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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 10, 2026

7.3M+

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

1,480 listings found

2011 Nissan Armada Platinum

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

2011 Nissan Armada Platinum

Pine Bluff, AR

UnscoredInsufficient · 0
$2,997268,564 mi

Pine Bluff, AR

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Pine Bluff, AR

UnscoredInsufficient · 0
$3,125Mileage not verified

Pine Bluff, AR

2011 GMC Yukon XL Denali

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

2011 GMC Yukon XL Denali

Pine Bluff, AR

UnscoredInsufficient · 0
$3,999188,628 mi

Pine Bluff, AR

2008 Acura MDX Sport and Entertainment Package

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

2008 Acura MDX Sport and Entertainment Package

Pine Bluff, AR

UnscoredInsufficient · 0
$4,995175,943 mi

Pine Bluff, AR

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Pine Bluff, AR

UnscoredInsufficient · 3
$4,995137,091 mi

Comparison: 3 similar vehicles

Pine Bluff, AR

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Monticello, AR

UnscoredInsufficient · 0
$5,128133,511 mi

Monticello, AR

2006 Ford Freestyle SE

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

2006 Ford Freestyle SE

Star City, AR

UnscoredInsufficient · 0
$5,500132,007 mi

Star City, AR

2014 GMC Yukon XL Denali

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

2014 GMC Yukon XL Denali

Pine Bluff, AR

UnscoredInsufficient · 0
$6,500232,638 mi

Pine Bluff, AR

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Pine Bluff, AR

UnscoredInsufficient · 3
$7,750219,198 mi

Comparison: 3 similar vehicles

Pine Bluff, AR

2018 Nissan Pathfinder SL

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

2018 Nissan Pathfinder SL

Stuttgart, AR

Unscored
$8,798180,895 mi

Comparison: 10 similar vehicles

Stuttgart, AR

2015 Nissan Murano Platinum

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

2015 Nissan Murano Platinum

Pine Bluff, AR

Unscored
$8,997157,852 mi

Comparison: 7 similar vehicles

Pine Bluff, AR

2015 Ford Escape SE

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

2015 Ford Escape SE

White Hall, AR

Unscored
$9,124128,116 mi

Comparison: 15 similar vehicles

White Hall, AR

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Pine Bluff, AR

UnscoredInsufficient · 0
$9,475167,358 mi

Pine Bluff, AR

2011 Cadillac Escalade Base

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

2011 Cadillac Escalade Base

Star City, AR

UnscoredInsufficient · 0
$9,500165,010 mi

Star City, AR

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

DeWitt, AR

UnscoredInsufficient · 0
$9,995151,592 mi

DeWitt, AR

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

DeWitt, AR

Unscored
$9,995283,209 mi

Comparison: 6 similar vehicles

DeWitt, AR

2010 Nissan Armada Platinum

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

2010 Nissan Armada Platinum

Cleveland, MS

UnscoredInsufficient · 0
$10,113131,275 mi

Cleveland, MS

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Pine Bluff, AR

Unscored
$10,495175,218 mi

Comparison: 21 similar vehicles

Pine Bluff, AR

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Dumas, AR

UnscoredInsufficient · 4
$10,50063,716 mi

Comparison: 4 similar vehicles

Dumas, AR

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Greenville, MS

Unscored
$10,594202,693 mi

Comparison: 102 similar vehicles

Greenville, MS

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Greenville, MS

Fair PriceModerate · 29
$10,676110,693 mi

Market: $7,999 – $18,666

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Greenville, MS

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Pine Bluff, AR

Unscored
$11,49596,397 mi

Comparison: 7 similar vehicles

Pine Bluff, AR

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Greenville, MS

Unscored
$11,499117,021 mi

Comparison: 8 similar vehicles

Greenville, MS

2017 Jeep Cherokee Sport Altitude

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

2017 Jeep Cherokee Sport Altitude

Pine Bluff, AR

UnscoredInsufficient · 0
$11,500134,116 mi

Pine Bluff, AR

2019 Nissan Rogue S

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

2019 Nissan Rogue S

Greenville, MS

Unscored
$11,577143,018 mi

Comparison: 22 similar vehicles

Greenville, MS

2017 Kia Sorento LX

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

2017 Kia Sorento LX

DeWitt, AR

Unscored
$11,995145,112 mi

Comparison: 9 similar vehicles

DeWitt, AR

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

DeWitt, AR

Unscored
$11,995110,640 mi

Comparison: 6 similar vehicles

DeWitt, AR

2019 Dodge Journey SE

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

2019 Dodge Journey SE

Cleveland, MS

Fair PriceLimited · 12
$12,420103,881 mi

Market: $6,500 – $15,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Cleveland, MS

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Pine Bluff, AR

Unscored
$12,500124,108 mi

Comparison: 28 similar vehicles

Pine Bluff, AR

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Cleveland, MS

Unscored
$12,666137,254 mi

Comparison: 46 similar vehicles

Cleveland, MS

2018 Jeep Cherokee Latitude

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

2018 Jeep Cherokee Latitude

Pine Bluff, AR

Fair PriceLimited · 15
$12,776110,262 mi

Market: $9,500 – $14,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 203 days listed (based on current market benchmarks)

Pine Bluff, AR

2020 Ford Ecosport Titanium

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

2020 Ford Ecosport Titanium

Pine Bluff, AR

Fair PriceLimited · 19
$12,90080,898 mi

Market: $8,999 – $14,629

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Pine Bluff, AR

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Pine Bluff, AR

Fair PriceModerate · 36
$12,900109,609 mi

Market: $7,843 – $16,044

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Pine Bluff, AR

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Pine Bluff, AR

OverpricedLimited · 16
$12,900100,267 mi

Market: $7,900 – $11,900

Comparison: 16 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2019 Dodge Journey SE

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

2019 Dodge Journey SE

DeWitt, AR

Fair PriceModerate · 40
$12,995106,978 mi

Market: $6,500 – $16,084

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

DeWitt, AR

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

DeWitt, AR

Unscored
$12,995138,808 mi

Comparison: 7 similar vehicles

DeWitt, AR

2015 Kia Sorento LX

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

2015 Kia Sorento LX

DeWitt, AR

Unscored
$12,995136,335 mi

Comparison: 11 similar vehicles

DeWitt, AR

2013 Dodge Durango SXT

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

2013 Dodge Durango SXT

DeWitt, AR

Unscored
$12,995157,619 mi

Comparison: 10 similar vehicles

DeWitt, AR

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Greenville, MS

Fair PriceModerate · 20
$13,25594,199 mi

Market: $11,663 – $17,321

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Greenville, MS

2017 Nissan Armada SL

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

2017 Nissan Armada SL

Cleveland, MS

Unscored
$13,425132,483 mi

Comparison: 6 similar vehicles

Cleveland, MS

2012 Jeep Grand Cherokee Overland Summit

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

2012 Jeep Grand Cherokee Overland Summit

Cleveland, MS

UnscoredInsufficient · 0
$13,483133,055 mi

Cleveland, MS

2021 Ford EcoSport SE

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

2021 Ford EcoSport SE

Greenville, MS

UnscoredInsufficient · 0
$13,77630,383 mi

Greenville, MS

2022 Kia Sportage LX

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

2022 Kia Sportage LX

Cleveland, MS

Unscored
$13,794117,018 mi

Comparison: 17 similar vehicles

Cleveland, MS

2020 Ford Ecosport SE

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

2020 Ford Ecosport SE

Stuttgart, AR

UnscoredInsufficient · 0
$13,84157,249 mi

Stuttgart, AR

2018 Nissan Kicks SV

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

2018 Nissan Kicks SV

Pine Bluff, AR

UnscoredInsufficient · 0
$13,87564,523 mi

Pine Bluff, AR

2019 Kia Sorento L

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

2019 Kia Sorento L

DeWitt, AR

Unscored
$13,995129,986 mi

Comparison: 5 similar vehicles

DeWitt, AR

2016 Kia Sorento LX

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

2016 Kia Sorento LX

DeWitt, AR

Fair PriceModerate · 33
$13,995116,957 mi

Market: $8,950 – $17,084

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

DeWitt, AR

2009 GMC Yukon SLE1

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

2009 GMC Yukon SLE1

DeWitt, AR

UnscoredInsufficient · 0
$13,995169,269 mi

DeWitt, AR

2017 Nissan Armada Platinum

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

2017 Nissan Armada Platinum

Pine Bluff, AR

Unscored
$13,997212,530 mi

Comparison: 37 similar vehicles

Pine Bluff, AR

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

Pine Bluff, AR

Unscored
$13,999129,570 mi

Comparison: 5 similar vehicles

Pine Bluff, AR

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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