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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

4,858 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

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

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 · 4
$4,999175,000 mi

Comparison: 4 similar vehicles

Waupun, WI

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Janesville, WI

UnscoredInsufficient · 3
$5,501121,308 mi

Comparison: 3 similar vehicles

Janesville, WI

2003 Subaru Baja Base

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

2003 Subaru Baja Base

Hollandale, WI

UnscoredInsufficient · 0
$5,900214,132 mi

Hollandale, WI

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Madison, WI

UnscoredLimited · 15
$5,995183,621 mi

Comparison: 15 similar vehicles

Madison, WI

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Madison, WI

UnscoredModerate · 23
$5,999203,578 mi

Comparison: 23 similar vehicles

Madison, 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

UnscoredInsufficient · 4
$6,000169,902 mi

Comparison: 4 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

No Photo

2010 Ford F-150 FX4

Madison, WI

UnscoredLimited · 12
$6,360196,750 mi

Comparison: 12 similar vehicles

Madison, 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 · 14
$6,500188,828 mi

Comparison: 14 similar vehicles

Iron Ridge, WI

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Madison, WI

UnscoredModerate · 28
$6,750221,424 mi

Comparison: 28 similar vehicles

Madison, WI

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Madison, WI

UnscoredInsufficient · 0
$6,900189,426 mi

Madison, WI

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Jefferson, WI

UnscoredLimited · 12
$6,999183,581 mi

Comparison: 12 similar vehicles

Jefferson, 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

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Iron Ridge, WI

UnscoredLimited · 16
$8,000161,770 mi

Comparison: 16 similar vehicles

Iron Ridge, WI

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Dodgeville, WI

UnscoredLimited · 13
$8,393235,425 mi

Comparison: 13 similar vehicles

Dodgeville, WI

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Madison, WI

UnscoredLimited · 12
$8,497134,345 mi

Comparison: 12 similar vehicles

Madison, WI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Madison, WI

UnscoredInsufficient · 3
$8,995216,380 mi

Comparison: 3 similar vehicles

Madison, WI

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Waupun, WI

UnscoredLimited · 7
$8,999148,439 mi

Comparison: 7 similar vehicles

Waupun, WI

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Waupun, WI

UnscoredInsufficient · 0
$8,999144,000 mi

Waupun, 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

Iron Ridge, WI

UnscoredInsufficient · 4
$9,000148,227 mi

Comparison: 4 similar vehicles

Iron Ridge, 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

Baraboo, WI

UnscoredInsufficient · 3
$9,550173,163 mi

Comparison: 3 similar vehicles

Baraboo, WI

2013 Honda Ridgeline RTS

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

2013 Honda Ridgeline RTS

Sun Prairie, WI

UnscoredInsufficient · 0
$9,995177,520 mi

Sun Prairie, WI

2004 Ford Ranger XLT

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

2004 Ford Ranger XLT

Whitewater, WI

UnscoredInsufficient · 0
$9,99595,461 mi

Whitewater, WI

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Janesville, WI

UnscoredLimited · 13
$10,000165,247 mi

Comparison: 13 similar vehicles

Janesville, 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

Iron Ridge, WI

UnscoredModerate · 20
$10,000146,691 mi

Comparison: 20 similar vehicles

Iron Ridge, WI

2010 Honda Ridgeline RTL

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

2010 Honda Ridgeline RTL

Iron Ridge, WI

UnscoredInsufficient · 0
$10,000145,840 mi

Iron Ridge, 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

Iron Ridge, WI

UnscoredModerate · 20
$10,500136,446 mi

Comparison: 20 similar vehicles

Iron Ridge, WI

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Iron Ridge, WI

UnscoredInsufficient · 4
$10,500141,635 mi

Comparison: 4 similar vehicles

Iron Ridge, WI

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Deforest, WI

UnscoredRobust · 362
$10,950217,462 mi

Comparison: 362 similar vehicles

Deforest, WI

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Beaver Dam, WI

UnscoredInsufficient · 3
$10,995187,375 mi

Comparison: 3 similar vehicles

Beaver Dam, WI

2015 Ford F-250 Super Duty Lariat

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

2015 Ford F-250 Super Duty Lariat

Dodgeville, WI

UnscoredModerate · 33
$10,995283,579 mi

Comparison: 33 similar vehicles

Dodgeville, WI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Waterloo, WI

UnscoredInsufficient · 4
$10,997188,918 mi

Comparison: 4 similar vehicles

Waterloo, WI

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Janesville, WI

UnscoredLimited · 11
$11,000234,144 mi

Comparison: 11 similar vehicles

Janesville, WI

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Madison, WI

UnscoredInsufficient · 3
$11,000191,563 mi

Comparison: 3 similar vehicles

Madison, WI

2011 Honda Ridgeline RTS

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

2011 Honda Ridgeline RTS

Middleton, WI

UnscoredInsufficient · 0
$11,443223,501 mi

Middleton, WI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Deforest, WI

UnscoredInsufficient · 3
$11,500207,051 mi

Comparison: 3 similar vehicles

Deforest, 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

Beaver Dam, WI

UnscoredModerate · 42
$11,583155,207 mi

Comparison: 42 similar vehicles

Beaver Dam, WI

2015 Ford F-150 Platinum

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

2015 Ford F-150 Platinum

Stoughton, WI

UnscoredLimited · 15
$11,635204,311 mi

Comparison: 15 similar vehicles

Stoughton, WI

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Marshall, WI

UnscoredModerate · 20
$11,823165,357 mi

Comparison: 20 similar vehicles

Marshall, WI

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Madison, WI

Fair PriceModerate · 46
$11,900111,792 mi

Market: $5,999 – $20,729

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Madison, WI

2012 Cadillac Escalade EXT Base

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

2012 Cadillac Escalade EXT Base

Middleton, WI

UnscoredInsufficient · 0
$11,900173,940 mi

Middleton, WI

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Stoughton, WI

UnscoredLimited · 9
$11,936212,963 mi

Comparison: 9 similar vehicles

Stoughton, WI

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Madison, WI

UnscoredRobust · 51
$11,949159,758 mi

Comparison: 51 similar vehicles

Madison, WI

2017 Nissan Frontier S

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

2017 Nissan Frontier S

Jefferson, WI

UnscoredLimited · 7
$11,995167,842 mi

Comparison: 7 similar vehicles

Jefferson, 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

Janesville, WI

UnscoredLimited · 18
$11,995149,046 mi

Comparison: 18 similar vehicles

Janesville, WI

2016 RAM 1500 Pickup Outdoorsman

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

2016 RAM 1500 Pickup Outdoorsman

Waupun, WI

UnscoredLimited · 17
$11,999159,000 mi

Comparison: 17 similar vehicles

Waupun, WI

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Waupun, WI

UnscoredInsufficient · 4
$11,999147,000 mi

Comparison: 4 similar vehicles

Waupun, 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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