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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

3,184 listings found

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 · 9
$4,390153,080 mi

Comparison: 9 similar vehicles

Ardmore, OK

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Muenster, TX

UnscoredLimited · 7
$4,994242,193 mi

Comparison: 7 similar vehicles

Muenster, TX

2016 FIAT 500X Easy

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

2016 FIAT 500X Easy

Wichita Falls, TX

UnscoredInsufficient · 4
$5,500136,853 mi

Comparison: 4 similar vehicles

Wichita Falls, TX

2017 Ford Escape S

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

2017 Ford Escape S

Sanger, TX

UnscoredLimited · 17
$5,725223,452 mi

Comparison: 17 similar vehicles

Sanger, TX

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Bowie, TX

UnscoredInsufficient · 3
$6,249194,926 mi

Comparison: 3 similar vehicles

Bowie, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Bowie, TX

UnscoredLimited · 12
$6,949136,413 mi

Comparison: 12 similar vehicles

Bowie, TX

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Gainesville, TX

UnscoredLimited · 11
$6,975160,769 mi

Comparison: 11 similar vehicles

Gainesville, TX

2014 Ford Escape S

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

2014 Ford Escape S

Jacksboro, TX

UnscoredLimited · 10
$6,995172,500 mi

Comparison: 10 similar vehicles

Jacksboro, TX

2012 Nissan Armada SV

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

2012 Nissan Armada SV

Wichita Falls, TX

UnscoredInsufficient · 4
$7,000207,575 mi

Comparison: 4 similar vehicles

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

UnscoredRobust · 125
$7,500256,857 mi

Comparison: 125 similar vehicles

Wichita Falls, TX

2019 Chevrolet Equinox 2FL

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

2019 Chevrolet Equinox 2FL

Bowie, TX

UnscoredLimited · 17
$8,500162,151 mi

Comparison: 17 similar vehicles

Bowie, TX

2016 Subaru Forester i Limited

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

2016 Subaru Forester i Limited

Wichita Falls, TX

UnscoredLimited · 6
$8,500184,604 mi

Comparison: 6 similar vehicles

Wichita Falls, TX

2010 Nissan Armada Titanium

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

2010 Nissan Armada Titanium

Wichita Falls, TX

UnscoredInsufficient · 4
$8,500218,470 mi

Comparison: 4 similar vehicles

Wichita Falls, TX

2008 Ford Explorer Limited

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

2008 Ford Explorer Limited

Gainesville, TX

UnscoredInsufficient · 0
$8,950177,883 mi

Gainesville, TX

2015 Chevrolet Trax LS

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

2015 Chevrolet Trax LS

Ardmore, OK

UnscoredLimited · 5
$9,195116,561 mi

Comparison: 5 similar vehicles

Ardmore, OK

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Ardmore, OK

UnscoredLimited · 10
$9,195180,886 mi

Comparison: 10 similar vehicles

Ardmore, OK

2006 Toyota 4Runner SR5

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

2006 Toyota 4Runner SR5

Wichita Falls, TX

UnscoredLimited · 12
$9,200211,000 mi

Comparison: 12 similar vehicles

Wichita Falls, TX

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

UnscoredInsufficient · 4
$9,495120,839 mi

Comparison: 4 similar vehicles

Wichita Falls, TX

2013 BMW X5 xDrive35i

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

2013 BMW X5 xDrive35i

Wichita Falls, TX

UnscoredLimited · 9
$9,599151,957 mi

Comparison: 9 similar vehicles

Wichita Falls, 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

UnscoredLimited · 9
$9,677100,877 mi

Comparison: 9 similar vehicles

Wichita Falls, TX

2017 Ford Explorer Sport

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

2017 Ford Explorer Sport

Wichita Falls, TX

UnscoredLimited · 16
$9,888180,028 mi

Comparison: 16 similar vehicles

Wichita Falls, TX

2018 Chevrolet Traverse 1LT

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

2018 Chevrolet Traverse 1LT

Bowie, TX

UnscoredModerate · 26
$9,984154,132 mi

Comparison: 26 similar vehicles

Bowie, TX

2015 Subaru Forester XT Touring

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

2015 Subaru Forester XT Touring

Muenster, TX

UnscoredInsufficient · 0
$9,994141,370 mi

Muenster, TX

2014 Lincoln Navigator Base

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

2014 Lincoln Navigator Base

Muenster, TX

UnscoredLimited · 13
$9,994141,756 mi

Comparison: 13 similar vehicles

Muenster, TX

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Wichita Falls, TX

Fair PriceRobust · 57
$10,500111,049 mi

Market: $8,490 – $18,998

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Wichita Falls, TX

2011 Honda Pilot EX

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

2011 Honda Pilot EX

Wichita Falls, TX

UnscoredLimited · 7
$10,800217,092 mi

Comparison: 7 similar vehicles

Wichita Falls, TX

2020 Jeep Renegade Sport

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

2020 Jeep Renegade Sport

Wichita Falls, TX

Fair PriceLimited · 14
$10,900107,294 mi

Market: $7,750 – $17,220

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

Wichita Falls, TX

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Wichita Falls, TX

UnscoredRobust · 100
$10,950148,908 mi

Comparison: 100 similar vehicles

Wichita Falls, TX

No Photo

2020 Dodge Journey SE

Ardmore, OK

UnscoredInsufficient · 4
$10,995112,221 mi

Comparison: 4 similar vehicles

Ardmore, OK

2020 Chevrolet Trax LT

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

2020 Chevrolet Trax LT

Ardmore, OK

Fair PriceModerate · 20
$10,995106,059 mi

Market: $6,999 – $20,500

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Ardmore, OK

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Ardmore, OK

Fair PriceRobust · 68
$10,995109,756 mi

Market: $4,500 – $19,999

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Ardmore, OK

2016 Jeep Patriot Sport SE

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

2016 Jeep Patriot Sport SE

Ardmore, OK

UnscoredInsufficient · 3
$10,995134,134 mi

Comparison: 3 similar vehicles

Ardmore, OK

No Photo

2016 Chevrolet Traverse 1LT

Ardmore, OK

Fair PriceModerate · 23
$10,995119,894 mi

Market: $3,999 – $18,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Ardmore, OK

2016 Kia Sorento Limited

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

2016 Kia Sorento Limited

Gainesville, TX

UnscoredInsufficient · 0
$10,995165,127 mi

Gainesville, TX

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Ardmore, OK

OverpricedLimited · 17
$10,995119,898 mi

Market: $5,720 – $7,777

Comparison: 17 similar vehicles

Priced ~41% above the typical market range for similar vehicles (based on current market benchmarks)

Ardmore, OK

2016 Chevrolet Equinox LTZ

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

2016 Chevrolet Equinox LTZ

Wichita Falls, TX

Fair PriceLimited · 13
$11,002119,288 mi

Market: $5,510 – $11,350

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Wichita Falls, TX

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Wichita Falls, TX

UnscoredLimited · 9
$11,220132,304 mi

Comparison: 9 similar vehicles

Wichita Falls, TX

2019 Ford Ecosport SE

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

2019 Ford Ecosport SE

Whitesboro, TX

Fair PriceModerate · 25
$11,224Mileage not verified

Market: $6,500 – $18,595

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Whitesboro, TX

2019 Ford Flex SEL

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

2019 Ford Flex SEL

Ardmore, OK

Fair PriceModerate · 27
$11,500111,830 mi

Market: $6,995 – $24,950

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Ardmore, OK

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Wichita Falls, TX

Fair PriceModerate · 32
$11,500113,351 mi

Market: $7,500 – $21,998

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Wichita Falls, TX

2017 GMC Acadia SLE-2

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

2017 GMC Acadia SLE-2

Decatur, TX

UnscoredLimited · 8
$11,502123,606 mi

Comparison: 8 similar vehicles

Decatur, TX

2017 Land Rover Discovery HSE

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

2017 Land Rover Discovery HSE

Sanger, TX

UnscoredInsufficient · 3
$11,725107,785 mi

Comparison: 3 similar vehicles

Sanger, TX

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Muenster, TX

UnscoredLimited · 5
$11,994134,578 mi

Comparison: 5 similar vehicles

Muenster, TX

2020 Hyundai Venue SEL

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

2020 Hyundai Venue SEL

Ardmore, OK

UnscoredInsufficient · 0
$11,995129,865 mi

Ardmore, OK

No Photo

2018 Jeep Compass Trailhawk

Ardmore, OK

UnscoredModerate · 25
$11,995122,309 mi

Comparison: 25 similar vehicles

Ardmore, OK

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Gainesville, TX

UnscoredInsufficient · 4
$11,995155,906 mi

Comparison: 4 similar vehicles

Gainesville, TX

2017 Kia Sportage EX

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

2017 Kia Sportage EX

Ardmore, OK

UnscoredModerate · 22
$11,995141,056 mi

Comparison: 22 similar vehicles

Ardmore, OK

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Ardmore, OK

UnscoredLimited · 8
$11,995108,052 mi

Comparison: 8 similar vehicles

Ardmore, OK

2021 Chevrolet Equinox LS

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

2021 Chevrolet Equinox LS

Wichita Falls, TX

Fair PriceModerate · 33
$12,020112,804 mi

Market: $9,991 – $22,999

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Wichita Falls, TX

2015 Nissan Murano SL

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

2015 Nissan Murano SL

Wichita Falls, TX

Fair PriceModerate · 36
$12,045107,476 mi

Market: $6,990 – $13,787

Comparison: 36 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

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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