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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

4,313 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 · 0
$2,999215,018 mi

Rogers, AR

2007 Dodge Dakota ST

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

2007 Dodge Dakota ST

Gentry, AR

UnscoredInsufficient · 0
$3,500192,391 mi

Gentry, AR

2002 Chevrolet S-10 LS

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

2002 Chevrolet S-10 LS

Webb City, MO

UnscoredInsufficient · 0
$3,500247,000 mi

Webb City, MO

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

Commerce, OK

UnscoredInsufficient · 0
$3,887Mileage not verified

Commerce, OK

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

Joplin, MO

UnscoredModerate · 20
$3,979255,614 mi

Comparison: 20 similar vehicles

Joplin, MO

1997 Ford F-250 XL

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

1997 Ford F-250 XL

Commerce, OK

UnscoredInsufficient · 0
$4,000Mileage not verified

Commerce, OK

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Commerce, OK

UnscoredInsufficient · 0
$4,287281,870 mi

Commerce, 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 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

UnscoredModerate · 44
$4,999171,789 mi

Comparison: 44 similar vehicles

Rogers, AR

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Rogers, AR

UnscoredLimited · 15
$4,999338,681 mi

Comparison: 15 similar vehicles

Rogers, AR

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

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

UnscoredLimited · 6
$5,750221,121 mi

Comparison: 6 similar vehicles

Decatur, AR

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Webb City, MO

UnscoredLimited · 10
$5,900261,000 mi

Comparison: 10 similar vehicles

Webb City, MO

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

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

Commerce, OK

UnscoredModerate · 21
$5,987126,400 mi

Comparison: 21 similar vehicles

Commerce, OK

2007 Dodge Ram 1500 Pickup TRX4 Off Road

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

2007 Dodge Ram 1500 Pickup TRX4 Off Road

Rogers, AR

UnscoredInsufficient · 0
$5,999142,341 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
$5,999163,912 mi

Rogers, AR

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Rogers, AR

UnscoredInsufficient · 0
$5,999232,493 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

UnscoredLimited · 13
$6,000202,605 mi

Comparison: 13 similar vehicles

Springdale, AR

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

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Gravette, AR

UnscoredRobust · 50
$6,800214,083 mi

Comparison: 50 similar vehicles

Gravette, AR

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

2007 Nissan Titan XE

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

2007 Nissan Titan XE

Bentonville, AR

UnscoredInsufficient · 0
$6,899210,733 mi

Bentonville, AR

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Neosho, MO

UnscoredInsufficient · 0
$6,900122,000 mi

Neosho, MO

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 Avalanche Base

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

2005 Chevrolet Avalanche Base

Neosho, MO

UnscoredInsufficient · 4
$6,995210,000 mi

Comparison: 4 similar vehicles

Neosho, MO

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

UnscoredModerate · 27
$7,495220,000 mi

Comparison: 27 similar vehicles

Purdy, MO

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

Joplin, MO

UnscoredLimited · 6
$7,500260,142 mi

Comparison: 6 similar vehicles

Joplin, 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

UnscoredLimited · 19
$7,500158,785 mi

Comparison: 19 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

UnscoredLimited · 8
$7,500260,000 mi

Comparison: 8 similar vehicles

Bentonville, AR

1998 Chevrolet C3500 CHEYENNE

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

1998 Chevrolet C3500 CHEYENNE

Republic, MO

UnscoredInsufficient · 0
$7,745183,651 mi

Republic, 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

UnscoredModerate · 25
$7,800162,000 mi

Comparison: 25 similar vehicles

Springdale, AR

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Lamar, MO

UnscoredLimited · 5
$7,900220,000 mi

Comparison: 5 similar vehicles

Lamar, MO

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

Pittsburg, KS

UnscoredLimited · 11
$7,900165,001 mi

Comparison: 11 similar vehicles

Pittsburg, KS

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Pittsburg, KS

UnscoredLimited · 6
$7,950199,644 mi

Comparison: 6 similar vehicles

Pittsburg, KS

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

Pittsburg, KS

UnscoredModerate · 22
$7,950222,559 mi

Comparison: 22 similar vehicles

Pittsburg, KS

No Photo

2011 Ford F-250 Super Duty XL

Pittsburg, KS

UnscoredLimited · 8
$7,995185,589 mi

Comparison: 8 similar vehicles

Pittsburg, KS

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Frontenac, KS

UnscoredLimited · 16
$7,995193,075 mi

Comparison: 16 similar vehicles

Frontenac, KS

2007 Ford F-350 Super Duty Chassis Cab XL

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

2007 Ford F-350 Super Duty Chassis Cab XL

Pittsburg, KS

UnscoredInsufficient · 0
$7,995Mileage not verified

Pittsburg, KS

2015 GMC Sierra 2500HD

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

2015 GMC Sierra 2500HD

Rogers, AR

UnscoredLimited · 8
$7,999284,150 mi

Comparison: 8 similar vehicles

Rogers, AR

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Monett, MO

UnscoredLimited · 9
$7,999145,398 mi

Comparison: 9 similar vehicles

Monett, MO

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

UnscoredLimited · 19
$8,000243,695 mi

Comparison: 19 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

UnscoredRobust · 68
$8,000199,882 mi

Comparison: 68 similar vehicles

Gravette, AR

2011 Chevrolet Silverado 3500 Chassis Cab 1LT

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

2011 Chevrolet Silverado 3500 Chassis Cab 1LT

Commerce, OK

UnscoredInsufficient · 0
$8,000198,317 mi

Commerce, OK

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

Commerce, OK

UnscoredLimited · 7
$8,000233,700 mi

Comparison: 7 similar vehicles

Commerce, 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

Gravette, AR

Fair PriceModerate · 44
$8,500119,430 mi

Market: $4,999 – $18,000

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 246 days listed (based on current market benchmarks)

Gravette, AR

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

UnscoredInsufficient · 0
$8,500163,525 mi

Grove, OK

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Webb City, MO

UnscoredLimited · 16
$8,895242,297 mi

Comparison: 16 similar vehicles

Webb City, MO

2011 Ford F-150 Platinum

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

2011 Ford F-150 Platinum

Pittsburg, KS

UnscoredInsufficient · 0
$8,900254,424 mi

Pittsburg, 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 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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