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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 14, 2026

7.3M+

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)

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Terrell, TX

UnscoredInsufficient · 0
$1,995200,000 mi

Terrell, TX

2007 Suzuki XL7 Luxury

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

2007 Suzuki XL7 Luxury

Dallas, TX

UnscoredInsufficient · 0
$2,350199,592 mi

Dallas, TX

2010 Nissan Murano S

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

2010 Nissan Murano S

Dallas, TX

UnscoredInsufficient · 3
$2,400215,339 mi

Comparison: 3 similar vehicles

Dallas, TX

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Fort Worth, TX

Unscored
$2,499Mileage not verified

Comparison: 5 similar vehicles

Fort Worth, TX

2005 GMC Yukon XL SLE

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

2005 GMC Yukon XL SLE

Terrell, TX

UnscoredInsufficient · 0
$2,500200,000 mi

Terrell, TX

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Dallas, TX

UnscoredInsufficient · 4
$2,500269,280 mi

Comparison: 4 similar vehicles

Dallas, TX

2004 INFINITI FX35 Base

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

2004 INFINITI FX35 Base

Euless, TX

UnscoredInsufficient · 0
$2,500212,913 mi

Euless, TX

2001 Isuzu Rodeo LS

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

2001 Isuzu Rodeo LS

Fort Worth, TX

UnscoredInsufficient · 0
$2,500173,700 mi

Fort Worth, TX

2014 Ford Escape S

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

2014 Ford Escape S

Burleson, TX

Unscored
$2,600144,800 mi

Comparison: 18 similar vehicles

Burleson, TX

2009 Acura MDX Technology Package

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

2009 Acura MDX Technology Package

Euless, TX

UnscoredInsufficient · 4
$2,750219,656 mi

Comparison: 4 similar vehicles

Euless, TX

2006 Chevrolet Tahoe LS

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

2006 Chevrolet Tahoe LS

Dallas, TX

UnscoredInsufficient · 0
$2,750302,118 mi

Dallas, TX

2015 Ford Escape SE

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

2015 Ford Escape SE

Richardson, TX

Unscored
$2,763168,653 mi

Comparison: 5 similar vehicles

Richardson, TX

2007 Chevrolet TrailBlazer LS

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

2007 Chevrolet TrailBlazer LS

Richardson, TX

UnscoredInsufficient · 0
$2,763188,224 mi

Richardson, TX

1999 Honda CR-V LX

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

1999 Honda CR-V LX

Greenville, TX

UnscoredInsufficient · 0
$2,800211,295 mi

Greenville, TX

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Euless, TX

Unscored
$2,850208,233 mi

Comparison: 19 similar vehicles

Euless, TX

2013 Buick Enclave Leather

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

2013 Buick Enclave Leather

Dallas, TX

UnscoredInsufficient · 4
$2,888165,741 mi

Comparison: 4 similar vehicles

Dallas, TX

2009 Ford Escape Limited

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

2009 Ford Escape Limited

Arlington, TX

UnscoredInsufficient · 0
$2,900182,997 mi

Arlington, TX

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

Dallas, TX

UnscoredInsufficient · 3
$2,900280,000 mi

Comparison: 3 similar vehicles

Dallas, TX

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Arlington, TX

UnscoredInsufficient · 3
$2,900174,768 mi

Comparison: 3 similar vehicles

Arlington, TX

2004 Ford Escape Limited

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

2004 Ford Escape Limited

Dallas, TX

UnscoredInsufficient · 0
$2,950216,751 mi

Dallas, TX

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Dallas, TX

UnscoredInsufficient · 0
$2,950211,526 mi

Dallas, TX

2012 Mercedes-Benz M-Class ML350

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

2012 Mercedes-Benz M-Class ML350

Dallas, TX

Unscored
$2,988165,893 mi

Comparison: 25 similar vehicles

Dallas, TX

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Arlington, TX

Unscored
$2,995117,291 mi

Comparison: 11 similar vehicles

Arlington, TX

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Dallas, TX

Unscored
$2,995173,762 mi

Comparison: 5 similar vehicles

Dallas, TX

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Mansfield, TX

UnscoredInsufficient · 4
$2,995329,041 mi

Comparison: 4 similar vehicles

Mansfield, TX

2014 Nissan Pathfinder SV

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

2014 Nissan Pathfinder SV

Fort Worth, TX

UnscoredInsufficient · 4
$2,999165,536 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Fort Worth, TX

Unscored
$2,999Mileage not verified

Comparison: 6 similar vehicles

Fort Worth, TX

2011 Nissan Murano SL

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

2011 Nissan Murano SL

Dallas, TX

Unscored
$2,999222,209 mi

Comparison: 5 similar vehicles

Dallas, TX

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Irving, TX

Unscored
$3,000155,000 mi

Comparison: 11 similar vehicles

Irving, TX

2010 Lincoln MKT Base

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

2010 Lincoln MKT Base

Dallas, TX

UnscoredInsufficient · 0
$3,000150,951 mi

Dallas, TX

2006 Jeep Commander Base

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

2006 Jeep Commander Base

Wylie, TX

Salvage title
$3,000210,688 mi

Wylie, TX

2003 Nissan Pathfinder SE

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

2003 Nissan Pathfinder SE

Dallas, TX

UnscoredInsufficient · 0
$3,000Mileage not verified

Dallas, TX

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Dallas, TX

Unscored
$3,000Mileage not verified

Comparison: 5 similar vehicles

Dallas, TX

2013 Chevrolet Equinox 2LT

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

2013 Chevrolet Equinox 2LT

Dallas, TX

Unscored
$3,100182,643 mi

Comparison: 10 similar vehicles

Dallas, TX

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Dallas, TX

Unscored
$3,149200,266 mi

Comparison: 5 similar vehicles

Dallas, TX

2007 Mazda CX-7 Touring

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

2007 Mazda CX-7 Touring

Richardson, TX

UnscoredInsufficient · 0
$3,263160,208 mi

Richardson, TX

2015 GMC Acadia Denali

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

2015 GMC Acadia Denali

Dallas, TX

Unscored
$3,300176,512 mi

Comparison: 21 similar vehicles

Dallas, TX

2006 Toyota Sequoia Limited

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

2006 Toyota Sequoia Limited

Greenville, TX

UnscoredInsufficient · 0
$3,300291,106 mi

Greenville, TX

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

Frisco, TX

UnscoredInsufficient · 3
$3,348224,878 mi

Comparison: 3 similar vehicles

Frisco, TX

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Fort Worth, TX

UnscoredInsufficient · 3
$3,350190,657 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2003 GMC Yukon XL SLE

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

2003 GMC Yukon XL SLE

Dallas, TX

UnscoredInsufficient · 0
$3,375276,678 mi

Dallas, TX

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Dallas, TX

Unscored
$3,398170,659 mi

Comparison: 7 similar vehicles

Dallas, TX

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Dallas, TX

Unscored
$3,450197,780 mi

Comparison: 6 similar vehicles

Dallas, TX

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Dallas, TX

UnscoredInsufficient · 3
$3,450210,242 mi

Comparison: 3 similar vehicles

Dallas, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Dallas, TX

Unscored
$3,450293,193 mi

Comparison: 6 similar vehicles

Dallas, TX

2006 Mazda Tribute i

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

2006 Mazda Tribute i

Dallas, TX

UnscoredInsufficient · 0
$3,450243,894 mi

Dallas, TX

2006 Buick Rainier CXL

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

2006 Buick Rainier CXL

Dallas, TX

UnscoredInsufficient · 0
$3,450220,494 mi

Dallas, TX

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Dallas, TX

UnscoredInsufficient · 4
$3,450224,589 mi

Comparison: 4 similar vehicles

Dallas, TX

2003 Acura MDX Base

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

2003 Acura MDX Base

Dallas, TX

UnscoredInsufficient · 0
$3,450170,215 mi

Dallas, TX

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Dallas, TX

Unscored
$3,488224,701 mi

Comparison: 6 similar vehicles

Dallas, TX

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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