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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 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

2,751 listings found

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Roaring Spring, PA

UnscoredInsufficient · 0
$2,624226,469 mi

Roaring Spring, PA

1998 Ford Ranger XL

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

1998 Ford Ranger XL

Bunker Hill, WV

UnscoredInsufficient · 0
$2,99552,762 mi

Bunker Hill, WV

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Bunker Hill, WV

UnscoredLimited · 8
$3,295199,000 mi

Comparison: 8 similar vehicles

Bunker Hill, WV

2001 Nissan Frontier SC

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

2001 Nissan Frontier SC

Berkeley Springs, WV

UnscoredInsufficient · 0
$3,400156,918 mi

Berkeley Springs, 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

Roaring Spring, PA

UnscoredInsufficient · 4
$3,999301,439 mi

Comparison: 4 similar vehicles

Roaring Spring, PA

1997 Chevrolet K1500 CHEYENNE

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

1997 Chevrolet K1500 CHEYENNE

Uniontown, PA

UnscoredLimited · 5
$4,495183,454 mi

Comparison: 5 similar vehicles

Uniontown, PA

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Martinsburg, WV

UnscoredModerate · 23
$4,595186,045 mi

Comparison: 23 similar vehicles

Martinsburg, 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

Roaring Spring, PA

UnscoredInsufficient · 4
$5,124310,213 mi

Comparison: 4 similar vehicles

Roaring Spring, PA

No Photo

2005 Chevrolet Silverado 1500 LS

Winchester, VA

UnscoredInsufficient · 4
$5,500173,692 mi

Comparison: 4 similar vehicles

Winchester, VA

2007 GMC Sierra 2500HD SLE2

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

2007 GMC Sierra 2500HD SLE2

Bunker Hill, WV

UnscoredInsufficient · 0
$5,995Mileage not verified

Bunker Hill, WV

2006 Toyota Tundra Limited

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

2006 Toyota Tundra Limited

Bloomery, WV

UnscoredInsufficient · 0
$5,995266,000 mi

Bloomery, WV

2005 Cadillac Escalade EXT Base

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

2005 Cadillac Escalade EXT Base

Bunker Hill, WV

UnscoredInsufficient · 3
$5,995176,000 mi

Comparison: 3 similar vehicles

Bunker Hill, WV

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Winchester, VA

Fair PriceLimited · 11
$6,49585,899 mi

Market: $3,500 – $7,794

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Winchester, VA

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

Martinsburg, WV

UnscoredLimited · 6
$6,500211,000 mi

Comparison: 6 similar vehicles

Martinsburg, WV

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Roaring Spring, PA

UnscoredInsufficient · 0
$6,995150,968 mi

Roaring Spring, PA

2008 Chevrolet Colorado Work Truck

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

2008 Chevrolet Colorado Work Truck

Johnstown, PA

UnscoredLimited · 7
$7,495106,000 mi

Comparison: 7 similar vehicles

Johnstown, PA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Windber, PA

UnscoredInsufficient · 3
$7,495138,000 mi

Comparison: 3 similar vehicles

Windber, PA

2005 Chevrolet Colorado Z85 LS

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

2005 Chevrolet Colorado Z85 LS

Uniontown, PA

UnscoredInsufficient · 0
$7,995136,444 mi

Uniontown, PA

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

Winchester, VA

UnscoredInsufficient · 0
$8,495197,214 mi

Winchester, VA

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Martinsburg, WV

UnscoredInsufficient · 3
$8,500229,390 mi

Comparison: 3 similar vehicles

Martinsburg, WV

2006 Chevrolet Silverado 1500 LT1

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

2006 Chevrolet Silverado 1500 LT1

Martinsburg, WV

UnscoredInsufficient · 0
$8,995188,476 mi

Martinsburg, WV

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Martinsburg, WV

UnscoredInsufficient · 0
$8,995215,000 mi

Martinsburg, WV

2004 Ford Ranger Edge

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

2004 Ford Ranger Edge

Mount Pleasant, PA

UnscoredInsufficient · 0
$9,000Mileage not verified

Mount Pleasant, PA

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

Mount Pleasant, PA

Fair PriceModerate · 38
$9,900Mileage not verified

Market: $4,500 – $20,995

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 335 days listed (based on current market benchmarks)

Mount Pleasant, PA

2008 Toyota Tundra Grade

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

2008 Toyota Tundra Grade

Winchester, VA

UnscoredInsufficient · 0
$9,950231,009 mi

Winchester, VA

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

Martinsburg, WV

UnscoredLimited · 9
$9,995184,100 mi

Comparison: 9 similar vehicles

Martinsburg, WV

2005 Chevrolet Silverado 1500 Z71

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

2005 Chevrolet Silverado 1500 Z71

Johnstown, PA

Salvage title
$10,275129,642 mi

Johnstown, PA

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

Martinsburg, WV

UnscoredLimited · 7
$10,500188,000 mi

Comparison: 7 similar vehicles

Martinsburg, WV

2016 RAM 1500 Pickup Laramie

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

2016 RAM 1500 Pickup Laramie

Winchester, VA

UnscoredRobust · 62
$10,900230,828 mi

Comparison: 62 similar vehicles

Winchester, VA

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Mount Pleasant, PA

UnscoredRobust · 147
$10,900Mileage not verified

Comparison: 147 similar vehicles

Mount Pleasant, PA

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

Mount Pleasant, PA

UnscoredLimited · 7
$10,900Mileage not verified

Comparison: 7 similar vehicles

Mount Pleasant, PA

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Claysburg, PA

UnscoredLimited · 13
$10,900145,733 mi

Comparison: 13 similar vehicles

Claysburg, PA

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Martinsburg, WV

UnscoredLimited · 16
$10,900205,000 mi

Comparison: 16 similar vehicles

Martinsburg, WV

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Confluence, PA

UnscoredModerate · 23
$10,995181,614 mi

Comparison: 23 similar vehicles

Confluence, PA

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Martinsburg, WV

UnscoredInsufficient · 0
$10,99531,556 mi

Martinsburg, WV

2011 RAM 1500 Pickup Laramie

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

2011 RAM 1500 Pickup Laramie

Cumberland, MD

UnscoredLimited · 6
$11,450149,136 mi

Comparison: 6 similar vehicles

Cumberland, MD

2020 RAM 1500 Classic Tradesman

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

2020 RAM 1500 Classic Tradesman

Winchester, VA

Fair PriceModerate · 29
$11,53483,125 mi

Market: $10,990 – $24,152

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Winchester, VA

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Johnstown, PA

UnscoredLimited · 9
$11,995172,000 mi

Comparison: 9 similar vehicles

Johnstown, PA

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

Winchester, VA

UnscoredInsufficient · 0
$11,99545,970 mi

Winchester, VA

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Martinsburg, WV

UnscoredLimited · 19
$11,995129,779 mi

Comparison: 19 similar vehicles

Martinsburg, WV

2013 Honda Ridgeline RTL

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

2013 Honda Ridgeline RTL

Martinsburg, WV

UnscoredInsufficient · 4
$11,999148,618 mi

Comparison: 4 similar vehicles

Martinsburg, WV

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Cumberland, MD

UnscoredModerate · 20
$12,450134,102 mi

Comparison: 20 similar vehicles

Cumberland, MD

2008 Nissan Frontier Nismo

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

2008 Nissan Frontier Nismo

Johnstown, PA

UnscoredInsufficient · 0
$12,480128,490 mi

Johnstown, PA

2022 Nissan Titan SV

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

2022 Nissan Titan SV

Mount Pleasant, PA

UnscoredInsufficient · 3
$12,500Mileage not verified

Comparison: 3 similar vehicles

Mount Pleasant, PA

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Martinsburg, WV

UnscoredRobust · 75
$12,590183,003 mi

Comparison: 75 similar vehicles

Martinsburg, WV

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

Claysburg, PA

UnscoredInsufficient · 3
$12,900100,451 mi

Comparison: 3 similar vehicles

Claysburg, PA

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

Claysburg, PA

UnscoredLimited · 12
$12,900136,068 mi

Comparison: 12 similar vehicles

Claysburg, PA

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

Martinsburg, WV

UnscoredLimited · 8
$12,900158,031 mi

Comparison: 8 similar vehicles

Martinsburg, 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

Hancock, MD

UnscoredInsufficient · 4
$12,990180,190 mi

Comparison: 4 similar vehicles

Hancock, MD

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Winchester, VA

Fair PriceRobust · 75
$12,990103,987 mi

Market: $6,999 – $23,198

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 160 days listed (based on current market benchmarks)

Winchester, VA

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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