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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 · November 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

1,240 listings found

1997 Ford F-150

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

1997 Ford F-150

Manhattan, KS

UnscoredInsufficient · 0
$3,295235,000 mi

Manhattan, KS

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Manhattan, KS

Unscored
$3,495223,000 mi

Comparison: 8 similar vehicles

Manhattan, KS

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Manhattan, KS

Unscored
$3,495181,000 mi

Comparison: 6 similar vehicles

Manhattan, KS

2005 Acura RL Base

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

2005 Acura RL Base

Manhattan, KS

UnscoredInsufficient · 0
$3,495206,000 mi

Manhattan, KS

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Manhattan, KS

Unscored
$3,495171,000 mi

Comparison: 9 similar vehicles

Manhattan, KS

2016 Kia Soul +

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

2016 Kia Soul +

Manhattan, KS

Unscored
$3,995196,000 mi

Comparison: 19 similar vehicles

Manhattan, KS

2013 Nissan Pathfinder S

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

2013 Nissan Pathfinder S

Manhattan, KS

UnscoredInsufficient · 3
$3,995181,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Manhattan, KS

UnscoredInsufficient · 0
$3,995207,000 mi

Manhattan, KS

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Manhattan, KS

UnscoredInsufficient · 4
$4,495154,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2011 Jeep Compass Base

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

2011 Jeep Compass Base

Manhattan, KS

UnscoredInsufficient · 4
$4,495157,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2014 Dodge Grand Caravan R/T

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

2014 Dodge Grand Caravan R/T

Manhattan, KS

UnscoredInsufficient · 0
$4,950170,240 mi

Manhattan, KS

2017 Ford Escape SE

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

2017 Ford Escape SE

Manhattan, KS

UnscoredInsufficient · 4
$4,995158,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Manhattan, KS

Unscored
$4,995182,000 mi

Comparison: 86 similar vehicles

Manhattan, KS

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Manhattan, KS

UnscoredInsufficient · 3
$4,995288,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2012 Ford Expedition Limited

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

2012 Ford Expedition Limited

Manhattan, KS

UnscoredInsufficient · 3
$4,995225,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Manhattan, KS

UnscoredInsufficient · 3
$4,995160,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Manhattan, KS

UnscoredInsufficient · 3
$4,995164,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Manhattan, KS

UnscoredInsufficient · 4
$4,995185,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Manhattan, KS

UnscoredInsufficient · 0
$4,995227,000 mi

Manhattan, KS

2009 Chevrolet Traverse LTZ

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

2009 Chevrolet Traverse LTZ

Manhattan, KS

UnscoredInsufficient · 0
$5,295196,000 mi

Manhattan, KS

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Manhattan, KS

Unscored
$5,495178,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2002 Toyota 4Runner SR5

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

2002 Toyota 4Runner SR5

Manhattan, KS

Salvage title
$5,671175,794 mi

Manhattan, KS

2017 Jeep Patriot Sport SE

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

2017 Jeep Patriot Sport SE

Manhattan, KS

UnscoredInsufficient · 0
$5,789156,787 mi

Manhattan, KS

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Manhattan, KS

Unscored
$5,995229,000 mi

Comparison: 10 similar vehicles

Manhattan, KS

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Manhattan, KS

UnscoredInsufficient · 3
$5,995270,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2007 Cadillac Escalade ESV Base

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

2007 Cadillac Escalade ESV Base

Manhattan, KS

UnscoredInsufficient · 0
$5,995193,000 mi

Manhattan, KS

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Manhattan, KS

Unscored
$6,250153,375 mi

Comparison: 19 similar vehicles

Manhattan, KS

2010 Ford Explorer Eddie Bauer

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

2010 Ford Explorer Eddie Bauer

Manhattan, KS

UnscoredInsufficient · 0
$6,495151,000 mi

Manhattan, KS

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

Manhattan, KS

Unscored
$6,495105,000 mi

Comparison: 7 similar vehicles

Manhattan, KS

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Manhattan, KS

UnscoredInsufficient · 0
$6,500121,263 mi

Manhattan, KS

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Manhattan, KS

UnscoredInsufficient · 0
$6,500183,016 mi

Manhattan, KS

2014 Ford Focus SE

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

2014 Ford Focus SE

Manhattan, KS

Unscored
$6,899160,287 mi

Comparison: 41 similar vehicles

Manhattan, KS

2010 GMC Acadia SLT2

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

2010 GMC Acadia SLT2

Manhattan, KS

UnscoredInsufficient · 0
$6,900144,610 mi

Manhattan, KS

2014 Volvo XC90 R-Design

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

2014 Volvo XC90 R-Design

Manhattan, KS

UnscoredInsufficient · 0
$6,995138,000 mi

Manhattan, KS

2016 Volkswagen Golf SportWagen TSI SE

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

2016 Volkswagen Golf SportWagen TSI SE

Manhattan, KS

UnscoredInsufficient · 0
$7,450205,877 mi

Manhattan, KS

2013 MINI Countryman S

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

2013 MINI Countryman S

Manhattan, KS

UnscoredInsufficient · 3
$7,450108,575 mi

Comparison: 3 similar vehicles

Manhattan, KS

2012 Acura MDX Advance and Entertainment Package

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

2012 Acura MDX Advance and Entertainment Package

Manhattan, KS

UnscoredInsufficient · 0
$7,450198,250 mi

Manhattan, KS

2016 Nissan Sentra S

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

2016 Nissan Sentra S

Manhattan, KS

UnscoredInsufficient · 0
$7,671152,870 mi

Manhattan, KS

2001 Toyota Tacoma Base

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

2001 Toyota Tacoma Base

Manhattan, KS

UnscoredInsufficient · 0
$7,995218,000 mi

Manhattan, KS

2001 Mercedes-Benz S-Class S500

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

2001 Mercedes-Benz S-Class S500

Manhattan, KS

UnscoredInsufficient · 0
$7,995104,000 mi

Manhattan, KS

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Manhattan, KS

Unscored
$8,499199,000 mi

Comparison: 14 similar vehicles

Manhattan, KS

2007 Jeep Wrangler X

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

2007 Jeep Wrangler X

Manhattan, KS

UnscoredInsufficient · 4
$8,577150,629 mi

Comparison: 4 similar vehicles

Manhattan, KS

2013 Land Rover Range Rover Sport HSE

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

2013 Land Rover Range Rover Sport HSE

Manhattan, KS

UnscoredInsufficient · 0
$8,79997,949 mi

Manhattan, KS

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Manhattan, KS

Fair PriceModerate · 33
$8,80269,446 mi

Market: $3,995 – $14,084

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Manhattan, KS

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

Manhattan, KS

Unscored
$8,950191,189 mi

Comparison: 9 similar vehicles

Manhattan, KS

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Manhattan, KS

Unscored
$8,995155,000 mi

Comparison: 78 similar vehicles

Manhattan, KS

2014 Ford Focus SE

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

2014 Ford Focus SE

Manhattan, KS

Unscored
$8,99563,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Manhattan, KS

Fair PriceModerate · 36
$8,995107,000 mi

Market: $7,160 – $20,995

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Manhattan, KS

2002 Mazda Miata Cloth

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

2002 Mazda Miata Cloth

Manhattan, KS

UnscoredInsufficient · 0
$8,99581,000 mi

Manhattan, KS

2018 Ford Ecosport SE

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

2018 Ford Ecosport SE

Manhattan, KS

Fair PriceModerate · 28
$9,40085,877 mi

Market: $6,749 – $14,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Manhattan, KS

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 recently 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.
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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