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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

2,228 listings found

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Mannington, WV

UnscoredLimited · 10
$5,375162,163 mi

Comparison: 10 similar vehicles

Mannington, WV

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Morgantown, WV

UnscoredLimited · 5
$6,995182,000 mi

Comparison: 5 similar vehicles

Morgantown, WV

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Riverton, WV

Fair PriceLimited · 14
$6,995102,000 mi

Market: $5,000 – $21,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Riverton, WV

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

Bridgeport, WV

UnscoredModerate · 37
$8,311188,923 mi

Comparison: 37 similar vehicles

Bridgeport, WV

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

Morgantown, WV

UnscoredRobust · 210
$8,495160,340 mi

Comparison: 210 similar vehicles

Morgantown, WV

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

Reedsville, WV

UnscoredInsufficient · 4
$8,995194,205 mi

Comparison: 4 similar vehicles

Reedsville, WV

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

Weston, WV

UnscoredRobust · 203
$8,995215,553 mi

Comparison: 203 similar vehicles

Weston, WV

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

Fairmont, WV

UnscoredInsufficient · 3
$9,450135,180 mi

Comparison: 3 similar vehicles

Fairmont, WV

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

Weston, WV

UnscoredLimited · 14
$9,950151,000 mi

Comparison: 14 similar vehicles

Weston, WV

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

Buckhannon, WV

UnscoredRobust · 190
$10,995176,556 mi

Comparison: 190 similar vehicles

Buckhannon, WV

2003 Ford Ranger XLT

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

2003 Ford Ranger XLT

Weston, WV

UnscoredInsufficient · 0
$10,99559,412 mi

Weston, WV

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

Fairmont, WV

UnscoredLimited · 16
$11,495127,411 mi

Comparison: 16 similar vehicles

Fairmont, WV

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Fairmont, WV

UnscoredModerate · 27
$11,900137,301 mi

Comparison: 27 similar vehicles

Fairmont, WV

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Bridgeport, WV

UnscoredModerate · 24
$12,543133,651 mi

Comparison: 24 similar vehicles

Bridgeport, WV

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

White Hall, WV

UnscoredInsufficient · 3
$12,57586,719 mi

Comparison: 3 similar vehicles

White Hall, WV

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Grafton, WV

UnscoredRobust · 64
$12,995147,905 mi

Comparison: 64 similar vehicles

Grafton, WV

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

Weston, WV

UnscoredModerate · 49
$12,995147,950 mi

Comparison: 49 similar vehicles

Weston, WV

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Morgantown, WV

UnscoredLimited · 5
$13,495197,397 mi

Comparison: 5 similar vehicles

Morgantown, WV

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Kingwood, WV

UnscoredModerate · 45
$13,988129,365 mi

Comparison: 45 similar vehicles

Kingwood, WV

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Grafton, WV

UnscoredModerate · 21
$13,995179,329 mi

Comparison: 21 similar vehicles

Grafton, WV

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Westover, WV

UnscoredModerate · 49
$13,999124,500 mi

Comparison: 49 similar vehicles

Westover, WV

2015 Ford F-150 King Ranch

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

2015 Ford F-150 King Ranch

Bridgeport, WV

UnscoredLimited · 7
$14,500194,128 mi

Comparison: 7 similar vehicles

Bridgeport, WV

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

Craigsville, WV

UnscoredRobust · 67
$14,900136,606 mi

Comparison: 67 similar vehicles

Craigsville, WV

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

Elkins, WV

UnscoredModerate · 36
$14,900180,275 mi

Comparison: 36 similar vehicles

Elkins, WV

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

White Hall, WV

UnscoredLimited · 8
$14,975102,078 mi

Comparison: 8 similar vehicles

White Hall, WV

2017 GMC Canyon SLT

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

2017 GMC Canyon SLT

Bridgeport, WV

UnscoredLimited · 12
$14,990189,937 mi

Comparison: 12 similar vehicles

Bridgeport, WV

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

Jane Lew, WV

UnscoredRobust · 86
$14,990194,154 mi

Comparison: 86 similar vehicles

Jane Lew, WV

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

Grafton, WV

UnscoredRobust · 197
$14,995127,545 mi

Comparison: 197 similar vehicles

Grafton, WV

2020 RAM 1500 Classic Warlock

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

2020 RAM 1500 Classic Warlock

Buckhannon, WV

UnscoredRobust · 66
$15,500169,802 mi

Comparison: 66 similar vehicles

Buckhannon, WV

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

Morgantown, WV

UnscoredRobust · 205
$15,570122,921 mi

Comparison: 205 similar vehicles

Morgantown, WV

2019 RAM 1500 Classic Express

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

2019 RAM 1500 Classic Express

Clarksburg, WV

UnscoredRobust · 133
$15,824121,013 mi

Comparison: 133 similar vehicles

Clarksburg, WV

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Morgantown, WV

Fair PriceModerate · 30
$15,870101,701 mi

Market: $12,535 – $20,800

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Morgantown, WV

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Elkins, WV

UnscoredRobust · 243
$15,900199,032 mi

Comparison: 243 similar vehicles

Elkins, WV

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Elkins, WV

UnscoredLimited · 11
$15,900160,885 mi

Comparison: 11 similar vehicles

Elkins, WV

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Terra Alta, WV

Fair PriceModerate · 42
$15,90086,220 mi

Market: $3,999 – $37,990

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Terra Alta, WV

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Bridgeport, WV

UnscoredInsufficient · 4
$15,990114,009 mi

Comparison: 4 similar vehicles

Bridgeport, WV

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Bridgeport, WV

UnscoredRobust · 297
$15,990143,803 mi

Comparison: 297 similar vehicles

Bridgeport, WV

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

Westover, WV

UnscoredLimited · 11
$15,993130,700 mi

Comparison: 11 similar vehicles

Westover, WV

2019 RAM 1500 Classic Express

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

2019 RAM 1500 Classic Express

Morgantown, WV

UnscoredLimited · 5
$15,995111,318 mi

Comparison: 5 similar vehicles

Morgantown, WV

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Buckhannon, WV

UnscoredLimited · 5
$15,995186,766 mi

Comparison: 5 similar vehicles

Buckhannon, WV

2018 Toyota Tundra SR5

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

2018 Toyota Tundra SR5

Grafton, WV

UnscoredModerate · 46
$15,995229,977 mi

Comparison: 46 similar vehicles

Grafton, WV

2017 GMC Canyon SLE

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

2017 GMC Canyon SLE

Weston, WV

UnscoredLimited · 17
$15,995160,424 mi

Comparison: 17 similar vehicles

Weston, WV

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

Morgantown, WV

UnscoredRobust · 65
$15,995136,177 mi

Comparison: 65 similar vehicles

Morgantown, WV

2018 GMC Canyon SLE

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

2018 GMC Canyon SLE

Bridgeport, WV

UnscoredLimited · 12
$15,999125,114 mi

Comparison: 12 similar vehicles

Bridgeport, WV

2023 RAM 1500 Classic Tradesman

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

2023 RAM 1500 Classic Tradesman

Morgantown, WV

Great DealModerate · 31
$16,499106,000 mi

Market: $17,891 – $41,900

Comparison: 31 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 72 days listed (based on current market benchmarks)

Morgantown, WV

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

Beverly, WV

UnscoredRobust · 328
$16,500144,028 mi

Comparison: 328 similar vehicles

Beverly, WV

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Riverton, WV

Salvage title
$16,500223,000 mi

Riverton, WV

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

Fairmont, WV

UnscoredInsufficient · 0
$16,56538,713 mi

Fairmont, WV

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

White Hall, WV

Fair PriceRobust · 62
$16,57584,673 mi

Market: $7,700 – $27,450

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

White Hall, WV

2017 GMC Canyon SLE

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

2017 GMC Canyon SLE

Bridgeport, WV

UnscoredLimited · 16
$16,747130,535 mi

Comparison: 16 similar vehicles

Bridgeport, WV

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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