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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

3,413 listings found

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Crowley, LA

UnscoredLimited · 7
$6,990250,407 mi

Comparison: 7 similar vehicles

Crowley, LA

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Lake Charles, LA

UnscoredLimited · 6
$7,431171,437 mi

Comparison: 6 similar vehicles

Lake Charles, LA

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Crowley, LA

UnscoredLimited · 8
$7,990231,828 mi

Comparison: 8 similar vehicles

Crowley, LA

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Lake Charles, LA

UnscoredInsufficient · 0
$8,435146,013 mi

Lake Charles, LA

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

Crowley, LA

UnscoredModerate · 26
$8,990154,900 mi

Comparison: 26 similar vehicles

Crowley, LA

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Crowley, LA

UnscoredLimited · 17
$9,990188,538 mi

Comparison: 17 similar vehicles

Crowley, LA

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

Lake Charles, LA

UnscoredModerate · 23
$10,426159,275 mi

Comparison: 23 similar vehicles

Lake Charles, LA

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Sulphur, LA

UnscoredLimited · 6
$11,221247,535 mi

Comparison: 6 similar vehicles

Sulphur, LA

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Lake Charles, LA

UnscoredModerate · 37
$11,431149,000 mi

Comparison: 37 similar vehicles

Lake Charles, LA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Crowley, LA

UnscoredRobust · 129
$11,990153,247 mi

Comparison: 129 similar vehicles

Crowley, LA

2004 Ford F-250 Super Duty XLT

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

2004 Ford F-250 Super Duty XLT

DeRidder, LA

UnscoredInsufficient · 0
$11,995138,846 mi

DeRidder, LA

2003 Dodge Ram 3500 Pickup ST

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

2003 Dodge Ram 3500 Pickup ST

Sulphur, LA

UnscoredInsufficient · 0
$12,000Mileage not verified

Sulphur, LA

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

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Lake Charles, LA

UnscoredLimited · 12
$12,431140,934 mi

Comparison: 12 similar vehicles

Lake Charles, LA

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

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

DeRidder, LA

UnscoredRobust · 66
$12,995169,460 mi

Comparison: 66 similar vehicles

DeRidder, LA

2010 Ford F-150 FX2

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

2010 Ford F-150 FX2

DeRidder, LA

UnscoredInsufficient · 4
$12,995117,209 mi

Comparison: 4 similar vehicles

DeRidder, LA

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

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Sulphur, LA

UnscoredModerate · 23
$13,426147,119 mi

Comparison: 23 similar vehicles

Sulphur, LA

2007 GMC Sierra 1500 SLT

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

2007 GMC Sierra 1500 SLT

Lake Charles, LA

UnscoredInsufficient · 0
$13,431163,000 mi

Lake Charles, LA

2013 Toyota Tundra Limited

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

2013 Toyota Tundra Limited

Crowley, LA

UnscoredLimited · 7
$13,990247,153 mi

Comparison: 7 similar vehicles

Crowley, LA

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 Ford F-150 XLT

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

2013 Ford F-150 XLT

Lake Charles, LA

UnscoredRobust · 98
$14,431121,747 mi

Comparison: 98 similar vehicles

Lake Charles, LA

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

DeRidder, LA

UnscoredLimited · 8
$14,500175,368 mi

Comparison: 8 similar vehicles

DeRidder, LA

2017 Chevrolet Silverado 2500HD Work Truck

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

2017 Chevrolet Silverado 2500HD Work Truck

Jennings, LA

UnscoredLimited · 11
$14,777157,006 mi

Comparison: 11 similar vehicles

Jennings, LA

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

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Sulphur, LA

UnscoredLimited · 7
$14,936102,547 mi

Comparison: 7 similar vehicles

Sulphur, LA

2016 GMC Canyon SLE

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

2016 GMC Canyon SLE

Sulphur, LA

UnscoredLimited · 11
$14,995153,842 mi

Comparison: 11 similar vehicles

Sulphur, LA

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Sulphur, LA

UnscoredLimited · 10
$14,995148,898 mi

Comparison: 10 similar vehicles

Sulphur, LA

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

2013 Nissan Titan SL

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

2013 Nissan Titan SL

Jennings, LA

UnscoredInsufficient · 0
$15,261158,846 mi

Jennings, LA

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Sulphur, LA

UnscoredModerate · 23
$15,341152,700 mi

Comparison: 23 similar vehicles

Sulphur, LA

2008 Toyota Tacoma PreRunner

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

2008 Toyota Tacoma PreRunner

Lake Charles, LA

UnscoredLimited · 10
$15,360183,189 mi

Comparison: 10 similar vehicles

Lake Charles, LA

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Lake Charles, LA

UnscoredLimited · 7
$15,426156,824 mi

Comparison: 7 similar vehicles

Lake Charles, LA

2020 RAM 1500 Classic SLT

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

2020 RAM 1500 Classic SLT

Lake Charles, LA

UnscoredLimited · 8
$15,431175,955 mi

Comparison: 8 similar vehicles

Lake Charles, LA

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Lake Charles, LA

OverpricedLimited · 12
$15,888144,265 mi

Market: $8,997 – $14,995

Comparison: 12 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Lake Charles, LA

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Lake Charles, LA

UnscoredInsufficient · 3
$15,900124,000 mi

Comparison: 3 similar vehicles

Lake Charles, LA

2008 Ford F-250 Super Duty FX4

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

2008 Ford F-250 Super Duty FX4

Lake Charles, LA

UnscoredInsufficient · 3
$16,431164,000 mi

Comparison: 3 similar vehicles

Lake Charles, LA

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

DeRidder, LA

OverpricedLimited · 10
$16,49560,757 mi

Market: $11,295 – $14,995

Comparison: 10 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

DeRidder, LA

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

Sulphur, LA

Fair PriceLimited · 16
$16,59596,710 mi

Market: $4,999 – $16,999

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Sulphur, LA

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

DeRidder, LA

UnscoredRobust · 74
$16,995169,983 mi

Comparison: 74 similar vehicles

DeRidder, LA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

DeRidder, LA

UnscoredRobust · 144
$16,995151,540 mi

Comparison: 144 similar vehicles

DeRidder, LA

2015 Toyota Tacoma PreRunner

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

2015 Toyota Tacoma PreRunner

Port Arthur, TX

UnscoredLimited · 15
$17,220123,496 mi

Comparison: 15 similar vehicles

Port Arthur, TX

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Port Arthur, TX

UnscoredInsufficient · 4
$17,220101,104 mi

Comparison: 4 similar vehicles

Port Arthur, TX

2011 Ford F-150 King Ranch

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

2011 Ford F-150 King Ranch

Port Arthur, TX

UnscoredInsufficient · 3
$17,220119,475 mi

Comparison: 3 similar vehicles

Port Arthur, TX

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Lake Charles, LA

UnscoredModerate · 20
$17,236122,331 mi

Comparison: 20 similar vehicles

Lake Charles, LA

2019 Chevrolet Silverado 1500 LT Trail Boss

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

2019 Chevrolet Silverado 1500 LT Trail Boss

Lake Charles, LA

UnscoredModerate · 45
$17,426185,326 mi

Comparison: 45 similar vehicles

Lake Charles, LA

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

Lake Charles, LA

Fair PriceLimited · 17
$17,43194,000 mi

Market: $8,224 – $19,898

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Lake Charles, LA

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

Lake Charles, LA

UnscoredLimited · 7
$17,43577,921 mi

Comparison: 7 similar vehicles

Lake Charles, LA

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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