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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

4,066 listings found

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

2004 Ford F-250 Super Duty XLT

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

2004 Ford F-250 Super Duty XLT

Bartlesville, OK

UnscoredLimited · 15
$3,619301,000 mi

Comparison: 15 similar vehicles

Bartlesville, OK

2002 GMC Sierra 1500 SLE

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

2002 GMC Sierra 1500 SLE

Bartlesville, OK

UnscoredLimited · 8
$3,625235,116 mi

Comparison: 8 similar vehicles

Bartlesville, OK

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

1997 Dodge Ram Pickup ST

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

1997 Dodge Ram Pickup ST

Vinita, OK

UnscoredInsufficient · 0
$3,899380,846 mi

Vinita, 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

Claremore, OK

UnscoredInsufficient · 0
$3,950257,438 mi

Claremore, 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

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

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

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

2006 Ford F-150 King Ranch

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

2006 Ford F-150 King Ranch

Collinsville, OK

UnscoredInsufficient · 0
$4,995201,400 mi

Collinsville, OK

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Tulsa, OK

UnscoredInsufficient · 0
$4,995214,594 mi

Tulsa, OK

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

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Collinsville, OK

UnscoredInsufficient · 4
$5,300198,136 mi

Comparison: 4 similar vehicles

Collinsville, OK

2008 Ford F-350 Super Duty XL

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

2008 Ford F-350 Super Duty XL

Claremore, OK

UnscoredInsufficient · 3
$5,500165,777 mi

Comparison: 3 similar vehicles

Claremore, OK

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

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Bartlesville, OK

UnscoredInsufficient · 0
$5,619207,917 mi

Bartlesville, OK

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

Bartlesville, OK

UnscoredInsufficient · 0
$5,619131,278 mi

Bartlesville, OK

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

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Bartlesville, OK

UnscoredInsufficient · 0
$5,800238,463 mi

Bartlesville, OK

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 · 20
$5,987126,400 mi

Comparison: 20 similar vehicles

Commerce, OK

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Collinsville, OK

UnscoredInsufficient · 0
$5,995291,581 mi

Collinsville, OK

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Tulsa, OK

UnscoredLimited · 15
$5,995219,230 mi

Comparison: 15 similar vehicles

Tulsa, OK

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Inola, OK

UnscoredLimited · 5
$5,995135,425 mi

Comparison: 5 similar vehicles

Inola, OK

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Wagoner, OK

UnscoredLimited · 5
$6,175200,000 mi

Comparison: 5 similar vehicles

Wagoner, 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

Claremore, OK

UnscoredModerate · 25
$6,250285,208 mi

Comparison: 25 similar vehicles

Claremore, OK

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

Claremore, OK

UnscoredLimited · 6
$6,400193,259 mi

Comparison: 6 similar vehicles

Claremore, OK

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

Collinsville, OK

UnscoredModerate · 20
$6,495195,644 mi

Comparison: 20 similar vehicles

Collinsville, 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

2015 GMC Sierra 2500HD

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

2015 GMC Sierra 2500HD

Collinsville, OK

UnscoredInsufficient · 4
$6,650288,534 mi

Comparison: 4 similar vehicles

Collinsville, 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 · 52
$6,800214,083 mi

Comparison: 52 similar vehicles

Gravette, 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

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Tulsa, OK

UnscoredModerate · 27
$6,995207,196 mi

Comparison: 27 similar vehicles

Tulsa, OK

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Tulsa, OK

UnscoredLimited · 15
$6,995201,308 mi

Comparison: 15 similar vehicles

Tulsa, OK

2011 Nissan Frontier S

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

2011 Nissan Frontier S

Tulsa, OK

UnscoredInsufficient · 0
$6,995216,610 mi

Tulsa, OK

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

UnscoredLimited · 5
$6,995210,000 mi

Comparison: 5 similar vehicles

Neosho, 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

Pryor, OK

UnscoredInsufficient · 0
$6,999164,754 mi

Pryor, OK

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Bartlesville, OK

UnscoredInsufficient · 4
$7,000195,401 mi

Comparison: 4 similar vehicles

Bartlesville, OK

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Joplin, MO

UnscoredLimited · 5
$7,124245,211 mi

Comparison: 5 similar vehicles

Joplin, MO

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

UnscoredLimited · 5
$7,181220,155 mi

Comparison: 5 similar vehicles

Vinita, OK

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 · 7
$7,500260,142 mi

Comparison: 7 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 · 15
$7,500158,785 mi

Comparison: 15 similar vehicles

Neosho, MO

2005 Chevrolet Silverado 2500HD Work

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

2005 Chevrolet Silverado 2500HD Work

Bartlesville, OK

UnscoredInsufficient · 0
$7,500150,000 mi

Bartlesville, OK

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Bartlesville, OK

UnscoredLimited · 14
$7,500210,083 mi

Comparison: 14 similar vehicles

Bartlesville, OK

2011 RAM 3500 Chassis Cab ST

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

2011 RAM 3500 Chassis Cab ST

Collinsville, OK

UnscoredInsufficient · 3
$7,695162,513 mi

Comparison: 3 similar vehicles

Collinsville, 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

Claremore, OK

UnscoredLimited · 7
$7,900187,570 mi

Comparison: 7 similar vehicles

Claremore, OK

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Claremore, OK

UnscoredLimited · 16
$7,900174,081 mi

Comparison: 16 similar vehicles

Claremore, 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 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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