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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 8, 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

4,803 listings found

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Rogers, AR

UnscoredInsufficient · 3
$2,999215,018 mi

Comparison: 3 similar vehicles

Rogers, AR

2006 Nissan Frontier XE

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

2006 Nissan Frontier XE

Gravette, AR

UnscoredInsufficient · 0
$3,995184,047 mi

Gravette, AR

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Gravette, AR

UnscoredInsufficient · 0
$3,995176,740 mi

Gravette, AR

2005 Nissan Frontier Nismo

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

2005 Nissan Frontier Nismo

Rogers, AR

UnscoredInsufficient · 0
$3,999251,992 mi

Rogers, AR

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Pryor, OK

UnscoredInsufficient · 0
$3,999234,653 mi

Pryor, OK

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

Purdy, MO

UnscoredInsufficient · 0
$4,800157,970 mi

Purdy, MO

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

Springdale, AR

Unscored
$4,900230,141 mi

Comparison: 13 similar vehicles

Springdale, AR

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Grove, OK

Salvage title
$4,900232,780 mi

Grove, OK

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

Rogers, AR

Unscored
$4,999171,789 mi

Comparison: 35 similar vehicles

Rogers, AR

2008 Ford F-250 Super Duty Lariat

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

2008 Ford F-250 Super Duty Lariat

Rogers, AR

UnscoredInsufficient · 4
$4,999316,170 mi

Comparison: 4 similar vehicles

Rogers, AR

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Pryor, OK

UnscoredInsufficient · 0
$4,999276,739 mi

Pryor, OK

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Rogers, AR

UnscoredInsufficient · 0
$4,999267,947 mi

Rogers, AR

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Rogers, AR

UnscoredInsufficient · 0
$5,500163,912 mi

Rogers, AR

2003 Cadillac Escalade EXT Base

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

2003 Cadillac Escalade EXT Base

Siloam Springs, AR

UnscoredInsufficient · 0
$5,500269,000 mi

Siloam Springs, AR

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Decatur, AR

Unscored
$5,750221,121 mi

Comparison: 6 similar vehicles

Decatur, AR

2007 Chevrolet Silverado Classic 2500HD LT1

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

2007 Chevrolet Silverado Classic 2500HD LT1

Gravette, AR

UnscoredInsufficient · 0
$5,900232,241 mi

Gravette, AR

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Rogers, AR

UnscoredInsufficient · 0
$5,999237,459 mi

Rogers, AR

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Springdale, AR

Unscored
$6,000202,605 mi

Comparison: 9 similar vehicles

Springdale, AR

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

Bentonville, AR

Unscored
$6,000129,109 mi

Comparison: 10 similar vehicles

Bentonville, AR

2013 Nissan Titan SL

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

2013 Nissan Titan SL

Farmington, AR

UnscoredInsufficient · 0
$6,500256,241 mi

Farmington, AR

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

Vinita, OK

UnscoredInsufficient · 4
$6,500182,869 mi

Comparison: 4 similar vehicles

Vinita, OK

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Miami, OK

UnscoredInsufficient · 0
$6,500166,777 mi

Miami, OK

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Bentonville, AR

UnscoredInsufficient · 0
$6,800Mileage not verified

Bentonville, AR

2003 Chevrolet Silverado 2500HD LS

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

2003 Chevrolet Silverado 2500HD LS

Farmington, AR

UnscoredInsufficient · 3
$6,900271,990 mi

Comparison: 3 similar vehicles

Farmington, AR

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Neosho, MO

UnscoredInsufficient · 0
$6,995218,264 mi

Neosho, MO

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

Bentonville, AR

UnscoredInsufficient · 4
$6,995141,988 mi

Comparison: 4 similar vehicles

Bentonville, AR

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Neosho, MO

Unscored
$6,995210,000 mi

Comparison: 6 similar vehicles

Neosho, MO

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Springdale, AR

UnscoredInsufficient · 3
$6,997223,658 mi

Comparison: 3 similar vehicles

Springdale, AR

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

Springdale, AR

UnscoredInsufficient · 0
$6,999121,820 mi

Springdale, AR

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Pryor, OK

UnscoredInsufficient · 0
$6,999164,754 mi

Pryor, OK

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Vinita, OK

UnscoredInsufficient · 4
$7,181220,155 mi

Comparison: 4 similar vehicles

Vinita, OK

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Purdy, MO

Unscored
$7,495220,000 mi

Comparison: 19 similar vehicles

Purdy, MO

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Neosho, MO

Unscored
$7,500158,785 mi

Comparison: 11 similar vehicles

Neosho, MO

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

Bentonville, AR

Unscored
$7,500260,000 mi

Comparison: 10 similar vehicles

Bentonville, AR

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Granby, MO

UnscoredInsufficient · 0
$7,500182,451 mi

Granby, MO

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Springdale, AR

Unscored
$7,800162,000 mi

Comparison: 27 similar vehicles

Springdale, AR

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

Siloam Springs, AR

UnscoredInsufficient · 3
$7,900249,051 mi

Comparison: 3 similar vehicles

Siloam Springs, AR

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Vinita, OK

Unscored
$7,955221,985 mi

Comparison: 20 similar vehicles

Vinita, OK

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Pryor, OK

Unscored
$7,999167,427 mi

Comparison: 31 similar vehicles

Pryor, OK

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

Pryor, OK

Unscored
$7,999191,378 mi

Comparison: 8 similar vehicles

Pryor, OK

2011 Ford F-350 Super Duty Chassis Cab XL

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

2011 Ford F-350 Super Duty Chassis Cab XL

Pryor, OK

UnscoredInsufficient · 3
$7,999213,261 mi

Comparison: 3 similar vehicles

Pryor, OK

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

Gravette, AR

Unscored
$8,000243,695 mi

Comparison: 16 similar vehicles

Gravette, AR

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

Gravette, AR

Unscored
$8,000199,882 mi

Comparison: 8 similar vehicles

Gravette, AR

2012 Ford F-250 Super Duty XL

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

2012 Ford F-250 Super Duty XL

Grove, OK

Unscored
$8,000226,251 mi

Comparison: 12 similar vehicles

Grove, OK

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Farmington, AR

Unscored
$8,500299,015 mi

Comparison: 10 similar vehicles

Farmington, AR

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

Gravette, AR

Fair PriceModerate · 35
$8,500119,430 mi

Market: $4,999 – $19,999

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 263 days listed (based on current market benchmarks)

Gravette, AR

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Farmington, AR

Unscored
$8,500231,212 mi

Comparison: 28 similar vehicles

Farmington, AR

2007 Toyota Tundra Limited

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

2007 Toyota Tundra Limited

Rogers, AR

UnscoredInsufficient · 3
$8,500193,823 mi

Comparison: 3 similar vehicles

Rogers, AR

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Vinita, OK

UnscoredInsufficient · 4
$8,500163,580 mi

Comparison: 4 similar vehicles

Vinita, OK

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Grove, OK

Unscored
$8,500163,525 mi

Comparison: 6 similar vehicles

Grove, OK

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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