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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 9, 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

2,564 listings found

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Vernon, TX

Unscored
$3,716133,284 mi

Comparison: 8 similar vehicles

Vernon, TX

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Wichita Falls, TX

UnscoredInsufficient · 3
$4,20062,466 mi

Comparison: 3 similar vehicles

Wichita Falls, TX

2003 Cadillac DeVille DTS

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

2003 Cadillac DeVille DTS

Wichita Falls, TX

UnscoredInsufficient · 0
$4,995146,696 mi

Wichita Falls, TX

2013 GMC Acadia SLT1

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

2013 GMC Acadia SLT1

Vernon, TX

UnscoredInsufficient · 4
$5,219164,643 mi

Comparison: 4 similar vehicles

Vernon, TX

2012 Ford Focus SE

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

2012 Ford Focus SE

Wichita Falls, TX

Unscored
$5,465109,487 mi

Comparison: 8 similar vehicles

Wichita Falls, TX

2005 Buick LaCrosse CX

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

2005 Buick LaCrosse CX

Wichita Falls, TX

UnscoredInsufficient · 0
$5,500215,997 mi

Wichita Falls, TX

2013 Ford Escape SE

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

2013 Ford Escape SE

Wichita Falls, TX

Fair PriceLimited · 15
$5,995107,545 mi

Market: $3,999 – $12,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Wichita Falls, TX

2011 Mazda MAZDA6 i Sport

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

2011 Mazda MAZDA6 i Sport

Wichita Falls, TX

UnscoredInsufficient · 0
$5,995125,809 mi

Wichita Falls, TX

2002 Mitsubishi Eclipse GS

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

2002 Mitsubishi Eclipse GS

Wichita Falls, TX

UnscoredInsufficient · 0
$5,999117,582 mi

Wichita Falls, TX

2013 Hyundai Genesis Coupe Track

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

2013 Hyundai Genesis Coupe Track

Vernon, TX

UnscoredInsufficient · 0
$6,217121,120 mi

Vernon, TX

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Wichita Falls, TX

UnscoredInsufficient · 4
$6,495Mileage not verified

Comparison: 4 similar vehicles

Wichita Falls, TX

2023 Nissan Altima S

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

2023 Nissan Altima S

Wichita Falls, TX

Unscored
$6,500208,683 mi

Comparison: 9 similar vehicles

Wichita Falls, TX

2018 Ford Focus SEL

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

2018 Ford Focus SEL

Wichita Falls, TX

UnscoredInsufficient · 0
$6,50050,609 mi

Wichita Falls, TX

2016 Ford Fiesta S

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

2016 Ford Fiesta S

Wichita Falls, TX

Unscored
$6,500131,665 mi

Comparison: 5 similar vehicles

Wichita Falls, TX

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Wichita Falls, TX

UnscoredInsufficient · 0
$6,500113,977 mi

Wichita Falls, TX

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Wichita Falls, TX

UnscoredInsufficient · 4
$6,995156,156 mi

Comparison: 4 similar vehicles

Wichita Falls, TX

2018 Ford Focus SEL

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

2018 Ford Focus SEL

Wichita Falls, TX

UnscoredInsufficient · 0
$7,90081,232 mi

Wichita Falls, TX

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Altus, OK

UnscoredInsufficient · 3
$7,950Mileage not verified

Comparison: 3 similar vehicles

Altus, OK

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

Altus, OK

Unscored
$7,995173,982 mi

Comparison: 6 similar vehicles

Altus, OK

2016 Dodge Grand Caravan SXT

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

2016 Dodge Grand Caravan SXT

Altus, OK

Unscored
$8,214140,156 mi

Comparison: 6 similar vehicles

Altus, OK

2019 Buick Encore Sport Touring

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

2019 Buick Encore Sport Touring

Wichita Falls, TX

Unscored
$8,495120,839 mi

Comparison: 8 similar vehicles

Wichita Falls, TX

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Vernon, TX

Unscored
$8,816172,768 mi

Comparison: 31 similar vehicles

Vernon, TX

2017 Chrysler Pacifica Touring

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

2017 Chrysler Pacifica Touring

Wichita Falls, TX

Unscored
$8,990126,323 mi

Comparison: 16 similar vehicles

Wichita Falls, TX

2016 Honda Civic LX

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

2016 Honda Civic LX

Vernon, TX

Unscored
$9,219198,277 mi

Comparison: 40 similar vehicles

Vernon, TX

2011 Mercedes-Benz GLK-Class GLK350

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

2011 Mercedes-Benz GLK-Class GLK350

Wichita Falls, TX

Unscored
$9,677100,877 mi

Comparison: 8 similar vehicles

Wichita Falls, TX

2016 Kia Soul +

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

2016 Kia Soul +

Wichita Falls, TX

Fair PriceModerate · 26
$9,81769,938 mi

Market: $3,988 – $17,220

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Wichita Falls, TX

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Wichita Falls, TX

Unscored
$9,950202,190 mi

Comparison: 33 similar vehicles

Wichita Falls, TX

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Altus, OK

UnscoredInsufficient · 0
$9,975175,721 mi

Altus, OK

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Wichita Falls, TX

UnscoredInsufficient · 0
$9,99549,987 mi

Wichita Falls, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Wichita Falls, TX

Unscored
$9,997130,522 mi

Comparison: 84 similar vehicles

Wichita Falls, TX

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Burkburnett, TX

Unscored
$10,099155,033 mi

Comparison: 118 similar vehicles

Burkburnett, TX

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Vernon, TX

Unscored
$10,217190,000 mi

Comparison: 14 similar vehicles

Vernon, TX

2016 Honda Pilot EX

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

2016 Honda Pilot EX

Vernon, TX

Unscored
$10,219172,121 mi

Comparison: 21 similar vehicles

Vernon, TX

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Vernon, TX

Fair PriceLimited · 16
$10,21998,454 mi

Market: $4,500 – $17,495

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Vernon, TX

2013 Volkswagen Beetle 2.0

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

2013 Volkswagen Beetle 2.0

Wichita Falls, TX

Fair PriceLimited · 13
$10,500107,275 mi

Market: $10,990 – $13,790

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 103 days listed (based on current market benchmarks)

Wichita Falls, TX

2012 RAM 3500 Pickup ST

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

2012 RAM 3500 Pickup ST

Wichita Falls, TX

UnscoredInsufficient · 4
$10,900258,419 mi

Comparison: 4 similar vehicles

Wichita Falls, TX

2019 Jeep Compass Limited

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

2019 Jeep Compass Limited

Wichita Falls, TX

Unscored
$10,988122,097 mi

Comparison: 34 similar vehicles

Wichita Falls, TX

2018 Dodge Durango SXT Plus

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

2018 Dodge Durango SXT Plus

Wichita Falls, TX

Unscored
$10,995166,973 mi

Comparison: 7 similar vehicles

Wichita Falls, TX

1999 Cadillac Commercial Chassis

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

1999 Cadillac Commercial Chassis

Wichita Falls, TX

UnscoredInsufficient · 0
$10,99561,274 mi

Wichita Falls, TX

2007 Mercedes-Benz CLS-Class CLS550

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

2007 Mercedes-Benz CLS-Class CLS550

Wichita Falls, TX

UnscoredInsufficient · 0
$10,998100,688 mi

Wichita Falls, TX

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Burkburnett, TX

Unscored
$10,999133,150 mi

Comparison: 38 similar vehicles

Burkburnett, TX

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Wichita Falls, TX

Fair PriceModerate · 37
$10,999118,229 mi

Market: $5,500 – $18,999

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Wichita Falls, TX

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Vernon, TX

Unscored
$11,219215,072 mi

Comparison: 74 similar vehicles

Vernon, TX

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Wichita Falls, TX

Fair PriceLimited · 18
$11,488105,537 mi

Market: $8,239 – $16,710

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Wichita Falls, TX

2009 Cadillac STS Base

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

2009 Cadillac STS Base

Altus, OK

UnscoredInsufficient · 0
$11,490Mileage not verified

Altus, OK

2019 Subaru Crosstrek Premium

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

2019 Subaru Crosstrek Premium

Wichita Falls, TX

Unscored
$11,500132,830 mi

Comparison: 32 similar vehicles

Wichita Falls, TX

2018 Chevrolet Suburban LT

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

2018 Chevrolet Suburban LT

Vernon, TX

Unscored
$11,717153,730 mi

Comparison: 45 similar vehicles

Vernon, TX

2008 Cadillac Escalade Base

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

2008 Cadillac Escalade Base

Altus, OK

UnscoredInsufficient · 3
$11,850Mileage not verified

Comparison: 3 similar vehicles

Altus, OK

2017 FIAT 500X Lounge

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

2017 FIAT 500X Lounge

Wichita Falls, TX

UnscoredInsufficient · 0
$11,99598,526 mi

Wichita Falls, TX

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Altus, OK

UnscoredInsufficient · 0
$11,99548,470 mi

Altus, OK

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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