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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

104 listings found

2009 Chrysler Sebring Touring

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

2009 Chrysler Sebring Touring

Bunker Hill, WV

UnscoredInsufficient · 0
$2,995167,000 mi

Bunker Hill, WV

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Parkersburg, WV

UnscoredLimited · 17
$3,500140,940 mi

Comparison: 17 similar vehicles

Parkersburg, WV

2011 Chrysler 200 Limited

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

2011 Chrysler 200 Limited

Ronceverte, WV

UnscoredInsufficient · 3
$4,995136,200 mi

Comparison: 3 similar vehicles

Ronceverte, WV

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

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

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

Fairmont, WV

UnscoredInsufficient · 0
$5,45072,220 mi

Fairmont, WV

2003 Saab 9-3 SE

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

2003 Saab 9-3 SE

Huntington, WV

UnscoredInsufficient · 0
$5,99588,156 mi

Huntington, WV

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Mannington, WV

UnscoredInsufficient · 0
$6,47581,005 mi

Mannington, WV

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Wheeling, WV

UnscoredLimited · 9
$6,80096,634 mi

Comparison: 9 similar vehicles

Wheeling, WV

2001 Mazda MX-5 Base

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

2001 Mazda MX-5 Base

Morgantown, WV

UnscoredInsufficient · 0
$6,977101,909 mi

Morgantown, WV

2005 Chrysler PT Cruiser Base

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

2005 Chrysler PT Cruiser Base

Martinsburg, WV

UnscoredInsufficient · 0
$6,99097,890 mi

Martinsburg, WV

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Lewisburg, WV

UnscoredLimited · 9
$6,995100,729 mi

Comparison: 9 similar vehicles

Lewisburg, WV

2002 Mazda Miata LS

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

2002 Mazda Miata LS

Wheeling, WV

UnscoredInsufficient · 0
$7,98079,548 mi

Wheeling, WV

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Weirton, WV

UnscoredLimited · 8
$7,995136,000 mi

Comparison: 8 similar vehicles

Weirton, WV

2002 Ford Mustang Deluxe

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

2002 Ford Mustang Deluxe

Follansbee, WV

UnscoredInsufficient · 0
$7,999225,652 mi

Follansbee, WV

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Kearneysville, WV

Fair PriceLimited · 10
$9,70082,534 mi

Market: $7,499 – $12,794

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 330 days listed (based on current market benchmarks)

Kearneysville, WV

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Reedsville, WV

UnscoredInsufficient · 0
$9,85086,480 mi

Reedsville, WV

2007 Saturn Sky Red Line

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

2007 Saturn Sky Red Line

Mannington, WV

UnscoredInsufficient · 4
$9,90089,744 mi

Comparison: 4 similar vehicles

Mannington, WV

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Winfield, WV

UnscoredLimited · 5
$9,95090,642 mi

Comparison: 5 similar vehicles

Winfield, WV

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Charleston, WV

UnscoredLimited · 6
$9,995104,392 mi

Comparison: 6 similar vehicles

Charleston, WV

2004 BMW Z4 3

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

2004 BMW Z4 3

Mannington, WV

UnscoredInsufficient · 4
$10,00071,731 mi

Comparison: 4 similar vehicles

Mannington, WV

2013 INFINITI G Convertible IPL

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

2013 INFINITI G Convertible IPL

Ceredo, WV

UnscoredInsufficient · 0
$10,999135,577 mi

Ceredo, WV

2005 Mercedes-Benz SL-Class SL500

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

2005 Mercedes-Benz SL-Class SL500

Morgantown, WV

Fair PriceLimited · 10
$12,85091,868 mi

Market: $9,500 – $17,772

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Morgantown, WV

2006 Mazda MX-5 Miata Base

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

2006 Mazda MX-5 Miata Base

Martinsburg, WV

UnscoredLimited · 5
$12,90076,000 mi

Comparison: 5 similar vehicles

Martinsburg, WV

2012 Mercedes-Benz SLK-Class SLK350

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

2012 Mercedes-Benz SLK-Class SLK350

Ranson, WV

UnscoredInsufficient · 0
$13,050128,334 mi

Ranson, WV

2005 Mercedes-Benz CLK-Class CLK320

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

2005 Mercedes-Benz CLK-Class CLK320

Parkersburg, WV

UnscoredInsufficient · 0
$13,54038,932 mi

Parkersburg, WV

2010 Nissan 370Z Touring

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

2010 Nissan 370Z Touring

Moundsville, WV

UnscoredInsufficient · 3
$13,75183,596 mi

Comparison: 3 similar vehicles

Moundsville, WV

2005 Mercedes-Benz SLK-Class SLK350

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

2005 Mercedes-Benz SLK-Class SLK350

Weirton, WV

UnscoredInsufficient · 0
$14,49580,486 mi

Weirton, WV

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Charleston, WV

Fair PriceModerate · 29
$14,999114,182 mi

Market: $6,700 – $17,610

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Charleston, WV

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Huntington, WV

UnscoredInsufficient · 4
$15,57599,061 mi

Comparison: 4 similar vehicles

Huntington, WV

2012 Mercedes-Benz SLK-Class SLK350

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

2012 Mercedes-Benz SLK-Class SLK350

Hurricane, WV

UnscoredLimited · 5
$15,99580,624 mi

Comparison: 5 similar vehicles

Hurricane, WV

2014 Volkswagen Beetle 2.5

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

2014 Volkswagen Beetle 2.5

Huntington, WV

UnscoredLimited · 7
$16,50081,686 mi

Comparison: 7 similar vehicles

Huntington, WV

2004 Chevrolet Corvette Base

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

2004 Chevrolet Corvette Base

Parkersburg, WV

UnscoredInsufficient · 4
$16,99555,478 mi

Comparison: 4 similar vehicles

Parkersburg, WV

2012 Ford Mustang GT Premium

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

2012 Ford Mustang GT Premium

Parkersburg, WV

UnscoredInsufficient · 0
$17,992123,260 mi

Parkersburg, WV

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Ceredo, WV

Fair PriceLimited · 14
$17,99995,675 mi

Market: $13,995 – $19,972

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Ceredo, WV

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Beckley, WV

UnscoredInsufficient · 0
$18,85150,855 mi

Beckley, WV

2017 Mazda MX-5 Miata RF Grand Touring

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

2017 Mazda MX-5 Miata RF Grand Touring

Charleston, WV

UnscoredInsufficient · 0
$19,47558,368 mi

Charleston, WV

2005 BMW 6 Series 645CiC

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

2005 BMW 6 Series 645CiC

Kearneysville, WV

UnscoredInsufficient · 0
$19,99926,505 mi

Kearneysville, WV

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

Berkeley Springs, WV

Fair PriceLimited · 11
$20,99585,869 mi

Market: $11,999 – $22,693

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Berkeley Springs, WV

2018 Mercedes-Benz E-Class E400

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

2018 Mercedes-Benz E-Class E400

Fairmont, WV

Fair PriceModerate · 27
$22,40095,141 mi

Market: $17,694 – $34,495

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Fairmont, WV

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Saint Albans, WV

UnscoredLimited · 5
$23,88248,397 mi

Comparison: 5 similar vehicles

Saint Albans, WV

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Mount Hope, WV

UnscoredInsufficient · 0
$24,76932,555 mi

Mount Hope, WV

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Morgantown, WV

Fair PriceModerate · 21
$25,48855,009 mi

Market: $25,748 – $28,168

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 259 days listed (based on current market benchmarks)

Morgantown, WV

2002 Chevrolet Corvette Base

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

2002 Chevrolet Corvette Base

Parkersburg, WV

UnscoredInsufficient · 0
$25,54322,496 mi

Parkersburg, WV

2022 Ford Mustang EcoBoost Premium

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

2022 Ford Mustang EcoBoost Premium

Charleston, WV

OverpricedModerate · 20
$27,56542,838 mi

Market: $25,995 – $26,998

Comparison: 20 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Charleston, WV

2018 Mercedes-Benz SLC Roadster SLC300

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

2018 Mercedes-Benz SLC Roadster SLC300

Elkins, WV

UnscoredInsufficient · 0
$27,57546,895 mi

Elkins, WV

2006 Chevrolet Corvette Base

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

2006 Chevrolet Corvette Base

Clarksburg, WV

UnscoredInsufficient · 0
$28,57423,426 mi

Clarksburg, WV

2012 Jaguar XK Base

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

2012 Jaguar XK Base

Charleston, WV

UnscoredInsufficient · 0
$29,90044,085 mi

Charleston, WV

2024 Mazda MX-5 Miata Grand Touring

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

2024 Mazda MX-5 Miata Grand Touring

Clarksburg, WV

UnscoredLimited · 6
$29,99919,262 mi

Comparison: 6 similar vehicles

Clarksburg, WV

2011 Chevrolet Corvette Base

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

2011 Chevrolet Corvette Base

Princeton, WV

UnscoredInsufficient · 0
$29,99930,108 mi

Princeton, WV

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Saint Albans, WV

Fair PriceModerate · 20
$30,56420,656 mi

Market: $27,217 – $48,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Saint Albans, WV

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Lewisburg, WV

UnscoredLimited · 9
$30,97734,396 mi

Comparison: 9 similar vehicles

Lewisburg, WV

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 manage their profile, 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, exports, and enhanced merchandising.
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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