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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

29,560 listings found

2009 Kia Sorento LX

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

2009 Kia Sorento LX

Fort Worth, TX

UnscoredInsufficient · 3
$2,499217,898 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Haltom City, TX

UnscoredLimited · 8
$2,500162,658 mi

Comparison: 8 similar vehicles

Haltom City, TX

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Granbury, TX

UnscoredInsufficient · 0
$2,500209,742 mi

Granbury, TX

2006 Toyota Sequoia Limited

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

2006 Toyota Sequoia Limited

Fort Worth, TX

UnscoredInsufficient · 0
$2,500267,812 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

UnscoredLimited · 18
$2,600144,800 mi

Comparison: 18 similar vehicles

Burleson, TX

2011 Volvo XC60 3.2

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

2011 Volvo XC60 3.2

Arlington, TX

UnscoredInsufficient · 0
$2,725340,330 mi

Arlington, 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

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

UnscoredLimited · 16
$2,850208,233 mi

Comparison: 16 similar vehicles

Euless, TX

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Arlington, TX

UnscoredLimited · 6
$2,900196,441 mi

Comparison: 6 similar vehicles

Arlington, 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

UnscoredLimited · 6
$2,995117,291 mi

Comparison: 6 similar vehicles

Arlington, TX

1999 Honda CR-V EX

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

1999 Honda CR-V EX

Arlington, TX

UnscoredInsufficient · 0
$3,000214,268 mi

Arlington, 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

2007 Honda Pilot LX

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

2007 Honda Pilot LX

Arlington, TX

UnscoredInsufficient · 0
$3,498255,664 mi

Arlington, TX

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Haltom City, TX

UnscoredLimited · 6
$3,500144,914 mi

Comparison: 6 similar vehicles

Haltom City, TX

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Arlington, TX

UnscoredLimited · 6
$3,500188,051 mi

Comparison: 6 similar vehicles

Arlington, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Granbury, TX

UnscoredLimited · 13
$3,500181,624 mi

Comparison: 13 similar vehicles

Granbury, 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
$3,500174,768 mi

Comparison: 3 similar vehicles

Arlington, TX

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Burleson, TX

UnscoredInsufficient · 3
$3,600113,000 mi

Comparison: 3 similar vehicles

Burleson, TX

2006 Nissan Murano SL

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

2006 Nissan Murano SL

Fort Worth, TX

UnscoredInsufficient · 0
$3,700197,638 mi

Fort Worth, TX

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Grand Prairie, TX

UnscoredInsufficient · 0
$3,800223,569 mi

Grand Prairie, TX

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Arlington, TX

UnscoredInsufficient · 3
$3,995147,557 mi

Comparison: 3 similar vehicles

Arlington, TX

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Mansfield, TX

UnscoredLimited · 9
$3,995220,309 mi

Comparison: 9 similar vehicles

Mansfield, TX

2008 Mazda CX-9 Touring

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

2008 Mazda CX-9 Touring

Fort Worth, TX

UnscoredInsufficient · 0
$3,995264,186 mi

Fort Worth, TX

2015 GMC Acadia Denali

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

2015 GMC Acadia Denali

Fort Worth, TX

UnscoredLimited · 16
$3,999206,584 mi

Comparison: 16 similar vehicles

Fort Worth, TX

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

Fort Worth, TX

UnscoredInsufficient · 0
$3,999176,709 mi

Fort Worth, TX

2005 INFINITI FX 35

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

2005 INFINITI FX 35

Fort Worth, TX

UnscoredInsufficient · 4
$3,999246,293 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

UnscoredLimited · 9
$4,299212,990 mi

Comparison: 9 similar vehicles

Fort Worth, TX

2012 Toyota Venza LE

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

2012 Toyota Venza LE

Fort Worth, TX

UnscoredInsufficient · 3
$4,350255,038 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2018 Mercedes-Benz GLA-Class GLA250

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

2018 Mercedes-Benz GLA-Class GLA250

Grand Prairie, TX

UnscoredModerate · 22
$4,500106,401 mi

Comparison: 22 similar vehicles

Grand Prairie, TX

2011 Acura MDX Technology Package

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

2011 Acura MDX Technology Package

Forest Hill, TX

UnscoredLimited · 7
$4,500202,827 mi

Comparison: 7 similar vehicles

Forest Hill, TX

2017 Nissan Murano Platinum

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

2017 Nissan Murano Platinum

Euless, TX

UnscoredInsufficient · 4
$4,550241,232 mi

Comparison: 4 similar vehicles

Euless, TX

2012 Jeep Grand Cherokee Laredo X

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

2012 Jeep Grand Cherokee Laredo X

Arlington, TX

UnscoredInsufficient · 0
$4,720154,549 mi

Arlington, TX

No Photo

2015 Chevrolet Equinox LS

Alvarado, TX

UnscoredLimited · 14
$4,800127,245 mi

Comparison: 14 similar vehicles

Alvarado, TX

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Haltom City, TX

UnscoredLimited · 12
$4,800152,000 mi

Comparison: 12 similar vehicles

Haltom City, TX

2013 Land Rover Range Rover Sport HSE

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

2013 Land Rover Range Rover Sport HSE

Euless, TX

UnscoredLimited · 5
$4,850143,152 mi

Comparison: 5 similar vehicles

Euless, TX

2009 Cadillac Escalade Base

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

2009 Cadillac Escalade Base

Euless, TX

UnscoredInsufficient · 4
$4,870171,533 mi

Comparison: 4 similar vehicles

Euless, TX

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Arlington, TX

UnscoredInsufficient · 4
$4,890231,770 mi

Comparison: 4 similar vehicles

Arlington, TX

2007 Acura RDX Base

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

2007 Acura RDX Base

Arlington, TX

UnscoredInsufficient · 0
$4,890345,506 mi

Arlington, TX

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

Arlington, TX

UnscoredInsufficient · 3
$4,900171,027 mi

Comparison: 3 similar vehicles

Arlington, TX

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Grand Prairie, TX

UnscoredInsufficient · 0
$4,900106,560 mi

Grand Prairie, TX

2006 Hyundai Santa Fe GLS

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

2006 Hyundai Santa Fe GLS

Fort Worth, TX

UnscoredInsufficient · 0
$4,900125,000 mi

Fort Worth, TX

2004 Lexus RX 330

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

2004 Lexus RX 330

Arlington, TX

UnscoredLimited · 10
$4,900192,372 mi

Comparison: 10 similar vehicles

Arlington, TX

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

Granbury, TX

UnscoredLimited · 9
$4,941144,000 mi

Comparison: 9 similar vehicles

Granbury, TX

2013 GMC Terrain SLT-1

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

2013 GMC Terrain SLT-1

Fort Worth, TX

UnscoredLimited · 9
$4,950227,655 mi

Comparison: 9 similar vehicles

Fort Worth, TX

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Cleburne, TX

UnscoredLimited · 14
$4,950211,741 mi

Comparison: 14 similar vehicles

Cleburne, TX

2011 Mercedes-Benz GL-Class GL450

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

2011 Mercedes-Benz GL-Class GL450

Euless, TX

UnscoredLimited · 5
$4,950152,836 mi

Comparison: 5 similar vehicles

Euless, TX

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Grand Prairie, TX

UnscoredInsufficient · 3
$4,990152,321 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Grand Prairie, TX

UnscoredLimited · 10
$4,990163,954 mi

Comparison: 10 similar vehicles

Grand Prairie, TX

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Arlington, TX

UnscoredInsufficient · 3
$4,995121,740 mi

Comparison: 3 similar vehicles

Arlington, TX

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Burleson, TX

UnscoredLimited · 15
$4,995241,107 mi

Comparison: 15 similar vehicles

Burleson, 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 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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