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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 9, 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

469 listings found

2007 Ford F-150 King Ranch

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

2007 Ford F-150 King Ranch

West Plains, MO

UnscoredInsufficient · 0
$3,500207,261 mi

West Plains, MO

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Cabool, MO

UnscoredInsufficient · 0
$4,800242,000 mi

Cabool, MO

2002 Mazda Truck Base

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

2002 Mazda Truck Base

Mountain Grove, MO

UnscoredInsufficient · 0
$5,495197,168 mi

Mountain Grove, MO

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Salem, MO

Unscored
$6,995244,000 mi

Comparison: 37 similar vehicles

Salem, MO

2007 GMC Canyon SL

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

2007 GMC Canyon SL

West Plains, MO

UnscoredInsufficient · 0
$6,995156,963 mi

West Plains, 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

Mountain View, MO

Unscored
$8,990243,998 mi

Comparison: 9 similar vehicles

Mountain View, MO

2002 Ford Ranger XLT Appearance

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

2002 Ford Ranger XLT Appearance

Mountain View, MO

UnscoredInsufficient · 0
$8,990147,803 mi

Mountain View, 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

Mountain Grove, MO

Unscored
$9,982184,205 mi

Comparison: 11 similar vehicles

Mountain Grove, MO

2005 Chevrolet Silverado 3500 LS

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

2005 Chevrolet Silverado 3500 LS

Houston, MO

UnscoredInsufficient · 0
$10,900271,100 mi

Houston, MO

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

West Plains, MO

Unscored
$10,988200,403 mi

Comparison: 27 similar vehicles

West Plains, MO

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

West Plains, MO

Unscored
$11,988182,103 mi

Comparison: 29 similar vehicles

West Plains, MO

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Mountain View, MO

UnscoredInsufficient · 4
$11,990150,524 mi

Comparison: 4 similar vehicles

Mountain View, MO

2009 Chevrolet Silverado 1500 2HY

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

2009 Chevrolet Silverado 1500 2HY

Mountain Grove, MO

UnscoredInsufficient · 0
$12,000124,000 mi

Mountain Grove, MO

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

West Plains, MO

Unscored
$12,500165,959 mi

Comparison: 24 similar vehicles

West Plains, MO

2006 GMC Sierra 1500 SLE2

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

2006 GMC Sierra 1500 SLE2

Gamaliel, AR

UnscoredInsufficient · 0
$12,500175,887 mi

Gamaliel, AR

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Ava, MO

Unscored
$12,900157,078 mi

Comparison: 31 similar vehicles

Ava, MO

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Pottersville, MO

UnscoredInsufficient · 4
$12,950144,000 mi

Comparison: 4 similar vehicles

Pottersville, MO

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

West Plains, MO

Unscored
$12,988124,550 mi

Comparison: 6 similar vehicles

West Plains, MO

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Gamaliel, AR

UnscoredInsufficient · 0
$12,999195,486 mi

Gamaliel, AR

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

West Plains, MO

Unscored
$13,900139,330 mi

Comparison: 31 similar vehicles

West Plains, MO

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Ava, MO

UnscoredInsufficient · 0
$13,90074,547 mi

Ava, MO

2010 Ford F-250 Super Duty XLT

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

2010 Ford F-250 Super Duty XLT

Pottersville, MO

UnscoredInsufficient · 0
$13,950196,650 mi

Pottersville, 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

Ava, MO

Unscored
$14,500168,942 mi

Comparison: 95 similar vehicles

Ava, MO

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Salem, MO

Unscored
$14,900131,000 mi

Comparison: 11 similar vehicles

Salem, MO

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

West Plains, MO

Unscored
$14,988141,015 mi

Comparison: 119 similar vehicles

West Plains, MO

2018 Chevrolet Silverado 1500 Custom

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

2018 Chevrolet Silverado 1500 Custom

Mountain View, MO

Unscored
$14,990207,745 mi

Comparison: 12 similar vehicles

Mountain View, 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

Mountain View, MO

Unscored
$14,990179,349 mi

Comparison: 67 similar vehicles

Mountain View, 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

Mountain View, MO

Unscored
$14,990147,068 mi

Comparison: 85 similar vehicles

Mountain View, MO

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Salem, MO

Unscored
$14,995201,000 mi

Comparison: 66 similar vehicles

Salem, MO

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Salem, MO

Unscored
$14,995162,000 mi

Comparison: 37 similar vehicles

Salem, MO

2008 Ford F-150 FX2

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

2008 Ford F-150 FX2

West Plains, MO

UnscoredInsufficient · 0
$14,995Mileage not verified

West Plains, MO

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

Salem, MO

UnscoredInsufficient · 0
$15,900158,800 mi

Salem, MO

2019 Chevrolet Colorado Z71

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

2019 Chevrolet Colorado Z71

Gainesville, MO

Unscored
$15,950151,639 mi

Comparison: 25 similar vehicles

Gainesville, MO

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

West Plains, MO

UnscoredInsufficient · 3
$15,988Mileage not verified

Comparison: 3 similar vehicles

West Plains, MO

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

West Plains, MO

Unscored
$15,988192,879 mi

Comparison: 57 similar vehicles

West Plains, MO

2007 Dodge Ram 3500 Pickup TRX4 Off Road

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

2007 Dodge Ram 3500 Pickup TRX4 Off Road

Houston, MO

UnscoredInsufficient · 0
$16,900237,561 mi

Houston, MO

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Houston, MO

Unscored
$16,950209,429 mi

Comparison: 302 similar vehicles

Houston, MO

2015 RAM 1500 Pickup SLT

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

2015 RAM 1500 Pickup SLT

West Plains, MO

Unscored
$16,988153,290 mi

Comparison: 10 similar vehicles

West Plains, MO

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Mountain View, MO

Unscored
$16,990208,777 mi

Comparison: 23 similar vehicles

Mountain View, MO

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Mountain Grove, MO

Unscored
$16,995164,115 mi

Comparison: 28 similar vehicles

Mountain Grove, MO

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Salem, MO

Unscored
$16,995130,000 mi

Comparison: 38 similar vehicles

Salem, MO

2017 Chevrolet Silverado 1500 Custom

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

2017 Chevrolet Silverado 1500 Custom

West Plains, MO

UnscoredInsufficient · 3
$17,479115,396 mi

Comparison: 3 similar vehicles

West Plains, MO

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

West Plains, MO

Unscored
$17,479156,896 mi

Comparison: 178 similar vehicles

West Plains, MO

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

West Plains, MO

UnscoredInsufficient · 3
$17,47983,544 mi

Comparison: 3 similar vehicles

West Plains, MO

2012 Cadillac Escalade EXT Premium

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

2012 Cadillac Escalade EXT Premium

West Plains, MO

UnscoredInsufficient · 0
$17,500140,000 mi

West Plains, MO

2022 Nissan Frontier S

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

2022 Nissan Frontier S

Willow Springs, MO

Unscored
$17,900100,146 mi

Comparison: 7 similar vehicles

Willow Springs, MO

2021 Chevrolet Colorado LT

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

2021 Chevrolet Colorado LT

Willow Springs, MO

Fair PriceModerate · 40
$17,90071,070 mi

Market: $13,254 – $27,300

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Willow Springs, MO

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

West Plains, MO

Unscored
$17,900129,119 mi

Comparison: 54 similar vehicles

West Plains, MO

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

West Plains, MO

UnscoredInsufficient · 3
$17,900184,000 mi

Comparison: 3 similar vehicles

West Plains, 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

Salem, MO

Fair PriceRobust · 71
$17,900103,000 mi

Market: $6,397 – $18,150

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1088 days listed (based on current market benchmarks)

Salem, MO

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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