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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

6,095 listings found

1998 Chevrolet Suburban Base

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

1998 Chevrolet Suburban Base

Whitehouse, TX

UnscoredInsufficient · 3
$3,000Mileage not verified

Comparison: 3 similar vehicles

Whitehouse, TX

2017 Jeep Renegade Sport

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

2017 Jeep Renegade Sport

Kilgore, TX

Salvage title
$3,180127,383 mi

Kilgore, TX

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Longview, TX

Salvage title
$3,878157,136 mi

Longview, TX

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Gilmer, TX

UnscoredLimited · 9
$3,900Mileage not verified

Comparison: 9 similar vehicles

Gilmer, TX

2016 Kia Sorento L

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

2016 Kia Sorento L

Big Sandy, TX

UnscoredLimited · 6
$4,000148,148 mi

Comparison: 6 similar vehicles

Big Sandy, TX

2008 Kia Sportage EX

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

2008 Kia Sportage EX

Whitehouse, TX

UnscoredInsufficient · 0
$4,000139,678 mi

Whitehouse, TX

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Big Sandy, TX

UnscoredRobust · 58
$4,500156,929 mi

Comparison: 58 similar vehicles

Big Sandy, TX

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Whitehouse, TX

UnscoredModerate · 21
$4,500187,068 mi

Comparison: 21 similar vehicles

Whitehouse, TX

2011 Nissan JUKE SV

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

2011 Nissan JUKE SV

Chandler, TX

UnscoredInsufficient · 0
$4,500197,335 mi

Chandler, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Tyler, TX

UnscoredModerate · 27
$4,500262,450 mi

Comparison: 27 similar vehicles

Tyler, 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

Tyler, TX

UnscoredInsufficient · 3
$4,725215,538 mi

Comparison: 3 similar vehicles

Tyler, TX

2005 Dodge Durango SXT

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

2005 Dodge Durango SXT

Marshall, TX

UnscoredInsufficient · 0
$4,888189,350 mi

Marshall, TX

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Gilmer, TX

UnscoredInsufficient · 4
$4,899Mileage not verified

Comparison: 4 similar vehicles

Gilmer, TX

2013 Audi Q5 Premium Plus

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

2013 Audi Q5 Premium Plus

Jacksonville, TX

UnscoredInsufficient · 0
$4,900211,126 mi

Jacksonville, TX

2011 Chevrolet Suburban Fleet

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

2011 Chevrolet Suburban Fleet

Jacksonville, TX

UnscoredInsufficient · 0
$4,900367,871 mi

Jacksonville, TX

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Kilgore, TX

UnscoredLimited · 12
$5,500155,272 mi

Comparison: 12 similar vehicles

Kilgore, TX

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Chandler, TX

UnscoredLimited · 18
$5,500213,121 mi

Comparison: 18 similar vehicles

Chandler, TX

2014 Dodge Durango Limited

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

2014 Dodge Durango Limited

Kilgore, TX

UnscoredLimited · 9
$5,800205,424 mi

Comparison: 9 similar vehicles

Kilgore, TX

2014 GMC Terrain SLT-2

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

2014 GMC Terrain SLT-2

Longview, TX

UnscoredInsufficient · 4
$5,815155,780 mi

Comparison: 4 similar vehicles

Longview, TX

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Kilgore, TX

UnscoredLimited · 17
$5,847131,129 mi

Comparison: 17 similar vehicles

Kilgore, TX

2011 Chevrolet Suburban LTZ

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

2011 Chevrolet Suburban LTZ

Tyler, TX

UnscoredLimited · 8
$5,855260,541 mi

Comparison: 8 similar vehicles

Tyler, TX

2016 Honda Pilot EX-L

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

2016 Honda Pilot EX-L

Longview, TX

UnscoredRobust · 70
$5,900138,847 mi

Comparison: 70 similar vehicles

Longview, TX

2016 Chevrolet Trax LS

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

2016 Chevrolet Trax LS

Mount Enterprise, TX

UnscoredLimited · 11
$6,120159,798 mi

Comparison: 11 similar vehicles

Mount Enterprise, TX

2016 Land Rover Discovery Sport SE

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

2016 Land Rover Discovery Sport SE

Whitehouse, TX

UnscoredLimited · 10
$6,150176,271 mi

Comparison: 10 similar vehicles

Whitehouse, TX

2012 Mazda CX-9 Sport

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

2012 Mazda CX-9 Sport

Whitehouse, TX

UnscoredInsufficient · 0
$6,346127,169 mi

Whitehouse, TX

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Tyler, TX

Fair PriceLimited · 11
$6,478111,537 mi

Market: $4,900 – $19,995

Comparison: 11 similar vehicles

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

Tyler, TX

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Tyler, TX

Fair PriceLimited · 14
$6,495117,210 mi

Market: $4,490 – $9,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Tyler, TX

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Nacogdoches, TX

UnscoredInsufficient · 3
$6,495190,534 mi

Comparison: 3 similar vehicles

Nacogdoches, TX

2017 Jeep Renegade Sport

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

2017 Jeep Renegade Sport

Jacksonville, TX

UnscoredModerate · 23
$6,500207,683 mi

Comparison: 23 similar vehicles

Jacksonville, TX

2015 Chevrolet Trax LS

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

2015 Chevrolet Trax LS

Longview, TX

UnscoredInsufficient · 4
$6,50071,442 mi

Comparison: 4 similar vehicles

Longview, TX

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Tyler, TX

UnscoredModerate · 37
$6,800173,241 mi

Comparison: 37 similar vehicles

Tyler, TX

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Big Sandy, TX

UnscoredLimited · 7
$6,900152,563 mi

Comparison: 7 similar vehicles

Big Sandy, TX

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Longview, TX

UnscoredModerate · 25
$6,995167,087 mi

Comparison: 25 similar vehicles

Longview, TX

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Tyler, TX

UnscoredInsufficient · 0
$7,175149,703 mi

Tyler, TX

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Whitehouse, TX

UnscoredLimited · 15
$7,200161,976 mi

Comparison: 15 similar vehicles

Whitehouse, TX

2011 Chevrolet Suburban LTZ

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

2011 Chevrolet Suburban LTZ

Nacogdoches, TX

UnscoredLimited · 13
$7,220212,599 mi

Comparison: 13 similar vehicles

Nacogdoches, TX

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Nacogdoches, TX

UnscoredModerate · 20
$7,295152,732 mi

Comparison: 20 similar vehicles

Nacogdoches, TX

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Whitehouse, TX

UnscoredInsufficient · 4
$7,495228,557 mi

Comparison: 4 similar vehicles

Whitehouse, TX

2017 Volkswagen Tiguan Wolfsburg Edition

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

2017 Volkswagen Tiguan Wolfsburg Edition

Big Sandy, TX

UnscoredInsufficient · 4
$7,500117,612 mi

Comparison: 4 similar vehicles

Big Sandy, TX

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Mount Enterprise, TX

UnscoredModerate · 26
$7,500148,884 mi

Comparison: 26 similar vehicles

Mount Enterprise, TX

2015 Hyundai Santa Fe Limited

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

2015 Hyundai Santa Fe Limited

Longview, TX

UnscoredLimited · 6
$7,610181,406 mi

Comparison: 6 similar vehicles

Longview, TX

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Longview, TX

UnscoredInsufficient · 3
$7,77757,825 mi

Comparison: 3 similar vehicles

Longview, TX

2008 Lincoln Navigator Luxury

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

2008 Lincoln Navigator Luxury

Whitehouse, TX

UnscoredLimited · 9
$7,861124,406 mi

Comparison: 9 similar vehicles

Whitehouse, TX

2014 Nissan JUKE SL

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

2014 Nissan JUKE SL

Nacogdoches, TX

UnscoredInsufficient · 0
$7,900144,966 mi

Nacogdoches, TX

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Nacogdoches, TX

UnscoredInsufficient · 0
$7,900114,772 mi

Nacogdoches, TX

2014 Volkswagen Tiguan S

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

2014 Volkswagen Tiguan S

Tyler, TX

UnscoredInsufficient · 0
$7,98882,125 mi

Tyler, TX

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Nacogdoches, TX

UnscoredLimited · 12
$7,995211,600 mi

Comparison: 12 similar vehicles

Nacogdoches, TX

2014 Acura MDX Technology & Entertainment Package

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

2014 Acura MDX Technology & Entertainment Package

Tyler, TX

UnscoredLimited · 17
$7,995167,115 mi

Comparison: 17 similar vehicles

Tyler, TX

2014 Kia Sorento EX

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

2014 Kia Sorento EX

Tyler, TX

UnscoredInsufficient · 4
$7,995144,693 mi

Comparison: 4 similar vehicles

Tyler, TX

2015 Ford Escape SE

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

2015 Ford Escape SE

Longview, TX

UnscoredModerate · 26
$8,000124,156 mi

Comparison: 26 similar vehicles

Longview, 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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