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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

3,318 listings found

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

New Iberia, LA

UnscoredLimited · 16
$3,990239,805 mi

Comparison: 16 similar vehicles

New Iberia, LA

2011 GMC Sierra 1500 Work Truck

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

2011 GMC Sierra 1500 Work Truck

Houma, LA

UnscoredInsufficient · 0
$4,995239,229 mi

Houma, LA

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Houma, LA

UnscoredInsufficient · 0
$4,995203,962 mi

Houma, LA

2008 Chevrolet Avalanche LTZ

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

2008 Chevrolet Avalanche LTZ

Houma, LA

UnscoredInsufficient · 0
$5,795195,787 mi

Houma, LA

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Houma, LA

UnscoredModerate · 29
$5,995296,892 mi

Comparison: 29 similar vehicles

Houma, LA

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Houma, LA

UnscoredInsufficient · 0
$5,995178,529 mi

Houma, LA

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Houma, LA

UnscoredLimited · 8
$5,995289,766 mi

Comparison: 8 similar vehicles

Houma, LA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Houma, LA

UnscoredLimited · 7
$6,495114,440 mi

Comparison: 7 similar vehicles

Houma, LA

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Houma, LA

UnscoredLimited · 6
$6,495209,424 mi

Comparison: 6 similar vehicles

Houma, LA

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

Lockport, LA

UnscoredLimited · 6
$6,995202,543 mi

Comparison: 6 similar vehicles

Lockport, LA

2002 Ford F-250 Super Duty XLT

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

2002 Ford F-250 Super Duty XLT

Thibodaux, LA

UnscoredInsufficient · 0
$6,995116,689 mi

Thibodaux, LA

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

Houma, LA

UnscoredInsufficient · 3
$7,495Mileage not verified

Comparison: 3 similar vehicles

Houma, LA

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Houma, LA

UnscoredInsufficient · 0
$7,495141,888 mi

Houma, LA

2012 Ford F-150 FX2

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

2012 Ford F-150 FX2

Baton Rouge, LA

UnscoredInsufficient · 0
$7,971311,788 mi

Baton Rouge, LA

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

Houma, LA

UnscoredModerate · 22
$7,989224,758 mi

Comparison: 22 similar vehicles

Houma, LA

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

New Iberia, LA

UnscoredModerate · 44
$7,990177,044 mi

Comparison: 44 similar vehicles

New Iberia, LA

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Houma, LA

UnscoredLimited · 10
$7,995159,418 mi

Comparison: 10 similar vehicles

Houma, LA

2012 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2012 Chevrolet Silverado 3500 Chassis Cab Work Truck

Houma, LA

UnscoredInsufficient · 0
$7,995310,907 mi

Houma, LA

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Houma, LA

UnscoredLimited · 5
$7,995212,040 mi

Comparison: 5 similar vehicles

Houma, LA

2000 Ford F-250 Super Duty LARIAT

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

2000 Ford F-250 Super Duty LARIAT

Houma, LA

UnscoredInsufficient · 0
$7,995236,565 mi

Houma, LA

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Houma, LA

UnscoredInsufficient · 4
$8,800265,590 mi

Comparison: 4 similar vehicles

Houma, LA

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Houma, LA

UnscoredInsufficient · 0
$8,900130,295 mi

Houma, LA

2006 Toyota Tacoma PreRunner

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

2006 Toyota Tacoma PreRunner

Baton Rouge, LA

UnscoredLimited · 8
$8,935343,597 mi

Comparison: 8 similar vehicles

Baton Rouge, LA

2011 GMC Sierra 1500 SLT

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

2011 GMC Sierra 1500 SLT

Houma, LA

UnscoredInsufficient · 0
$8,995232,893 mi

Houma, LA

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Houma, LA

UnscoredLimited · 9
$8,995205,516 mi

Comparison: 9 similar vehicles

Houma, LA

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Houma, LA

UnscoredInsufficient · 0
$8,995310,359 mi

Houma, LA

2000 GMC Sierra SL

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

2000 GMC Sierra SL

Houma, LA

UnscoredInsufficient · 0
$8,995254,217 mi

Houma, LA

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Houma, LA

UnscoredInsufficient · 0
$9,495191,737 mi

Houma, LA

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

Baton Rouge, LA

UnscoredLimited · 8
$9,669221,181 mi

Comparison: 8 similar vehicles

Baton Rouge, LA

2015 Chevrolet Colorado Work Truck

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

2015 Chevrolet Colorado Work Truck

Houma, LA

UnscoredInsufficient · 4
$9,699289,731 mi

Comparison: 4 similar vehicles

Houma, 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

Houma, LA

UnscoredInsufficient · 4
$9,995193,931 mi

Comparison: 4 similar vehicles

Houma, LA

2010 RAM 1500 Pickup Laramie

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

2010 RAM 1500 Pickup Laramie

Houma, LA

UnscoredInsufficient · 0
$9,995212,336 mi

Houma, LA

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

Houma, LA

UnscoredLimited · 6
$9,995101,241 mi

Comparison: 6 similar vehicles

Houma, LA

2006 Dodge Ram 3500 Pickup ST

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

2006 Dodge Ram 3500 Pickup ST

Houma, LA

UnscoredInsufficient · 0
$9,995362,446 mi

Houma, LA

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Houma, LA

UnscoredLimited · 5
$10,295147,262 mi

Comparison: 5 similar vehicles

Houma, LA

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Gonzales, LA

UnscoredLimited · 10
$10,469248,500 mi

Comparison: 10 similar vehicles

Gonzales, LA

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

Houma, LA

UnscoredModerate · 23
$10,495204,541 mi

Comparison: 23 similar vehicles

Houma, LA

2009 Ford F-150 King Ranch

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

2009 Ford F-150 King Ranch

Houma, LA

UnscoredInsufficient · 0
$10,495191,218 mi

Houma, LA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

New Iberia, LA

UnscoredInsufficient · 3
$10,963135,637 mi

Comparison: 3 similar vehicles

New Iberia, LA

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Houma, LA

UnscoredInsufficient · 4
$10,995195,665 mi

Comparison: 4 similar vehicles

Houma, LA

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Houma, LA

UnscoredLimited · 10
$10,995230,054 mi

Comparison: 10 similar vehicles

Houma, LA

2009 Ford Ranger XLT

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

2009 Ford Ranger XLT

New Iberia, LA

UnscoredInsufficient · 0
$10,995140,844 mi

New Iberia, LA

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Houma, LA

UnscoredInsufficient · 3
$10,995126,403 mi

Comparison: 3 similar vehicles

Houma, LA

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Houma, LA

UnscoredLimited · 6
$11,000124,342 mi

Comparison: 6 similar vehicles

Houma, LA

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Gonzales, LA

OverpricedLimited · 18
$11,416165,850 mi

Market: $7,575 – $8,997

Comparison: 18 similar vehicles

Priced ~27% above the typical market range for similar vehicles (based on current market benchmarks)

Gonzales, LA

2015 Nissan Frontier S

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

2015 Nissan Frontier S

Thibodaux, LA

UnscoredInsufficient · 0
$11,990169,955 mi

Thibodaux, LA

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

Houma, LA

UnscoredLimited · 6
$11,995188,408 mi

Comparison: 6 similar vehicles

Houma, 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

Houma, LA

UnscoredLimited · 13
$11,995207,514 mi

Comparison: 13 similar vehicles

Houma, LA

2011 Chevrolet Avalanche LTZ

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

2011 Chevrolet Avalanche LTZ

Houma, LA

UnscoredLimited · 6
$11,995234,563 mi

Comparison: 6 similar vehicles

Houma, 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

Morgan City, LA

UnscoredLimited · 8
$12,395146,701 mi

Comparison: 8 similar vehicles

Morgan City, 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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