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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

4,652 listings found

2007 Nissan Titan LE

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

2007 Nissan Titan LE

La Porte, TX

UnscoredInsufficient · 0
$3,800248,962 mi

La Porte, TX

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

La Porte, TX

UnscoredInsufficient · 4
$3,995249,055 mi

Comparison: 4 similar vehicles

La Porte, TX

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Galveston, TX

UnscoredLimited · 7
$4,550234,000 mi

Comparison: 7 similar vehicles

Galveston, TX

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

La Porte, TX

UnscoredInsufficient · 4
$4,725284,768 mi

Comparison: 4 similar vehicles

La Porte, TX

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Silsbee, TX

UnscoredLimited · 11
$4,950283,797 mi

Comparison: 11 similar vehicles

Silsbee, TX

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Silsbee, TX

UnscoredInsufficient · 3
$5,950189,740 mi

Comparison: 3 similar vehicles

Silsbee, TX

2007 Toyota Tacoma PreRunner

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

2007 Toyota Tacoma PreRunner

Silsbee, TX

UnscoredLimited · 6
$5,950362,861 mi

Comparison: 6 similar vehicles

Silsbee, TX

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Silsbee, TX

UnscoredLimited · 16
$5,950302,165 mi

Comparison: 16 similar vehicles

Silsbee, TX

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Silsbee, TX

UnscoredLimited · 10
$5,950167,498 mi

Comparison: 10 similar vehicles

Silsbee, TX

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Silsbee, TX

UnscoredInsufficient · 0
$5,950256,765 mi

Silsbee, TX

2010 Ford F-150 FX4

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

2010 Ford F-150 FX4

Baytown, TX

UnscoredInsufficient · 0
$6,495274,138 mi

Baytown, TX

2010 Ford Ranger XL

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

2010 Ford Ranger XL

Galveston, TX

UnscoredInsufficient · 0
$6,500Mileage not verified

Galveston, TX

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Dickinson, TX

UnscoredLimited · 5
$6,665280,379 mi

Comparison: 5 similar vehicles

Dickinson, TX

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Beaumont, TX

Fair PriceModerate · 26
$6,950Mileage not verified

Market: $4,500 – $14,495

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Beaumont, TX

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Beaumont, TX

Fair PriceLimited · 10
$6,950Mileage not verified

Market: $4,995 – $8,500

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Beaumont, TX

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Dickinson, TX

UnscoredInsufficient · 4
$6,995374,747 mi

Comparison: 4 similar vehicles

Dickinson, TX

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Dickinson, TX

UnscoredLimited · 5
$6,995250,330 mi

Comparison: 5 similar vehicles

Dickinson, TX

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Beaumont, TX

UnscoredModerate · 26
$7,250269,078 mi

Comparison: 26 similar vehicles

Beaumont, TX

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Houston, TX

UnscoredLimited · 9
$7,900101,165 mi

Comparison: 9 similar vehicles

Houston, TX

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Silsbee, TX

UnscoredLimited · 13
$7,950224,952 mi

Comparison: 13 similar vehicles

Silsbee, TX

2000 Ford F-250 Super Duty XL

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

2000 Ford F-250 Super Duty XL

Silsbee, TX

UnscoredInsufficient · 0
$7,950256,698 mi

Silsbee, TX

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

La Porte, TX

UnscoredLimited · 8
$7,995126,765 mi

Comparison: 8 similar vehicles

La Porte, TX

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

La Marque, TX

UnscoredLimited · 16
$7,995234,293 mi

Comparison: 16 similar vehicles

La Marque, TX

No Photo

2010 Ford F-150 XL

Dickinson, TX

UnscoredLimited · 17
$7,995404,350 mi

Comparison: 17 similar vehicles

Dickinson, TX

2008 GMC Sierra 1500 SL

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

2008 GMC Sierra 1500 SL

Dickinson, TX

UnscoredInsufficient · 0
$7,995192,270 mi

Dickinson, TX

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

La Marque, TX

UnscoredInsufficient · 0
$7,995Mileage not verified

La Marque, TX

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

La Marque, TX

UnscoredInsufficient · 0
$7,995202,478 mi

La Marque, TX

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Galveston, TX

UnscoredInsufficient · 4
$8,300198,290 mi

Comparison: 4 similar vehicles

Galveston, TX

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Galveston, TX

UnscoredModerate · 23
$8,500153,229 mi

Comparison: 23 similar vehicles

Galveston, TX

2010 Nissan Frontier XE

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

2010 Nissan Frontier XE

Houston, TX

UnscoredInsufficient · 0
$8,500117,562 mi

Houston, TX

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

La Porte, TX

UnscoredInsufficient · 4
$8,500118,094 mi

Comparison: 4 similar vehicles

La Porte, TX

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Pasadena, TX

UnscoredInsufficient · 4
$8,900207,572 mi

Comparison: 4 similar vehicles

Pasadena, TX

2001 Toyota Tundra Limited

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

2001 Toyota Tundra Limited

Beaumont, TX

UnscoredInsufficient · 0
$8,950Mileage not verified

Beaumont, TX

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

La Porte, TX

UnscoredLimited · 19
$8,995176,303 mi

Comparison: 19 similar vehicles

La Porte, TX

No Photo

2015 GMC Sierra 1500 1SA

La Marque, TX

UnscoredLimited · 8
$8,995205,263 mi

Comparison: 8 similar vehicles

La Marque, TX

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Pasadena, TX

UnscoredLimited · 13
$8,995184,222 mi

Comparison: 13 similar vehicles

Pasadena, TX

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Beaumont, TX

UnscoredModerate · 23
$8,995212,686 mi

Comparison: 23 similar vehicles

Beaumont, TX

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Baytown, TX

UnscoredLimited · 5
$8,995171,000 mi

Comparison: 5 similar vehicles

Baytown, TX

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Beaumont, TX

UnscoredModerate · 43
$8,998321,811 mi

Comparison: 43 similar vehicles

Beaumont, TX

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Beaumont, TX

UnscoredModerate · 26
$9,224212,383 mi

Comparison: 26 similar vehicles

Beaumont, TX

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Houston, TX

UnscoredInsufficient · 4
$9,50097,823 mi

Comparison: 4 similar vehicles

Houston, TX

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Baytown, TX

UnscoredLimited · 15
$9,899255,709 mi

Comparison: 15 similar vehicles

Baytown, TX

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Houston, TX

UnscoredInsufficient · 4
$9,900116,598 mi

Comparison: 4 similar vehicles

Houston, TX

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Beaumont, TX

UnscoredRobust · 50
$9,950250,004 mi

Comparison: 50 similar vehicles

Beaumont, TX

2006 Honda Ridgeline RT

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

2006 Honda Ridgeline RT

Beaumont, TX

UnscoredInsufficient · 0
$9,950Mileage not verified

Beaumont, TX

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Beaumont, TX

UnscoredLimited · 5
$9,950Mileage not verified

Comparison: 5 similar vehicles

Beaumont, TX

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Beaumont, TX

UnscoredRobust · 71
$9,995215,947 mi

Comparison: 71 similar vehicles

Beaumont, TX

2016 Chevrolet Silverado 1500 Work Truck 1WT

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

2016 Chevrolet Silverado 1500 Work Truck 1WT

La Porte, TX

UnscoredModerate · 20
$9,995206,199 mi

Comparison: 20 similar vehicles

La Porte, 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

La Porte, TX

UnscoredLimited · 18
$9,995189,056 mi

Comparison: 18 similar vehicles

La Porte, 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

Beaumont, TX

UnscoredInsufficient · 4
$9,995233,560 mi

Comparison: 4 similar vehicles

Beaumont, 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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