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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Clinton, MD

UnscoredLimited · 8
$1,700236,579 mi

Comparison: 8 similar vehicles

Clinton, MD

2012 Mazda MAZDA6 i Sport

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

2012 Mazda MAZDA6 i Sport

Fredericksburg, VA

UnscoredLimited · 5
$1,795182,144 mi

Comparison: 5 similar vehicles

Fredericksburg, VA

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Fredericksburg, VA

UnscoredInsufficient · 0
$1,895216,304 mi

Fredericksburg, VA

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Fredericksburg, VA

UnscoredInsufficient · 0
$1,895183,282 mi

Fredericksburg, VA

2005 Nissan Murano SL

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

2005 Nissan Murano SL

Fredericksburg, VA

UnscoredInsufficient · 0
$1,895122,965 mi

Fredericksburg, VA

2004 Pontiac Vibe Base

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

2004 Pontiac Vibe Base

Fredericksburg, VA

UnscoredInsufficient · 3
$1,895111,542 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Woodbridge, VA

UnscoredLimited · 10
$1,950155,510 mi

Comparison: 10 similar vehicles

Woodbridge, VA

2001 Buick Century Custom

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

2001 Buick Century Custom

Clinton, MD

UnscoredInsufficient · 4
$1,950125,000 mi

Comparison: 4 similar vehicles

Clinton, MD

1999 Ford Taurus SE

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

1999 Ford Taurus SE

Fredericksburg, VA

UnscoredInsufficient · 0
$1,950154,880 mi

Fredericksburg, VA

2003 Ford Focus ZTS

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

2003 Ford Focus ZTS

Fredericksburg, VA

UnscoredInsufficient · 0
$1,992262,112 mi

Fredericksburg, VA

2006 Mercury Mountaineer Luxury

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

2006 Mercury Mountaineer Luxury

Fredericksburg, VA

UnscoredInsufficient · 0
$1,995179,865 mi

Fredericksburg, VA

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Spotsylvania Courthouse, VA

UnscoredLimited · 7
$1,995135,056 mi

Comparison: 7 similar vehicles

Spotsylvania Courthouse, VA

2003 Nissan Altima SL

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

2003 Nissan Altima SL

Fredericksburg, VA

UnscoredInsufficient · 0
$1,995122,393 mi

Fredericksburg, VA

1989 Chevrolet Corvette

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

1989 Chevrolet Corvette

Richmond, VA

UnscoredInsufficient · 0
$1,995123,501 mi

Richmond, VA

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Spotsylvania Courthouse, VA

UnscoredLimited · 5
$1,998128,936 mi

Comparison: 5 similar vehicles

Spotsylvania Courthouse, VA

1998 Ford Expedition EDDIE BAUER

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

1998 Ford Expedition EDDIE BAUER

Fredericksburg, VA

UnscoredInsufficient · 0
$1,999232,000 mi

Fredericksburg, VA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Clinton, MD

UnscoredLimited · 12
$2,100217,289 mi

Comparison: 12 similar vehicles

Clinton, MD

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Woodbridge, VA

UnscoredInsufficient · 0
$2,250200,584 mi

Woodbridge, VA

2003 Honda Accord LX

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

2003 Honda Accord LX

Fredericksburg, VA

UnscoredInsufficient · 3
$2,295152,362 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2008 Volkswagen New Beetle S

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

2008 Volkswagen New Beetle S

Clinton, MD

UnscoredModerate · 25
$2,300250,696 mi

Comparison: 25 similar vehicles

Clinton, MD

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Clinton, MD

UnscoredInsufficient · 4
$2,400262,200 mi

Comparison: 4 similar vehicles

Clinton, MD

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Clinton, MD

UnscoredLimited · 7
$2,400179,563 mi

Comparison: 7 similar vehicles

Clinton, MD

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Chantilly, VA

UnscoredInsufficient · 0
$2,400184,213 mi

Chantilly, VA

2001 Volvo S40 Base

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

2001 Volvo S40 Base

Clinton, MD

UnscoredInsufficient · 0
$2,40098,346 mi

Clinton, MD

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Woodbridge, VA

UnscoredLimited · 12
$2,450232,092 mi

Comparison: 12 similar vehicles

Woodbridge, VA

2002 Dodge Durango SLT Plus

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

2002 Dodge Durango SLT Plus

Woodbridge, VA

UnscoredInsufficient · 0
$2,450236,216 mi

Woodbridge, VA

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Woodbridge, VA

UnscoredInsufficient · 3
$2,450158,000 mi

Comparison: 3 similar vehicles

Woodbridge, VA

1999 Dodge Durango Base

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

1999 Dodge Durango Base

Fredericksburg, VA

UnscoredInsufficient · 0
$2,450182,542 mi

Fredericksburg, VA

2001 Toyota Corolla S

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

2001 Toyota Corolla S

Fredericksburg, VA

UnscoredInsufficient · 0
$2,490146,849 mi

Fredericksburg, VA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Sterling, VA

Salvage title
$2,495189,405 mi

Sterling, VA

2008 Chrysler Pacifica Touring

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

2008 Chrysler Pacifica Touring

Fredericksburg, VA

UnscoredInsufficient · 0
$2,495112,776 mi

Fredericksburg, VA

2003 Toyota Corolla LE

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

2003 Toyota Corolla LE

Chantilly, VA

UnscoredInsufficient · 0
$2,495227,710 mi

Chantilly, VA

1999 Lexus ES 300

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

1999 Lexus ES 300

Fredericksburg, VA

UnscoredLimited · 8
$2,495150,823 mi

Comparison: 8 similar vehicles

Fredericksburg, VA

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Fredericksburg, VA

UnscoredInsufficient · 0
$2,499199,967 mi

Fredericksburg, VA

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

Sterling, VA

UnscoredInsufficient · 3
$2,500191,260 mi

Comparison: 3 similar vehicles

Sterling, VA

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Clinton, MD

UnscoredInsufficient · 0
$2,500209,245 mi

Clinton, MD

2012 Ford Focus S

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

2012 Ford Focus S

Vienna, VA

UnscoredInsufficient · 0
$2,500104,000 mi

Vienna, VA

2011 Hyundai Elantra Limited

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

2011 Hyundai Elantra Limited

Fredericksburg, VA

UnscoredModerate · 39
$2,500147,695 mi

Comparison: 39 similar vehicles

Fredericksburg, VA

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Fredericksburg, VA

UnscoredInsufficient · 4
$2,500Mileage not verified

Comparison: 4 similar vehicles

Fredericksburg, VA

2009 Volkswagen Rabbit S

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

2009 Volkswagen Rabbit S

Clinton, MD

UnscoredInsufficient · 0
$2,500183,224 mi

Clinton, MD

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Vienna, VA

UnscoredLimited · 7
$2,500134,371 mi

Comparison: 7 similar vehicles

Vienna, VA

2007 Acura RDX Base

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

2007 Acura RDX Base

Stafford, VA

UnscoredLimited · 11
$2,500222,238 mi

Comparison: 11 similar vehicles

Stafford, VA

2002 Ford Explorer Sport Premium

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

2002 Ford Explorer Sport Premium

Fredericksburg, VA

UnscoredInsufficient · 0
$2,500227,685 mi

Fredericksburg, VA

2000 Chrysler Sebring JXI

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

2000 Chrysler Sebring JXI

Sterling, VA

UnscoredInsufficient · 0
$2,500187,741 mi

Sterling, VA

2000 Mercedes-Benz E-Class E320 Wagon

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

2000 Mercedes-Benz E-Class E320 Wagon

Fredericksburg, VA

UnscoredInsufficient · 0
$2,500229,928 mi

Fredericksburg, VA

2012 Kia Forte EX

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

2012 Kia Forte EX

Woodbridge, VA

UnscoredLimited · 15
$2,550246,312 mi

Comparison: 15 similar vehicles

Woodbridge, VA

2010 Mazda MAZDA5 Touring

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

2010 Mazda MAZDA5 Touring

Clinton, MD

UnscoredInsufficient · 0
$2,600150,260 mi

Clinton, MD

2002 Toyota Rav4 Base

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

2002 Toyota Rav4 Base

Clinton, MD

UnscoredInsufficient · 0
$2,600154,479 mi

Clinton, MD

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Arlington, VA

UnscoredInsufficient · 0
$2,695151,043 mi

Arlington, VA

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Clinton, MD

UnscoredLimited · 11
$2,700225,765 mi

Comparison: 11 similar vehicles

Clinton, MD

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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