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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

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

2000 Mercedes-Benz M-Class ML430

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

2000 Mercedes-Benz M-Class ML430

Bunker Hill, WV

UnscoredInsufficient · 0
$1,995135,000 mi

Bunker Hill, WV

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

Manassas, VA

UnscoredInsufficient · 4
$2,000235,835 mi

Comparison: 4 similar vehicles

Manassas, VA

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

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

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 · 12
$2,500222,238 mi

Comparison: 12 similar vehicles

Stafford, VA

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

2009 Land Rover Range Rover Sport HSE

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

2009 Land Rover Range Rover Sport HSE

Frederick, MD

UnscoredInsufficient · 0
$2,799165,173 mi

Frederick, MD

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

UnscoredLimited · 17
$2,900197,657 mi

Comparison: 17 similar vehicles

Arlington, VA

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Annapolis, MD

UnscoredLimited · 11
$2,900173,816 mi

Comparison: 11 similar vehicles

Annapolis, MD

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

UnscoredLimited · 12
$2,900255,850 mi

Comparison: 12 similar vehicles

Sterling, VA

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Woodbridge, VA

UnscoredLimited · 5
$2,950211,857 mi

Comparison: 5 similar vehicles

Woodbridge, VA

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
$2,950202,379 mi

Woodbridge, VA

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

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
$2,990233,610 mi

Comparison: 4 similar vehicles

Laurel, MD

2011 Nissan Pathfinder LE

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

2011 Nissan Pathfinder LE

Chantilly, VA

UnscoredInsufficient · 0
$2,995190,106 mi

Chantilly, VA

2010 Acura MDX Technology Package

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

2010 Acura MDX Technology Package

Baltimore, MD

UnscoredInsufficient · 3
$2,999Mileage not verified

Comparison: 3 similar vehicles

Baltimore, MD

2009 Ford Escape Hybrid

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

2009 Ford Escape Hybrid

Capitol Heights, MD

UnscoredInsufficient · 4
$2,999201,659 mi

Comparison: 4 similar vehicles

Capitol Heights, MD

2005 Mercedes-Benz M-Class ML350

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

2005 Mercedes-Benz M-Class ML350

Winchester, VA

Salvage title
$3,000200,000 mi

Winchester, VA

2005 INFINITI QX56 Base

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

2005 INFINITI QX56 Base

Baltimore, MD

UnscoredInsufficient · 0
$3,000245,973 mi

Baltimore, MD

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Fredericksburg, VA

UnscoredModerate · 33
$3,293143,097 mi

Comparison: 33 similar vehicles

Fredericksburg, VA

2013 Mazda CX-9 Sport

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

2013 Mazda CX-9 Sport

Manassas, VA

UnscoredInsufficient · 4
$3,297196,448 mi

Comparison: 4 similar vehicles

Manassas, VA

2008 Ford Escape Hybrid

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

2008 Ford Escape Hybrid

Fredericksburg, VA

UnscoredInsufficient · 0
$3,399143,625 mi

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 · 0
$3,400172,730 mi

Alexandria, VA

2009 Jeep Compass Sport

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

2009 Jeep Compass Sport

Stafford, VA

UnscoredInsufficient · 0
$3,438256,645 mi

Stafford, VA

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Vienna, VA

UnscoredLimited · 9
$3,449193,388 mi

Comparison: 9 similar vehicles

Vienna, VA

2016 Ford Escape SE

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

2016 Ford Escape SE

Woodbridge, VA

UnscoredModerate · 22
$3,450186,322 mi

Comparison: 22 similar vehicles

Woodbridge, VA

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Woodbridge, VA

UnscoredLimited · 10
$3,450162,127 mi

Comparison: 10 similar vehicles

Woodbridge, VA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Woodbridge, VA

UnscoredLimited · 7
$3,450136,293 mi

Comparison: 7 similar vehicles

Woodbridge, VA

2005 Lexus RX 330

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

2005 Lexus RX 330

Woodbridge, VA

UnscoredLimited · 10
$3,450171,517 mi

Comparison: 10 similar vehicles

Woodbridge, VA

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Sterling, VA

UnscoredInsufficient · 4
$3,495250,066 mi

Comparison: 4 similar vehicles

Sterling, VA

2009 Hyundai Santa Fe GLS

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

2009 Hyundai Santa Fe GLS

Martinsburg, WV

UnscoredLimited · 7
$3,495174,926 mi

Comparison: 7 similar vehicles

Martinsburg, WV

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Bunker Hill, WV

UnscoredInsufficient · 0
$3,495151,000 mi

Bunker Hill, WV

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Bunker Hill, WV

UnscoredLimited · 5
$3,495184,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Bunker Hill, WV

UnscoredLimited · 6
$3,495216,000 mi

Comparison: 6 similar vehicles

Bunker Hill, WV

2003 Mazda Tribute ES

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

2003 Mazda Tribute ES

Chantilly, VA

UnscoredInsufficient · 0
$3,495174,470 mi

Chantilly, VA

2000 Nissan Xterra SE

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

2000 Nissan Xterra SE

Fredericksburg, VA

UnscoredInsufficient · 0
$3,495161,951 mi

Fredericksburg, VA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Manassas, VA

UnscoredModerate · 20
$3,498254,098 mi

Comparison: 20 similar vehicles

Manassas, VA

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Capitol Heights, MD

UnscoredModerate · 31
$3,499218,802 mi

Comparison: 31 similar vehicles

Capitol Heights, MD

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Chantilly, VA

UnscoredInsufficient · 3
$3,499172,380 mi

Comparison: 3 similar vehicles

Chantilly, VA

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Chantilly, VA

UnscoredLimited · 5
$3,499241,868 mi

Comparison: 5 similar vehicles

Chantilly, VA

2005 Ford Escape XLS

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

2005 Ford Escape XLS

Fredericksburg, VA

UnscoredInsufficient · 0
$3,499186,684 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

Fredericksburg, VA

UnscoredLimited · 5
$3,500223,363 mi

Comparison: 5 similar vehicles

Fredericksburg, VA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Stephens City, VA

UnscoredInsufficient · 4
$3,500187,800 mi

Comparison: 4 similar vehicles

Stephens City, VA

2006 Toyota Highlander Limited Hybrid

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

2006 Toyota Highlander Limited Hybrid

Falls Church, VA

UnscoredLimited · 6
$3,500216,365 mi

Comparison: 6 similar vehicles

Falls Church, VA

2004 Honda CR-V EX

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

2004 Honda CR-V EX

Fredericksburg, VA

UnscoredInsufficient · 4
$3,500235,400 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2013 GMC Terrain SLE-1

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

2013 GMC Terrain SLE-1

Woodbridge, VA

UnscoredLimited · 16
$3,550190,186 mi

Comparison: 16 similar vehicles

Woodbridge, VA

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Woodbridge, VA

UnscoredLimited · 5
$3,550123,422 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

Woodbridge, VA

UnscoredInsufficient · 4
$3,550170,393 mi

Comparison: 4 similar vehicles

Woodbridge, 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

Woodbridge, VA

UnscoredLimited · 14
$3,550219,080 mi

Comparison: 14 similar vehicles

Woodbridge, 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

Stafford, VA

UnscoredLimited · 11
$3,565179,000 mi

Comparison: 11 similar vehicles

Stafford, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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