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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

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)

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 · 4
$1,695186,107 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

1994 Plymouth Sundance

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

1994 Plymouth Sundance

Woodbridge, VA

UnscoredInsufficient · 0
$1,700118,291 mi

Woodbridge, VA

2005 Saturn ION 3

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

2005 Saturn ION 3

Chantilly, VA

UnscoredInsufficient · 0
$1,790270,235 mi

Chantilly, VA

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Westminster, MD

UnscoredInsufficient · 0
$1,895398,895 mi

Westminster, MD

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Alexandria, VA

Unscored
$1,995227,000 mi

Comparison: 21 similar vehicles

Alexandria, 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: 9 similar vehicles

Fredericksburg, VA

2004 Chevrolet Malibu LS

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

2004 Chevrolet Malibu LS

Baltimore, MD

UnscoredInsufficient · 0
$1,999161,368 mi

Baltimore, MD

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Frederick, MD

UnscoredInsufficient · 0
$1,999218,271 mi

Frederick, MD

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
$2,000Mileage not verified

Comparison: 3 similar vehicles

Fredericksburg, VA

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Clinton, MD

Unscored
$2,100147,064 mi

Comparison: 6 similar vehicles

Clinton, MD

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Frederick, MD

Unscored
$2,250187,998 mi

Comparison: 45 similar vehicles

Frederick, MD

2010 Nissan Altima S

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

2010 Nissan Altima S

Woodbridge, VA

Unscored
$2,275245,272 mi

Comparison: 8 similar vehicles

Woodbridge, VA

2005 Ford Focus ZX3 S

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

2005 Ford Focus ZX3 S

Frederick, MD

UnscoredInsufficient · 0
$2,299239,224 mi

Frederick, MD

2013 GMC Terrain SLE-2

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

2013 GMC Terrain SLE-2

Clinton, MD

Unscored
$2,300220,134 mi

Comparison: 11 similar vehicles

Clinton, MD

2010 Nissan Altima S

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

2010 Nissan Altima S

Clinton, MD

Unscored
$2,300173,516 mi

Comparison: 8 similar vehicles

Clinton, MD

2014 Ford Escape S

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

2014 Ford Escape S

Clinton, MD

Unscored
$2,400172,471 mi

Comparison: 16 similar vehicles

Clinton, MD

2011 Hyundai Tucson Limited

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

2011 Hyundai Tucson Limited

Laurel, MD

UnscoredInsufficient · 4
$2,490233,610 mi

Comparison: 4 similar vehicles

Laurel, MD

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

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

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: 8 similar vehicles

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: 13 similar vehicles

Capitol Heights, MD

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Sterling, VA

Unscored
$2,499262,573 mi

Comparison: 13 similar vehicles

Sterling, VA

2006 Volkswagen Jetta 2.5

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

2006 Volkswagen Jetta 2.5

Chantilly, VA

UnscoredInsufficient · 0
$2,499153,310 mi

Chantilly, VA

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

Unscored
$2,500147,695 mi

Comparison: 40 similar vehicles

Fredericksburg, VA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Frederick, MD

Unscored
$2,500233,049 mi

Comparison: 44 similar vehicles

Frederick, MD

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

Vienna, VA

UnscoredInsufficient · 3
$2,500235,835 mi

Comparison: 3 similar vehicles

Vienna, VA

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

Unscored
$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

Unscored
$2,500222,238 mi

Comparison: 10 similar vehicles

Stafford, VA

2006 Hyundai Sonata GL

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

2006 Hyundai Sonata GL

Annapolis, MD

UnscoredInsufficient · 0
$2,500141,497 mi

Annapolis, MD

2005 Ford Explorer Eddie Bauer

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

2005 Ford Explorer Eddie Bauer

Frederick, MD

UnscoredInsufficient · 0
$2,500169,493 mi

Frederick, MD

2004 Ford Explorer Sport Trac XLS

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

2004 Ford Explorer Sport Trac XLS

Winchester, VA

UnscoredInsufficient · 0
$2,500202,542 mi

Winchester, VA

2002 Lexus ES 300

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

2002 Lexus ES 300

Laurel, MD

Unscored
$2,500210,413 mi

Comparison: 9 similar vehicles

Laurel, MD

2005 Chevrolet Venture LT Entertainment

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

2005 Chevrolet Venture LT Entertainment

Frederick, MD

UnscoredInsufficient · 0
$2,549235,000 mi

Frederick, MD

2004 Toyota Avalon XL

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

2004 Toyota Avalon XL

Frederick, MD

Salvage title
$2,549180,986 mi

Frederick, MD

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
$2,555172,730 mi

Comparison: 3 similar vehicles

Alexandria, 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 · 3
$2,575200,584 mi

Comparison: 3 similar vehicles

Woodbridge, VA

2006 Honda CR-V EX

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

2006 Honda CR-V EX

Sterling, VA

Unscored
$2,600255,850 mi

Comparison: 7 similar vehicles

Sterling, 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
$2,695205,457 mi

Comparison: 11 similar vehicles

Alexandria, VA

2005 Toyota Sienna XLE Limited

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

2005 Toyota Sienna XLE Limited

Clinton, MD

UnscoredInsufficient · 0
$2,700256,359 mi

Clinton, MD

2006 Scion xB Base

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

2006 Scion xB Base

Westminster, MD

Salvage title
$2,750303,883 mi

Westminster, MD

2003 Isuzu Ascender S

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

2003 Isuzu Ascender S

Woodbridge, VA

UnscoredInsufficient · 0
$2,775202,379 mi

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
$2,775236,216 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 · 4
$2,775158,000 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Clinton, MD

Unscored
$2,800146,896 mi

Comparison: 8 similar vehicles

Clinton, MD

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: 13 similar vehicles

Fredericksburg, 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

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.
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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