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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

2,140 listings found

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Bunker Hill, WV

UnscoredLimited · 6
$2,795171,000 mi

Comparison: 6 similar vehicles

Bunker Hill, WV

1999 Toyota Avalon XL

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

1999 Toyota Avalon XL

Winfield, WV

UnscoredInsufficient · 0
$2,800187,489 mi

Winfield, WV

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Hedgesville, WV

UnscoredInsufficient · 0
$2,995Mileage not verified

Hedgesville, WV

2005 Mercury Grand Marquis GS

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

2005 Mercury Grand Marquis GS

Bloomery, WV

UnscoredInsufficient · 0
$2,99576,000 mi

Bloomery, WV

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Saint Albans, WV

UnscoredLimited · 5
$3,191205,522 mi

Comparison: 5 similar vehicles

Saint Albans, WV

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Bunker Hill, WV

UnscoredLimited · 5
$3,495136,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

2012 Honda Civic LX

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

2012 Honda Civic LX

Bloomery, WV

Fair PriceRobust · 94
$3,495263,000 mi

Market: $2,500 – $14,590

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 403 days listed (based on current market benchmarks)

Bloomery, WV

2006 Volvo S60 2.5T

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

2006 Volvo S60 2.5T

Charleston, WV

UnscoredInsufficient · 0
$3,500156,118 mi

Charleston, WV

2008 Volvo S80 T6

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

2008 Volvo S80 T6

Berkeley Springs, WV

UnscoredInsufficient · 0
$3,700193,292 mi

Berkeley Springs, WV

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Falling Waters, WV

UnscoredLimited · 18
$3,800148,000 mi

Comparison: 18 similar vehicles

Falling Waters, WV

2014 Kia Forte EX

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

2014 Kia Forte EX

Martinsburg, WV

Fair PriceModerate · 22
$3,995157,755 mi

Market: $3,900 – $14,488

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Martinsburg, WV

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Saint Albans, WV

UnscoredLimited · 8
$3,995168,467 mi

Comparison: 8 similar vehicles

Saint Albans, WV

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Martinsburg, WV

UnscoredInsufficient · 0
$3,995137,037 mi

Martinsburg, WV

2010 Suzuki Kizashi SLS

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

2010 Suzuki Kizashi SLS

Berkeley Springs, WV

UnscoredInsufficient · 0
$4,000130,000 mi

Berkeley Springs, WV

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Berkeley Springs, WV

UnscoredLimited · 6
$4,000182,000 mi

Comparison: 6 similar vehicles

Berkeley Springs, WV

1999 Acura TL Base

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

1999 Acura TL Base

Follansbee, WV

UnscoredLimited · 5
$4,050Mileage not verified

Comparison: 5 similar vehicles

Follansbee, WV

2011 Nissan Maxima S

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

2011 Nissan Maxima S

Berkeley Springs, WV

UnscoredInsufficient · 0
$4,300183,577 mi

Berkeley Springs, WV

2013 Ford Focus SE

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

2013 Ford Focus SE

Winfield, WV

UnscoredLimited · 5
$4,500163,161 mi

Comparison: 5 similar vehicles

Winfield, WV

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Winfield, WV

UnscoredLimited · 7
$4,500123,364 mi

Comparison: 7 similar vehicles

Winfield, WV

2008 INFINITI M 35

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

2008 INFINITI M 35

Winfield, WV

UnscoredInsufficient · 3
$4,500168,789 mi

Comparison: 3 similar vehicles

Winfield, WV

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Vienna, WV

Fair PriceLimited · 13
$4,500153,000 mi

Market: $2,995 – $5,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Vienna, WV

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Beckley, WV

UnscoredInsufficient · 0
$4,752151,359 mi

Beckley, WV

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Vienna, WV

Fair PriceModerate · 43
$4,800163,526 mi

Market: $2,995 – $10,387

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Vienna, WV

2010 Mitsubishi Lancer DE

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

2010 Mitsubishi Lancer DE

Fairmont, WV

UnscoredInsufficient · 0
$4,800146,751 mi

Fairmont, WV

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Gassaway, WV

Fair PriceRobust · 64
$4,962169,473 mi

Market: $3,995 – $9,900

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Gassaway, WV

2016 Nissan Altima Base

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

2016 Nissan Altima Base

Bunker Hill, WV

UnscoredInsufficient · 0
$4,99584,000 mi

Bunker Hill, WV

2014 Volvo S60 T5

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

2014 Volvo S60 T5

Charleston, WV

UnscoredLimited · 10
$4,995160,825 mi

Comparison: 10 similar vehicles

Charleston, WV

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Nitro, WV

Fair PriceModerate · 35
$4,995140,000 mi

Market: $3,200 – $10,387

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Nitro, WV

2012 Ford Fiesta S

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

2012 Ford Fiesta S

Griffithsville, WV

UnscoredInsufficient · 0
$4,995112,408 mi

Griffithsville, WV

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Charleston, WV

UnscoredLimited · 5
$4,995133,447 mi

Comparison: 5 similar vehicles

Charleston, WV

2011 Cadillac DTS Premium Collection

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

2011 Cadillac DTS Premium Collection

Spencer, WV

UnscoredInsufficient · 0
$4,995121,485 mi

Spencer, WV

2010 Mazda MAZDA6 i SV

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

2010 Mazda MAZDA6 i SV

Wheeling, WV

UnscoredInsufficient · 0
$4,995158,719 mi

Wheeling, WV

2010 Lexus IS 250

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

2010 Lexus IS 250

Martinsburg, WV

UnscoredInsufficient · 3
$4,995195,526 mi

Comparison: 3 similar vehicles

Martinsburg, WV

2009 Nissan Maxima S

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

2009 Nissan Maxima S

Martinsburg, WV

UnscoredInsufficient · 0
$4,995142,286 mi

Martinsburg, WV

2007 Honda Accord EX

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

2007 Honda Accord EX

Ripley, WV

UnscoredLimited · 8
$4,999240,000 mi

Comparison: 8 similar vehicles

Ripley, WV

2014 Volkswagen Passat S

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

2014 Volkswagen Passat S

Winfield, WV

Fair PriceLimited · 10
$5,000155,196 mi

Market: $3,400 – $10,495

Comparison: 10 similar vehicles

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

Winfield, WV

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Parkersburg, WV

Fair PriceModerate · 31
$5,00096,901 mi

Market: $2,995 – $9,194

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Parkersburg, WV

2012 Dodge Charger SXT

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

2012 Dodge Charger SXT

Berkeley Springs, WV

UnscoredLimited · 13
$5,300180,000 mi

Comparison: 13 similar vehicles

Berkeley Springs, WV

No Photo

2010 Chrysler 300 Touring

Grafton, WV

UnscoredInsufficient · 0
$5,484137,663 mi

Grafton, WV

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Ranson, WV

UnscoredLimited · 8
$5,489131,082 mi

Comparison: 8 similar vehicles

Ranson, WV

2009 Honda Civic HYBRID

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

2009 Honda Civic HYBRID

Martinsburg, WV

UnscoredInsufficient · 4
$5,495136,631 mi

Comparison: 4 similar vehicles

Martinsburg, WV

2016 Kia Forte LX

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

2016 Kia Forte LX

White Hall, WV

Fair PriceModerate · 41
$5,500125,000 mi

Market: $3,500 – $14,795

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

White Hall, WV

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Berkeley Springs, WV

UnscoredLimited · 9
$5,500159,929 mi

Comparison: 9 similar vehicles

Berkeley Springs, WV

2012 Volkswagen CC Sport

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

2012 Volkswagen CC Sport

Ranson, WV

UnscoredInsufficient · 3
$5,600146,721 mi

Comparison: 3 similar vehicles

Ranson, WV

2012 Lincoln MKS Base

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

2012 Lincoln MKS Base

Berkeley Springs, WV

UnscoredLimited · 5
$5,700135,000 mi

Comparison: 5 similar vehicles

Berkeley Springs, WV

2013 Subaru Legacy I Limited

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

2013 Subaru Legacy I Limited

Vienna, WV

UnscoredLimited · 5
$5,800173,016 mi

Comparison: 5 similar vehicles

Vienna, WV

2009 Toyota Avalon XL

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

2009 Toyota Avalon XL

Vienna, WV

UnscoredInsufficient · 0
$5,800193,022 mi

Vienna, WV

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Vienna, WV

Fair PriceModerate · 27
$5,899104,751 mi

Market: $3,695 – $15,395

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Vienna, WV

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Vienna, WV

Fair PriceModerate · 27
$5,900134,589 mi

Market: $3,500 – $9,999

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Vienna, WV

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Vienna, WV

UnscoredInsufficient · 4
$5,900110,155 mi

Comparison: 4 similar vehicles

Vienna, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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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