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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 · November 7, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

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

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 · 3
$1,695186,107 mi

Comparison: 3 similar vehicles

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 · 3
$1,895183,282 mi

Comparison: 3 similar vehicles

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

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Fredericksburg, VA

Unscored
$1,995154,088 mi

Comparison: 11 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 · 3
$2,000211,553 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2011 Nissan Xterra Pro-4X

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

2011 Nissan Xterra Pro-4X

Alexandria, VA

UnscoredInsufficient · 3
$2,222172,730 mi

Comparison: 3 similar vehicles

Alexandria, VA

2010 Subaru Impreza Outback Sport

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

2010 Subaru Impreza Outback Sport

Woodbridge, VA

UnscoredInsufficient · 0
$2,275147,004 mi

Woodbridge, VA

2009 Subaru Legacy I Special Edition

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

2009 Subaru Legacy I Special Edition

Woodbridge, VA

Unscored
$2,275189,141 mi

Comparison: 6 similar vehicles

Woodbridge, VA

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 · 4
$2,275200,584 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Alexandria, VA

Unscored
$2,395205,457 mi

Comparison: 11 similar vehicles

Alexandria, VA

No Photo

2002 Honda Accord VP

Fredericksburg, VA

UnscoredInsufficient · 0
$2,486257,079 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
$2,490147,589 mi

Fredericksburg, VA

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Manassas, VA

UnscoredInsufficient · 0
$2,495198,260 mi

Manassas, VA

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Fredericksburg, VA

UnscoredInsufficient · 4
$2,495195,859 mi

Comparison: 4 similar vehicles

Fredericksburg, 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

Unscored
$2,495150,823 mi

Comparison: 6 similar vehicles

Fredericksburg, VA

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

Fredericksburg, VA

UnscoredInsufficient · 0
$2,496199,196 mi

Fredericksburg, VA

2014 Nissan LEAF S

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

2014 Nissan LEAF S

Fredericksburg, VA

UnscoredInsufficient · 0
$2,49975,883 mi

Fredericksburg, VA

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Capitol Heights, MD

Unscored
$2,499177,527 mi

Comparison: 16 similar vehicles

Capitol Heights, MD

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Richmond, VA

UnscoredInsufficient · 3
$2,500168,509 mi

Comparison: 3 similar vehicles

Richmond, VA

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Stafford, VA

Unscored
$2,500203,536 mi

Comparison: 7 similar vehicles

Stafford, 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

Unscored
$2,500147,695 mi

Comparison: 6 similar vehicles

Fredericksburg, 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

Unscored
$2,500222,238 mi

Comparison: 14 similar vehicles

Stafford, VA

2002 Acura MDX Touring Package

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

2002 Acura MDX Touring Package

Woodbridge, VA

UnscoredInsufficient · 3
$2,575231,824 mi

Comparison: 3 similar vehicles

Woodbridge, 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

Unscored
$2,775246,312 mi

Comparison: 7 similar vehicles

Woodbridge, VA

2007 MINI Cooper S

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

2007 MINI Cooper S

Woodbridge, VA

Unscored
$2,775128,650 mi

Comparison: 15 similar vehicles

Woodbridge, VA

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Woodbridge, VA

UnscoredInsufficient · 0
$2,775216,075 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

Unscored
$2,775158,000 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2012 Jeep Liberty Latitude

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

2012 Jeep Liberty Latitude

Fredericksburg, VA

UnscoredInsufficient · 0
$2,787158,891 mi

Fredericksburg, VA

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Alexandria, VA

Unscored
$2,800130,754 mi

Comparison: 9 similar vehicles

Alexandria, VA

2007 Cadillac DTS V8

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

2007 Cadillac DTS V8

Fredericksburg, VA

UnscoredInsufficient · 4
$2,850173,637 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Fredericksburg, VA

Unscored
$2,895200,230 mi

Comparison: 11 similar vehicles

Fredericksburg, VA

2009 Nissan Murano S

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

2009 Nissan Murano S

Sandston, VA

UnscoredInsufficient · 3
$2,898193,800 mi

Comparison: 3 similar vehicles

Sandston, VA

2013 Audi A4 Premium

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

2013 Audi A4 Premium

Arlington, VA

UnscoredInsufficient · 4
$2,900208,621 mi

Comparison: 4 similar vehicles

Arlington, VA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Arlington, VA

Unscored
$2,900197,657 mi

Comparison: 6 similar vehicles

Arlington, VA

2004 Saturn ION 3

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

2004 Saturn ION 3

Fredericksburg, VA

UnscoredInsufficient · 0
$2,950174,421 mi

Fredericksburg, VA

2008 Honda Pilot SPECIAL EDITION

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

2008 Honda Pilot SPECIAL EDITION

Woodbridge, VA

Unscored
$2,975217,034 mi

Comparison: 8 similar vehicles

Woodbridge, VA

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Woodbridge, VA

Unscored
$2,975147,810 mi

Comparison: 6 similar vehicles

Woodbridge, VA

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

White Plains, MD

Unscored
$2,977202,788 mi

Comparison: 8 similar vehicles

White Plains, MD

2007 Pontiac G5 Base

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

2007 Pontiac G5 Base

White Plains, MD

UnscoredInsufficient · 3
$2,977172,594 mi

Comparison: 3 similar vehicles

White Plains, MD

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

White Plains, MD

Unscored
$2,977226,729 mi

Comparison: 93 similar vehicles

White Plains, MD

2003 Lincoln Navigator Luxury

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

2003 Lincoln Navigator Luxury

White Plains, MD

UnscoredInsufficient · 0
$2,977192,986 mi

White Plains, MD

2012 Ford Focus SE

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

2012 Ford Focus SE

Fredericksburg, VA

UnscoredInsufficient · 4
$2,979176,941 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2013 Ford Focus SE

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

2013 Ford Focus SE

Fredericksburg, VA

Unscored
$2,99095,163 mi

Comparison: 8 similar vehicles

Fredericksburg, VA

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Henrico, VA

UnscoredInsufficient · 0
$2,990195,911 mi

Henrico, VA

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Ashland, VA

Unscored
$2,994219,000 mi

Comparison: 11 similar vehicles

Ashland, VA

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Ashland, VA

UnscoredInsufficient · 0
$2,994298,122 mi

Ashland, VA

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Manassas, VA

Unscored
$2,995205,909 mi

Comparison: 12 similar vehicles

Manassas, VA

2012 Land Rover Range Rover Sport HSE

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

2012 Land Rover Range Rover Sport HSE

Fredericksburg, VA

UnscoredInsufficient · 4
$2,995231,024 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2011 Ford Fiesta SES

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

2011 Ford Fiesta SES

Falls Church, VA

Unscored
$2,995113,000 mi

Comparison: 7 similar vehicles

Falls Church, VA

2005 Chrysler PT Cruiser LIMITED

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

2005 Chrysler PT Cruiser LIMITED

Fredericksburg, VA

UnscoredInsufficient · 0
$2,99588,265 mi

Fredericksburg, 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 recently 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.
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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