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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

3,412 listings found

No Photo

2011 Kia Sorento EX

Bonham, TX

UnscoredInsufficient · 4
$1,995260,411 mi

Comparison: 4 similar vehicles

Bonham, 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

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

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

2018 Ford Escape SE

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

2018 Ford Escape SE

Bonham, TX

UnscoredRobust · 105
$5,220210,937 mi

Comparison: 105 similar vehicles

Bonham, 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

Sherman, TX

UnscoredLimited · 10
$5,850266,999 mi

Comparison: 10 similar vehicles

Sherman, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Denison, TX

UnscoredLimited · 7
$5,995111,363 mi

Comparison: 7 similar vehicles

Denison, TX

2013 Mercedes-Benz GL-Class GL450

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

2013 Mercedes-Benz GL-Class GL450

Bonham, TX

UnscoredLimited · 12
$5,999161,064 mi

Comparison: 12 similar vehicles

Bonham, TX

2010 Land Rover Range Rover Sport Supercharged

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

2010 Land Rover Range Rover Sport Supercharged

Van Alstyne, TX

UnscoredInsufficient · 0
$6,000118,669 mi

Van Alstyne, TX

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Madill, OK

Fair PriceLimited · 11
$6,449117,717 mi

Market: $4,490 – $9,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

Madill, OK

2013 Hyundai Santa Fe GLS

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

2013 Hyundai Santa Fe GLS

Sherman, TX

UnscoredInsufficient · 0
$6,500168,318 mi

Sherman, TX

2011 Nissan Murano SL

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

2011 Nissan Murano SL

Sherman, TX

UnscoredInsufficient · 3
$6,700189,097 mi

Comparison: 3 similar vehicles

Sherman, TX

2013 Ford Flex Limited

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

2013 Ford Flex Limited

Sherman, TX

UnscoredInsufficient · 0
$6,950190,089 mi

Sherman, 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

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Sherman, TX

UnscoredLimited · 6
$6,995249,519 mi

Comparison: 6 similar vehicles

Sherman, TX

2009 Land Rover LR2 HSE

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

2009 Land Rover LR2 HSE

Sherman, TX

UnscoredInsufficient · 0
$6,995129,344 mi

Sherman, TX

2004 GMC Yukon SLE

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

2004 GMC Yukon SLE

Sherman, TX

UnscoredLimited · 5
$6,995249,737 mi

Comparison: 5 similar vehicles

Sherman, TX

1999 Jeep Wrangler SAHARA

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

1999 Jeep Wrangler SAHARA

Van Alstyne, TX

UnscoredInsufficient · 0
$7,000128,498 mi

Van Alstyne, TX

2011 Dodge Durango Crew Lux

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

2011 Dodge Durango Crew Lux

Denison, TX

UnscoredInsufficient · 0
$7,500240,498 mi

Denison, TX

2013 BMW X5 xDrive35i Sport Activity

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

2013 BMW X5 xDrive35i Sport Activity

Sherman, TX

UnscoredInsufficient · 3
$7,850127,045 mi

Comparison: 3 similar vehicles

Sherman, TX

2014 Ford Explorer Base

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

2014 Ford Explorer Base

Sherman, TX

UnscoredLimited · 7
$7,995207,598 mi

Comparison: 7 similar vehicles

Sherman, 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

Madill, OK

UnscoredLimited · 10
$7,995158,957 mi

Comparison: 10 similar vehicles

Madill, OK

2008 Kia Sorento EX

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

2008 Kia Sorento EX

Sherman, TX

UnscoredInsufficient · 0
$7,995108,466 mi

Sherman, TX

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Davis, OK

UnscoredLimited · 11
$7,999147,117 mi

Comparison: 11 similar vehicles

Davis, OK

2014 Buick Enclave Leather

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

2014 Buick Enclave Leather

Bonham, TX

UnscoredLimited · 17
$7,999126,377 mi

Comparison: 17 similar vehicles

Bonham, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Madill, OK

Fair PriceModerate · 21
$8,249114,905 mi

Market: $3,500 – $9,900

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Madill, OK

2017 Ford Escape S

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

2017 Ford Escape S

Madill, OK

UnscoredInsufficient · 4
$8,449106,359 mi

Comparison: 4 similar vehicles

Madill, OK

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Madill, OK

UnscoredLimited · 12
$8,449140,936 mi

Comparison: 12 similar vehicles

Madill, OK

2017 Dodge Journey Crossroad Plus

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

2017 Dodge Journey Crossroad Plus

Denison, TX

UnscoredLimited · 14
$8,500154,065 mi

Comparison: 14 similar vehicles

Denison, TX

2009 GMC Yukon Denali

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

2009 GMC Yukon Denali

Sherman, TX

UnscoredInsufficient · 0
$8,600195,618 mi

Sherman, 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

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Davis, OK

UnscoredModerate · 44
$8,995149,877 mi

Comparison: 44 similar vehicles

Davis, OK

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Sherman, TX

UnscoredModerate · 25
$8,995168,885 mi

Comparison: 25 similar vehicles

Sherman, TX

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Sherman, TX

UnscoredLimited · 10
$8,995177,105 mi

Comparison: 10 similar vehicles

Sherman, TX

2011 Chevrolet Suburban LS

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

2011 Chevrolet Suburban LS

Bonham, TX

UnscoredLimited · 5
$8,999162,451 mi

Comparison: 5 similar vehicles

Bonham, 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 · 6
$9,195116,561 mi

Comparison: 6 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 · 11
$9,195180,886 mi

Comparison: 11 similar vehicles

Ardmore, OK

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Denison, TX

UnscoredInsufficient · 4
$9,220113,749 mi

Comparison: 4 similar vehicles

Denison, TX

2019 GMC Acadia SLE-1

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

2019 GMC Acadia SLE-1

Denison, TX

UnscoredModerate · 33
$9,224203,748 mi

Comparison: 33 similar vehicles

Denison, TX

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Denison, TX

UnscoredLimited · 18
$9,224126,423 mi

Comparison: 18 similar vehicles

Denison, TX

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Sherman, TX

Fair PriceModerate · 33
$9,224109,851 mi

Market: $5,500 – $18,998

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Sherman, TX

2016 Hyundai Tucson Sport

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

2016 Hyundai Tucson Sport

Davis, OK

UnscoredLimited · 13
$9,299131,502 mi

Comparison: 13 similar vehicles

Davis, OK

2014 Ford Explorer Sport

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

2014 Ford Explorer Sport

Van Alstyne, TX

UnscoredInsufficient · 4
$9,500162,803 mi

Comparison: 4 similar vehicles

Van Alstyne, TX

2003 Jeep Wrangler X

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

2003 Jeep Wrangler X

Van Alstyne, TX

UnscoredInsufficient · 0
$9,500165,790 mi

Van Alstyne, TX

2003 Jeep Wrangler RUBICON

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

2003 Jeep Wrangler RUBICON

Van Alstyne, TX

UnscoredInsufficient · 0
$9,500207,122 mi

Van Alstyne, TX

2018 Jeep Renegade Latitude

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

2018 Jeep Renegade Latitude

Sherman, TX

UnscoredModerate · 47
$9,614131,763 mi

Comparison: 47 similar vehicles

Sherman, TX

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Sherman, TX

UnscoredLimited · 16
$9,900173,566 mi

Comparison: 16 similar vehicles

Sherman, TX

2021 Ford EcoSport SE

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

2021 Ford EcoSport SE

Madill, OK

Fair PriceModerate · 23
$9,95688,694 mi

Market: $7,990 – $16,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 299 days listed (based on current market benchmarks)

Madill, OK

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

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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