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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

3,095 listings found

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

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

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

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

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

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

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

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

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

2013 Chevrolet Avalanche LS

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

2013 Chevrolet Avalanche LS

Beaumont, TX

UnscoredInsufficient · 3
$10,500Mileage not verified

Comparison: 3 similar vehicles

Beaumont, 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

UnscoredLimited · 9
$10,950203,459 mi

Comparison: 9 similar vehicles

Beaumont, TX

2009 Chevrolet Silverado 2500HD 1LT

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

2009 Chevrolet Silverado 2500HD 1LT

Beaumont, TX

UnscoredInsufficient · 4
$10,950Mileage not verified

Comparison: 4 similar vehicles

Beaumont, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Sour Lake, TX

UnscoredInsufficient · 3
$10,995175,223 mi

Comparison: 3 similar vehicles

Sour Lake, 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

Sour Lake, TX

UnscoredInsufficient · 0
$10,995220,054 mi

Sour Lake, 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

Winnie, TX

UnscoredLimited · 9
$11,000167,645 mi

Comparison: 9 similar vehicles

Winnie, TX

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Beaumont, TX

UnscoredModerate · 20
$11,000209,109 mi

Comparison: 20 similar vehicles

Beaumont, TX

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Nederland, TX

UnscoredModerate · 35
$11,517236,023 mi

Comparison: 35 similar vehicles

Nederland, TX

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Beaumont, TX

UnscoredLimited · 9
$11,950153,899 mi

Comparison: 9 similar vehicles

Beaumont, TX

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Beaumont, TX

UnscoredInsufficient · 3
$11,950Mileage not verified

Comparison: 3 similar vehicles

Beaumont, TX

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Beaumont, TX

UnscoredLimited · 13
$11,995159,948 mi

Comparison: 13 similar vehicles

Beaumont, TX

2005 Dodge Ram 3500 Pickup SLT

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

2005 Dodge Ram 3500 Pickup SLT

Silsbee, TX

UnscoredInsufficient · 0
$11,995322,577 mi

Silsbee, TX

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Beaumont, TX

UnscoredLimited · 17
$11,998232,991 mi

Comparison: 17 similar vehicles

Beaumont, TX

2013 Nissan Titan PRO-4X

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

2013 Nissan Titan PRO-4X

Beaumont, TX

UnscoredInsufficient · 0
$11,999134,698 mi

Beaumont, TX

2012 Chevrolet Colorado 2LT

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

2012 Chevrolet Colorado 2LT

Port Arthur, TX

UnscoredInsufficient · 0
$12,220Mileage not verified

Port Arthur, TX

2016 RAM 1500 Pickup Lone Star

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

2016 RAM 1500 Pickup Lone Star

Orange, TX

UnscoredLimited · 7
$12,749174,279 mi

Comparison: 7 similar vehicles

Orange, TX

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Sour Lake, TX

UnscoredLimited · 15
$12,995146,465 mi

Comparison: 15 similar vehicles

Sour Lake, TX

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Silsbee, TX

UnscoredModerate · 23
$13,000163,900 mi

Comparison: 23 similar vehicles

Silsbee, TX

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Port Arthur, TX

UnscoredInsufficient · 4
$13,212121,460 mi

Comparison: 4 similar vehicles

Port Arthur, 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

Port Arthur, TX

UnscoredLimited · 9
$13,220129,309 mi

Comparison: 9 similar vehicles

Port Arthur, TX

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Winnie, TX

UnscoredModerate · 33
$14,000124,486 mi

Comparison: 33 similar vehicles

Winnie, TX

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Port Arthur, TX

UnscoredInsufficient · 4
$14,115121,593 mi

Comparison: 4 similar vehicles

Port Arthur, TX

2013 Toyota Tacoma PreRunner

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

2013 Toyota Tacoma PreRunner

Jasper, TX

UnscoredRobust · 66
$14,220153,968 mi

Comparison: 66 similar vehicles

Jasper, TX

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Winnie, TX

UnscoredLimited · 15
$14,500166,162 mi

Comparison: 15 similar vehicles

Winnie, TX

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Orange, TX

UnscoredLimited · 10
$14,921172,976 mi

Comparison: 10 similar vehicles

Orange, TX

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Lumberton, TX

Fair PriceLimited · 19
$14,99592,990 mi

Market: $2,000 – $15,225

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Lumberton, TX

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Orange, TX

UnscoredRobust · 105
$15,081147,995 mi

Comparison: 105 similar vehicles

Orange, TX

2019 Toyota Tacoma SR

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

2019 Toyota Tacoma SR

Beaumont, TX

UnscoredModerate · 40
$15,998166,281 mi

Comparison: 40 similar vehicles

Beaumont, TX

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Silsbee, TX

UnscoredLimited · 7
$16,208156,632 mi

Comparison: 7 similar vehicles

Silsbee, 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

Beaumont, TX

Fair PriceModerate · 23
$16,220119,382 mi

Market: $6,950 – $19,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

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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