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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

2,061 listings found

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

Doniphan, MO

UnscoredInsufficient · 4
$2,950265,353 mi

Comparison: 4 similar vehicles

Doniphan, MO

1999 Chevrolet C1500 LS

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

1999 Chevrolet C1500 LS

Jonesboro, AR

UnscoredInsufficient · 0
$3,929187,542 mi

Jonesboro, AR

2002 Ford Ranger Edge

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

2002 Ford Ranger Edge

Fairdealing, MO

UnscoredInsufficient · 0
$5,544225,412 mi

Fairdealing, MO

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Paragould, AR

UnscoredInsufficient · 0
$5,950235,034 mi

Paragould, AR

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

Poplar Bluff, MO

UnscoredLimited · 7
$5,950231,415 mi

Comparison: 7 similar vehicles

Poplar Bluff, MO

2009 Chevrolet Avalanche LTZ

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

2009 Chevrolet Avalanche LTZ

Brookland, AR

UnscoredInsufficient · 0
$6,000172,596 mi

Brookland, 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

Brookland, AR

UnscoredInsufficient · 4
$6,500217,913 mi

Comparison: 4 similar vehicles

Brookland, AR

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Poplar Bluff, MO

UnscoredInsufficient · 3
$6,800207,049 mi

Comparison: 3 similar vehicles

Poplar Bluff, MO

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

Poplar Bluff, MO

UnscoredLimited · 18
$6,950210,579 mi

Comparison: 18 similar vehicles

Poplar Bluff, MO

2000 Nissan Frontier XE

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

2000 Nissan Frontier XE

Paragould, AR

UnscoredInsufficient · 0
$6,950Mileage not verified

Paragould, 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

Fairdealing, MO

UnscoredInsufficient · 0
$7,044280,000 mi

Fairdealing, MO

2007 GMC Sierra Classic 1500 Work Truck

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

2007 GMC Sierra Classic 1500 Work Truck

Fairdealing, MO

UnscoredInsufficient · 0
$7,142158,471 mi

Fairdealing, MO

2010 Ford F-250 Super Duty XL

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

2010 Ford F-250 Super Duty XL

Campbell, MO

UnscoredLimited · 11
$7,500209,228 mi

Comparison: 11 similar vehicles

Campbell, MO

2005 Chevrolet Silverado 1500 Base

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

2005 Chevrolet Silverado 1500 Base

Paragould, AR

UnscoredInsufficient · 0
$7,500175,785 mi

Paragould, AR

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Fairdealing, MO

UnscoredInsufficient · 3
$7,544255,116 mi

Comparison: 3 similar vehicles

Fairdealing, MO

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Fairdealing, MO

UnscoredInsufficient · 4
$7,544197,977 mi

Comparison: 4 similar vehicles

Fairdealing, MO

2006 Ford F-350 Super Duty XLT

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

2006 Ford F-350 Super Duty XLT

Doniphan, MO

UnscoredInsufficient · 0
$7,650Mileage not verified

Doniphan, MO

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Dexter, MO

UnscoredInsufficient · 0
$7,950147,352 mi

Dexter, MO

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Poplar Bluff, MO

UnscoredLimited · 9
$7,950221,330 mi

Comparison: 9 similar vehicles

Poplar Bluff, MO

2003 GMC Sierra 2500HD SLE

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

2003 GMC Sierra 2500HD SLE

Harviell, MO

UnscoredInsufficient · 0
$7,995264,000 mi

Harviell, MO

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

Brookland, AR

UnscoredInsufficient · 4
$8,000238,411 mi

Comparison: 4 similar vehicles

Brookland, AR

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Brookland, AR

UnscoredLimited · 6
$8,500171,858 mi

Comparison: 6 similar vehicles

Brookland, 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

Dexter, MO

UnscoredModerate · 27
$8,900140,152 mi

Comparison: 27 similar vehicles

Dexter, MO

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Dexter, MO

UnscoredModerate · 29
$8,900185,200 mi

Comparison: 29 similar vehicles

Dexter, MO

2010 Chevrolet Avalanche LTZ

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

2010 Chevrolet Avalanche LTZ

Bernie, MO

UnscoredInsufficient · 0
$8,900Mileage not verified

Bernie, MO

2009 GMC Sierra 1500 SLT

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

2009 GMC Sierra 1500 SLT

Poplar Bluff, MO

UnscoredInsufficient · 0
$8,900236,446 mi

Poplar Bluff, MO

2006 Dodge Ram 2500 Pickup ST

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

2006 Dodge Ram 2500 Pickup ST

Poplar Bluff, MO

UnscoredInsufficient · 4
$8,900160,679 mi

Comparison: 4 similar vehicles

Poplar Bluff, MO

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Poplar Bluff, MO

UnscoredLimited · 6
$8,950207,017 mi

Comparison: 6 similar vehicles

Poplar Bluff, MO

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Dexter, MO

UnscoredInsufficient · 3
$8,950183,930 mi

Comparison: 3 similar vehicles

Dexter, MO

2009 Chevrolet Silverado 1500 LTZ

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

2009 Chevrolet Silverado 1500 LTZ

Poplar Bluff, MO

UnscoredLimited · 6
$8,950239,265 mi

Comparison: 6 similar vehicles

Poplar Bluff, MO

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Paragould, AR

UnscoredLimited · 9
$8,950Mileage not verified

Comparison: 9 similar vehicles

Paragould, AR

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Harviell, MO

UnscoredModerate · 39
$8,995178,000 mi

Comparison: 39 similar vehicles

Harviell, MO

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Dexter, MO

UnscoredModerate · 24
$8,995193,708 mi

Comparison: 24 similar vehicles

Dexter, MO

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Brookland, AR

UnscoredLimited · 13
$9,000221,396 mi

Comparison: 13 similar vehicles

Brookland, AR

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Brookland, AR

UnscoredLimited · 5
$9,000228,764 mi

Comparison: 5 similar vehicles

Brookland, AR

2002 Chevrolet Silverado 2500HD LS

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

2002 Chevrolet Silverado 2500HD LS

Paragould, AR

UnscoredInsufficient · 0
$9,124304,254 mi

Paragould, AR

2008 Ford F-350 Super Duty Chassis Cab XL

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

2008 Ford F-350 Super Duty Chassis Cab XL

Fairdealing, MO

UnscoredInsufficient · 0
$9,142278,978 mi

Fairdealing, MO

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Brookland, AR

UnscoredLimited · 12
$9,500219,501 mi

Comparison: 12 similar vehicles

Brookland, AR

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Brookland, AR

UnscoredModerate · 32
$9,500174,749 mi

Comparison: 32 similar vehicles

Brookland, AR

2009 Dodge Ram 1500 Pickup ST

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

2009 Dodge Ram 1500 Pickup ST

Brookland, AR

UnscoredInsufficient · 0
$9,500201,347 mi

Brookland, AR

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Brookland, AR

UnscoredLimited · 6
$9,500124,740 mi

Comparison: 6 similar vehicles

Brookland, AR

2006 Ford F-350 Super Duty Chassis Cab XL

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

2006 Ford F-350 Super Duty Chassis Cab XL

Doniphan, MO

UnscoredInsufficient · 0
$9,500277,612 mi

Doniphan, MO

2004 Chevrolet SSR LS

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

2004 Chevrolet SSR LS

Malden, MO

UnscoredLimited · 5
$9,500Mileage not verified

Comparison: 5 similar vehicles

Malden, MO

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Dexter, MO

UnscoredModerate · 24
$9,900182,388 mi

Comparison: 24 similar vehicles

Dexter, MO

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Poplar Bluff, MO

UnscoredLimited · 19
$9,900171,881 mi

Comparison: 19 similar vehicles

Poplar Bluff, MO

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Doniphan, MO

UnscoredRobust · 63
$9,950179,317 mi

Comparison: 63 similar vehicles

Doniphan, MO

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Paragould, AR

UnscoredInsufficient · 4
$9,950194,961 mi

Comparison: 4 similar vehicles

Paragould, AR

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Paragould, AR

UnscoredLimited · 11
$9,950244,814 mi

Comparison: 11 similar vehicles

Paragould, AR

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Paragould, AR

UnscoredInsufficient · 0
$9,950237,713 mi

Paragould, AR

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Poplar Bluff, MO

UnscoredLimited · 14
$9,995158,300 mi

Comparison: 14 similar vehicles

Poplar Bluff, MO

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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