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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

27,709 listings found

No Photo

2011 Kia Sorento EX

Bonham, TX

UnscoredInsufficient · 4
$1,995260,411 mi

Comparison: 4 similar vehicles

Bonham, 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

2013 Mazda CX-9 Touring

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

2013 Mazda CX-9 Touring

Sherman, TX

UnscoredInsufficient · 4
$2,500207,288 mi

Comparison: 4 similar vehicles

Sherman, TX

2009 Nissan Armada SE

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

2009 Nissan Armada SE

McKinney, TX

UnscoredInsufficient · 0
$2,900172,518 mi

McKinney, TX

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Carrollton, TX

UnscoredLimited · 6
$2,995278,233 mi

Comparison: 6 similar vehicles

Carrollton, 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 · 4
$3,348224,878 mi

Comparison: 4 similar vehicles

Frisco, TX

2013 Nissan JUKE S

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

2013 Nissan JUKE S

McKinney, TX

UnscoredLimited · 5
$3,400148,552 mi

Comparison: 5 similar vehicles

McKinney, TX

2011 Mazda CX-7 i Sport

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

2011 Mazda CX-7 i Sport

Lewisville, TX

UnscoredLimited · 5
$3,495204,913 mi

Comparison: 5 similar vehicles

Lewisville, TX

2007 Toyota Sequoia SR5

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

2007 Toyota Sequoia SR5

McKinney, TX

UnscoredLimited · 6
$3,499260,804 mi

Comparison: 6 similar vehicles

McKinney, 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
$3,499210,688 mi

Wylie, TX

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Lewisville, TX

UnscoredInsufficient · 3
$3,616155,392 mi

Comparison: 3 similar vehicles

Lewisville, 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

UnscoredLimited · 8
$3,763168,653 mi

Comparison: 8 similar vehicles

Richardson, TX

2011 Jeep Compass Latitude

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

2011 Jeep Compass Latitude

Richardson, TX

UnscoredInsufficient · 0
$3,763178,163 mi

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
$3,763188,224 mi

Richardson, 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
$3,763160,208 mi

Richardson, TX

2015 Hyundai Santa Fe Sport

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

2015 Hyundai Santa Fe Sport

Wylie, TX

Salvage title
$3,890190,765 mi

Wylie, 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

Lewisville, TX

UnscoredLimited · 15
$3,900152,785 mi

Comparison: 15 similar vehicles

Lewisville, TX

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Lewisville, TX

UnscoredLimited · 11
$3,900173,650 mi

Comparison: 11 similar vehicles

Lewisville, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Lewisville, TX

UnscoredLimited · 9
$3,900133,973 mi

Comparison: 9 similar vehicles

Lewisville, TX

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Lewisville, TX

UnscoredLimited · 5
$3,900143,732 mi

Comparison: 5 similar vehicles

Lewisville, TX

2010 Nissan Murano SL

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

2010 Nissan Murano SL

McKinney, TX

UnscoredLimited · 5
$3,900172,319 mi

Comparison: 5 similar vehicles

McKinney, TX

2004 Lexus RX 330

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

2004 Lexus RX 330

McKinney, TX

UnscoredInsufficient · 4
$3,900141,852 mi

Comparison: 4 similar vehicles

McKinney, TX

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Saint Paul, TX

UnscoredInsufficient · 0
$3,900217,165 mi

Saint Paul, TX

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

Wylie, TX

UnscoredInsufficient · 4
$3,990127,028 mi

Comparison: 4 similar vehicles

Wylie, TX

2010 Nissan Rogue S

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

2010 Nissan Rogue S

McKinney, TX

UnscoredLimited · 14
$3,99099,058 mi

Comparison: 14 similar vehicles

McKinney, TX

2007 Kia Sportage LX

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

2007 Kia Sportage LX

Plano, TX

UnscoredInsufficient · 0
$3,994115,918 mi

Plano, TX

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Plano, TX

UnscoredLimited · 9
$3,995197,318 mi

Comparison: 9 similar vehicles

Plano, TX

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Wylie, TX

UnscoredInsufficient · 0
$3,995Mileage not verified

Wylie, TX

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Wylie, TX

UnscoredLimited · 19
$3,995179,818 mi

Comparison: 19 similar vehicles

Wylie, TX

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Denton, TX

UnscoredLimited · 10
$3,998264,885 mi

Comparison: 10 similar vehicles

Denton, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Lewisville, TX

UnscoredLimited · 5
$3,999112,333 mi

Comparison: 5 similar vehicles

Lewisville, TX

2009 Mercedes-Benz GL-Class GL450

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

2009 Mercedes-Benz GL-Class GL450

McKinney, TX

UnscoredInsufficient · 4
$3,999182,677 mi

Comparison: 4 similar vehicles

McKinney, TX

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Plano, TX

OverpricedLimited · 16
$4,000Mileage not verified

Market: $1,998 – $2,995

Comparison: 16 similar vehicles

Priced ~34% above the typical market range for similar vehicles (based on current market benchmarks)

Plano, TX

2012 Mazda CX-9 Touring

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

2012 Mazda CX-9 Touring

Plano, TX

UnscoredInsufficient · 3
$4,100179,337 mi

Comparison: 3 similar vehicles

Plano, 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

Richardson, TX

UnscoredLimited · 5
$4,238185,912 mi

Comparison: 5 similar vehicles

Richardson, TX

2012 Volvo XC60 3.2

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

2012 Volvo XC60 3.2

Addison, TX

UnscoredLimited · 14
$4,388165,499 mi

Comparison: 14 similar vehicles

Addison, TX

2013 Nissan Pathfinder Platinum

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

2013 Nissan Pathfinder Platinum

Ardmore, OK

UnscoredLimited · 10
$4,390153,080 mi

Comparison: 10 similar vehicles

Ardmore, OK

2014 Cadillac SRX Luxury Collection

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

2014 Cadillac SRX Luxury Collection

McKinney, TX

UnscoredLimited · 5
$4,400156,026 mi

Comparison: 5 similar vehicles

McKinney, TX

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

McKinney, TX

UnscoredInsufficient · 4
$4,400201,798 mi

Comparison: 4 similar vehicles

McKinney, TX

2011 Nissan Armada SV

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

2011 Nissan Armada SV

McKinney, TX

UnscoredInsufficient · 3
$4,400133,770 mi

Comparison: 3 similar vehicles

McKinney, TX

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

McKinney, TX

UnscoredInsufficient · 0
$4,400144,483 mi

McKinney, TX

2004 Jeep Grand Cherokee Limited

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

2004 Jeep Grand Cherokee Limited

McKinney, TX

UnscoredInsufficient · 4
$4,400107,260 mi

Comparison: 4 similar vehicles

McKinney, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Denton, TX

UnscoredLimited · 14
$4,495147,241 mi

Comparison: 14 similar vehicles

Denton, TX

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Princeton, TX

UnscoredLimited · 7
$4,500186,500 mi

Comparison: 7 similar vehicles

Princeton, TX

2008 Land Rover Range Rover Sport HSE

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

2008 Land Rover Range Rover Sport HSE

Lewisville, TX

UnscoredInsufficient · 0
$4,500140,100 mi

Lewisville, TX

2004 Nissan Xterra SE

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

2004 Nissan Xterra SE

Denton, TX

UnscoredInsufficient · 0
$4,500189,500 mi

Denton, TX

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Lewisville, TX

UnscoredInsufficient · 0
$4,623258,086 mi

Lewisville, TX

2007 Mercedes-Benz GL-Class GL450

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

2007 Mercedes-Benz GL-Class GL450

Frisco, TX

UnscoredLimited · 6
$4,648265,853 mi

Comparison: 6 similar vehicles

Frisco, TX

2015 Cadillac SRX Standard

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

2015 Cadillac SRX Standard

McKinney, TX

UnscoredInsufficient · 3
$4,700145,734 mi

Comparison: 3 similar vehicles

McKinney, TX

2014 Dodge Journey Limited

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

2014 Dodge Journey Limited

McKinney, TX

UnscoredInsufficient · 0
$4,700151,418 mi

McKinney, 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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