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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

5,777 listings found

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

Las Vegas, NV

UnscoredInsufficient · 0
$3,200205,878 mi

Las Vegas, NV

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Las Vegas, NV

UnscoredInsufficient · 0
$4,199245,000 mi

Las Vegas, NV

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Las Vegas, NV

UnscoredInsufficient · 0
$4,975381,525 mi

Las Vegas, NV

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Las Vegas, NV

UnscoredInsufficient · 0
$4,995266,139 mi

Las Vegas, NV

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

Las Vegas, NV

UnscoredLimited · 5
$5,490214,367 mi

Comparison: 5 similar vehicles

Las Vegas, NV

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Las Vegas, NV

UnscoredInsufficient · 0
$5,900138,981 mi

Las Vegas, NV

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Las Vegas, NV

UnscoredInsufficient · 0
$5,995174,932 mi

Las Vegas, NV

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Las Vegas, NV

UnscoredInsufficient · 0
$5,995163,328 mi

Las Vegas, NV

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Las Vegas, NV

UnscoredInsufficient · 0
$6,500Mileage not verified

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 0
$6,556196,243 mi

Las Vegas, NV

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Las Vegas, NV

UnscoredInsufficient · 3
$6,790249,214 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Las Vegas, NV

UnscoredInsufficient · 0
$6,950184,826 mi

Las Vegas, NV

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Las Vegas, NV

UnscoredInsufficient · 3
$6,990273,893 mi

Comparison: 3 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredLimited · 9
$6,995175,764 mi

Comparison: 9 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredLimited · 5
$6,995235,900 mi

Comparison: 5 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 3
$6,995211,440 mi

Comparison: 3 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 3
$6,995236,000 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2000 Ford F-150 LARIAT

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

2000 Ford F-150 LARIAT

Las Vegas, NV

UnscoredInsufficient · 0
$6,995135,880 mi

Las Vegas, NV

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Las Vegas, NV

UnscoredInsufficient · 0
$6,995161,601 mi

Las Vegas, NV

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Las Vegas, NV

UnscoredInsufficient · 0
$6,99591,291 mi

Las Vegas, NV

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Las Vegas, NV

UnscoredInsufficient · 0
$7,495147,491 mi

Las Vegas, NV

2006 Nissan Frontier Nismo

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

2006 Nissan Frontier Nismo

Las Vegas, NV

UnscoredInsufficient · 0
$7,499151,163 mi

Las Vegas, NV

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Las Vegas, NV

UnscoredInsufficient · 0
$7,925244,000 mi

Las Vegas, NV

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Las Vegas, NV

UnscoredInsufficient · 0
$7,995169,188 mi

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 0
$7,995149,000 mi

Las Vegas, NV

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Las Vegas, NV

UnscoredInsufficient · 0
$7,995201,337 mi

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 3
$7,995183,897 mi

Comparison: 3 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 3
$7,999306,366 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Las Vegas, NV

UnscoredInsufficient · 0
$8,494213,634 mi

Las Vegas, NV

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Las Vegas, NV

UnscoredInsufficient · 0
$8,500199,494 mi

Las Vegas, NV

2012 Cadillac Escalade EXT Luxury

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

2012 Cadillac Escalade EXT Luxury

Henderson, NV

UnscoredInsufficient · 0
$8,640198,089 mi

Henderson, NV

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

Las Vegas, NV

UnscoredInsufficient · 0
$8,649109,282 mi

Las Vegas, NV

2006 Dodge Ram 1500 Pickup Laramie

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

2006 Dodge Ram 1500 Pickup Laramie

Las Vegas, NV

UnscoredInsufficient · 0
$8,773134,796 mi

Las Vegas, NV

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Las Vegas, NV

UnscoredInsufficient · 0
$8,773130,161 mi

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 4
$8,995120,681 mi

Comparison: 4 similar vehicles

Las Vegas, NV

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Las Vegas, NV

UnscoredInsufficient · 0
$8,995111,677 mi

Las Vegas, NV

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Las Vegas, NV

UnscoredInsufficient · 0
$8,995161,701 mi

Las Vegas, NV

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Las Vegas, NV

UnscoredInsufficient · 0
$8,995172,610 mi

Las Vegas, NV

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Las Vegas, NV

UnscoredInsufficient · 0
$8,995150,615 mi

Las Vegas, NV

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Las Vegas, NV

UnscoredInsufficient · 0
$8,995143,732 mi

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 0
$8,995134,785 mi

Las Vegas, NV

2003 Subaru Baja Base

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

2003 Subaru Baja Base

Las Vegas, NV

UnscoredInsufficient · 0
$8,995161,849 mi

Las Vegas, NV

2007 Honda Ridgeline RT

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

2007 Honda Ridgeline RT

North Las Vegas, NV

UnscoredInsufficient · 0
$8,999252,214 mi

North Las Vegas, NV

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Pahrump, NV

UnscoredInsufficient · 0
$8,999243,669 mi

Pahrump, NV

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

North Las Vegas, NV

UnscoredInsufficient · 3
$8,999248,110 mi

Comparison: 3 similar vehicles

North Las Vegas, NV

2016 RAM 1500 Pickup Express

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

2016 RAM 1500 Pickup Express

Las Vegas, NV

UnscoredLimited · 6
$9,300204,539 mi

Comparison: 6 similar vehicles

Las Vegas, NV

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

Las Vegas, NV

UnscoredLimited · 8
$9,393171,314 mi

Comparison: 8 similar vehicles

Las Vegas, NV

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Las Vegas, NV

UnscoredInsufficient · 0
$9,452155,379 mi

Las Vegas, NV

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Las Vegas, NV

UnscoredInsufficient · 3
$9,494165,737 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2005 Chevrolet Silverado 2500HD Work

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

2005 Chevrolet Silverado 2500HD Work

North Las Vegas, NV

UnscoredInsufficient · 0
$9,499115,750 mi

North Las Vegas, NV

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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