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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

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

1991 BMW 3 Series

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

1991 BMW 3 Series

Dallas, TX

UnscoredInsufficient · 0
$1,500225,000 mi

Dallas, TX

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Dallas, TX

UnscoredLimited · 5
$1,750215,200 mi

Comparison: 5 similar vehicles

Dallas, TX

2005 Chevrolet Tahoe

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

2005 Chevrolet Tahoe

McKinney, TX

UnscoredInsufficient · 0
$1,900Mileage not verified

McKinney, TX

No Photo

2011 Kia Sorento EX

Bonham, TX

UnscoredInsufficient · 4
$1,995260,411 mi

Comparison: 4 similar vehicles

Bonham, TX

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

1998 Toyota Corolla LE

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

1998 Toyota Corolla LE

Dallas, TX

UnscoredInsufficient · 0
$1,995164,935 mi

Dallas, TX

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Arlington, TX

UnscoredInsufficient · 0
$2,000170,922 mi

Arlington, TX

2008 Mazda MAZDA3 i Sport

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

2008 Mazda MAZDA3 i Sport

Dallas, TX

UnscoredInsufficient · 0
$2,100174,024 mi

Dallas, TX

2015 Nissan LEAF S

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

2015 Nissan LEAF S

Dallas, TX

UnscoredInsufficient · 0
$2,250116,454 mi

Dallas, TX

2015 Kia Optima EX

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

2015 Kia Optima EX

Grand Prairie, TX

UnscoredLimited · 10
$2,250Mileage not verified

Comparison: 10 similar vehicles

Grand Prairie, 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

2002 Ford Focus LX

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

2002 Ford Focus LX

Arlington, TX

UnscoredInsufficient · 0
$2,445212,013 mi

Arlington, TX

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

Lewisville, TX

UnscoredInsufficient · 3
$2,450307,858 mi

Comparison: 3 similar vehicles

Lewisville, TX

2009 Jeep Patriot Limited

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

2009 Jeep Patriot Limited

Dallas, TX

UnscoredInsufficient · 0
$2,488185,126 mi

Dallas, TX

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

2005 Toyota Camry Solara Sport

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

2005 Toyota Camry Solara Sport

Fort Worth, TX

UnscoredInsufficient · 0
$2,499204,239 mi

Fort Worth, TX

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Dallas, TX

UnscoredInsufficient · 3
$2,499145,689 mi

Comparison: 3 similar vehicles

Dallas, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Fort Worth, TX

UnscoredLimited · 16
$2,500166,939 mi

Comparison: 16 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

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Dallas, TX

UnscoredInsufficient · 0
$2,500Mileage not verified

Dallas, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Dallas, TX

UnscoredInsufficient · 4
$2,500197,883 mi

Comparison: 4 similar vehicles

Dallas, TX

No Photo

2013 Mazda CX-9 Touring

Sherman, TX

UnscoredInsufficient · 4
$2,500207,288 mi

Comparison: 4 similar vehicles

Sherman, TX

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Dallas, TX

UnscoredInsufficient · 0
$2,50092,819 mi

Dallas, TX

2011 Ford Focus SEL

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

2011 Ford Focus SEL

Dallas, TX

UnscoredInsufficient · 0
$2,500183,081 mi

Dallas, TX

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Dallas, TX

UnscoredLimited · 7
$2,500208,909 mi

Comparison: 7 similar vehicles

Dallas, TX

2010 Volkswagen Jetta S

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

2010 Volkswagen Jetta S

Dallas, TX

UnscoredInsufficient · 0
$2,50099,684 mi

Dallas, TX

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Arlington, TX

UnscoredInsufficient · 4
$2,500137,199 mi

Comparison: 4 similar vehicles

Arlington, 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

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

2008 Toyota Camry Hybrid

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

2008 Toyota Camry Hybrid

Dallas, TX

UnscoredInsufficient · 0
$2,590288,156 mi

Dallas, 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 · 17
$2,600144,800 mi

Comparison: 17 similar vehicles

Burleson, TX

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Garland, TX

UnscoredInsufficient · 0
$2,645125,909 mi

Garland, TX

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

McKinney, TX

UnscoredLimited · 5
$2,700199,258 mi

Comparison: 5 similar vehicles

McKinney, 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

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Euless, TX

UnscoredModerate · 27
$2,750241,233 mi

Comparison: 27 similar vehicles

Euless, 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

2019 Mitsubishi Mirage G4 ES

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

2019 Mitsubishi Mirage G4 ES

Dallas, TX

UnscoredLimited · 6
$2,79098,575 mi

Comparison: 6 similar vehicles

Dallas, TX

2005 Nissan Altima S

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

2005 Nissan Altima S

Euless, TX

UnscoredInsufficient · 0
$2,790132,000 mi

Euless, TX

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Dallas, TX

UnscoredInsufficient · 0
$2,799210,247 mi

Dallas, TX

2015 Nissan Altima S

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

2015 Nissan Altima S

Euless, TX

UnscoredModerate · 43
$2,800197,526 mi

Comparison: 43 similar vehicles

Euless, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

Dallas, TX

UnscoredModerate · 31
$2,800110,405 mi

Comparison: 31 similar vehicles

Dallas, TX

2005 Chevrolet Malibu LT

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

2005 Chevrolet Malibu LT

Arlington, TX

UnscoredInsufficient · 0
$2,800172,373 mi

Arlington, TX

2003 Honda Accord EX

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

2003 Honda Accord EX

Fort Worth, TX

UnscoredInsufficient · 3
$2,800177,526 mi

Comparison: 3 similar vehicles

Fort Worth, TX

1998 Jaguar XJ Series XJ8

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

1998 Jaguar XJ Series XJ8

Grand Prairie, TX

UnscoredInsufficient · 0
$2,800170,000 mi

Grand Prairie, 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 · 15
$2,850208,233 mi

Comparison: 15 similar vehicles

Euless, TX

2012 Mercedes-Benz C-Class C250 Luxury

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

2012 Mercedes-Benz C-Class C250 Luxury

Euless, TX

UnscoredInsufficient · 4
$2,850Mileage not verified

Comparison: 4 similar vehicles

Euless, TX

2013 Ford Escape SE

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

2013 Ford Escape SE

Grapevine, TX

UnscoredLimited · 6
$2,899171,139 mi

Comparison: 6 similar vehicles

Grapevine, TX

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Princeton, TX

UnscoredInsufficient · 0
$2,899150,300 mi

Princeton, TX

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 manage their profile, 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, exports, and enhanced merchandising.
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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