant, WI

UnscoredLimited · 12
$6,495163,000 mi

Comparison: 12 similar vehicles

Sturtevant, WI

1999 Ford F-350 Super Duty XL

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

1999 Ford F-350 Super Duty XL

Elkhorn, WI

UnscoredInsufficient · 0
$6,495204,700 mi

Elkhorn, WI

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Iron Ridge, WI

UnscoredInsufficient · 0
$6,500130,039 mi

Iron Ridge, WI

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Iron Ridge, WI

UnscoredLimited · 8
$6,500188,828 mi

Comparison: 8 similar vehicles

Iron Ridge, WI

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

Lake Geneva, WI

UnscoredLimited · 7
$6,950210,770 mi

Comparison: 7 similar vehicles

Lake Geneva, WI

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Lake Geneva, WI

UnscoredInsufficient · 3
$6,950172,230 mi

Comparison: 3 similar vehicles

Lake Geneva, WI

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Lake Geneva, WI

UnscoredInsufficient · 4
$6,950162,174 mi

Comparison: 4 similar vehicles

Lake Geneva, WI

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Elkhorn, WI

UnscoredInsufficient · 3
$6,953118,222 mi

Comparison: 3 similar vehicles

Elkhorn, WI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Pewaukee, WI

UnscoredModerate · 41
$6,990194,000 mi

Comparison: 41 similar vehicles

Pewaukee, WI

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Pewaukee, WI

UnscoredInsufficient · 4
$6,990156,000 mi

Comparison: 4 similar vehicles

Pewaukee, WI

2012 Chevrolet Colorado Work Truck

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

2012 Chevrolet Colorado Work Truck

Sheboygan, WI

UnscoredLimited · 7
$6,995206,890 mi

Comparison: 7 similar vehicles

Sheboygan, WI

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Cudahy, WI

UnscoredModerate · 27
$6,995184,436 mi

Comparison: 27 similar vehicles

Cudahy, WI

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Greenfield, WI

UnscoredLimited · 19
$6,995152,095 mi

Comparison: 19 similar vehicles

Greenfield, WI

2008 Cadillac Escalade EXT Base

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

2008 Cadillac Escalade EXT Base

Marshall, WI

UnscoredLimited · 8
$7,100173,000 mi

Comparison: 8 similar vehicles

Marshall, 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

Plymouth, WI

UnscoredInsufficient · 3
$7,144214,519 mi

Comparison: 3 similar vehicles

Plymouth, WI

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Milwaukee, WI

UnscoredModerate · 47
$7,195193,548 mi

Comparison: 47 similar vehicles

Milwaukee, WI

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Greenfield, WI

UnscoredModerate · 49
$7,236241,676 mi

Comparison: 49 similar vehicles

Greenfield, WI

2007 Ford F-150 King Ranch

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

2007 Ford F-150 King Ranch

Lake Geneva, WI

UnscoredInsufficient · 0
$7,450208,632 mi

Lake Geneva, WI

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Milwaukee, WI

UnscoredLimited · 9
$7,595Mileage not verified

Comparison: 9 similar vehicles

Milwaukee, 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

Elkhorn, WI

Salvage title
$7,732163,000 mi

Elkhorn, WI

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Lake Geneva, WI

UnscoredLimited · 19
$7,950151,784 mi

Comparison: 19 similar vehicles

Lake Geneva, WI

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Lake Geneva, WI

UnscoredInsufficient · 0
$7,950101,664 mi

Lake Geneva, WI

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Pewaukee, WI

UnscoredRobust · 57
$7,990216,000 mi

Comparison: 57 similar vehicles

Pewaukee, 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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