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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

27,138 listings found

2012 Nissan JUKE SL

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

2012 Nissan JUKE SL

Elko, NV

UnscoredInsufficient · 0
$2,299143,726 mi

Elko, NV

2002 Nissan Xterra SE

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

2002 Nissan Xterra SE

Henderson, NV

UnscoredInsufficient · 0
$2,496248,000 mi

Henderson, NV

2007 Toyota RAV4 Sport

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

2007 Toyota RAV4 Sport

Las Vegas, NV

UnscoredInsufficient · 3
$2,800344,294 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2000 Kia Sportage 4 door Sportage EX

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

2000 Kia Sportage 4 door Sportage EX

Carson City, NV

UnscoredInsufficient · 0
$2,874198,341 mi

Carson City, NV

2008 Kia Sportage LX

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

2008 Kia Sportage LX

Las Vegas, NV

UnscoredInsufficient · 0
$2,900185,677 mi

Las Vegas, NV

2007 Mercury Mariner Luxury FWD

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

2007 Mercury Mariner Luxury FWD

Las Vegas, NV

UnscoredInsufficient · 0
$3,300144,051 mi

Las Vegas, NV

2006 BMW X5 3.0i

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

2006 BMW X5 3.0i

Las Vegas, NV

UnscoredInsufficient · 0
$3,400169,621 mi

Las Vegas, NV

2001 Nissan Xterra SE

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

2001 Nissan Xterra SE

Las Vegas, NV

UnscoredInsufficient · 0
$3,447242,874 mi

Las Vegas, NV

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Reno, NV

UnscoredInsufficient · 0
$3,500209,100 mi

Reno, NV

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Las Vegas, NV

UnscoredInsufficient · 4
$3,63399,749 mi

Comparison: 4 similar vehicles

Las Vegas, NV

2002 Toyota Highlander Limited

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

2002 Toyota Highlander Limited

Carson City, NV

UnscoredInsufficient · 3
$3,777236,519 mi

Comparison: 3 similar vehicles

Carson City, NV

2011 Volkswagen Touareg Sport

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

2011 Volkswagen Touareg Sport

Henderson, NV

UnscoredInsufficient · 0
$3,990106,000 mi

Henderson, NV

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Las Vegas, NV

UnscoredInsufficient · 3
$3,995206,335 mi

Comparison: 3 similar vehicles

Las Vegas, NV

1999 Ford Expedition XLT

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

1999 Ford Expedition XLT

Las Vegas, NV

UnscoredInsufficient · 0
$3,995161,234 mi

Las Vegas, NV

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Elko, NV

UnscoredInsufficient · 0
$3,999191,609 mi

Elko, NV

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Las Vegas, NV

UnscoredInsufficient · 0
$3,999199,007 mi

Las Vegas, NV

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Las Vegas, NV

UnscoredInsufficient · 0
$4,000287,541 mi

Las Vegas, NV

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Las Vegas, NV

UnscoredLimited · 8
$4,350195,084 mi

Comparison: 8 similar vehicles

Las Vegas, NV

2009 Nissan Pathfinder SE

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

2009 Nissan Pathfinder SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,452213,409 mi

Las Vegas, NV

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Las Vegas, NV

UnscoredInsufficient · 0
$4,499189,529 mi

Las Vegas, NV

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Las Vegas, NV

UnscoredInsufficient · 0
$4,500156,373 mi

Las Vegas, NV

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Fallon, NV

UnscoredInsufficient · 4
$4,500282,000 mi

Comparison: 4 similar vehicles

Fallon, NV

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

Las Vegas, NV

UnscoredInsufficient · 0
$4,500181,900 mi

Las Vegas, NV

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Las Vegas, NV

UnscoredInsufficient · 0
$4,575173,741 mi

Las Vegas, NV

2013 Buick Enclave Premium

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

2013 Buick Enclave Premium

Elko, NV

UnscoredInsufficient · 0
$4,599160,654 mi

Elko, NV

2005 GMC Yukon SLE

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

2005 GMC Yukon SLE

Las Vegas, NV

UnscoredInsufficient · 0
$4,680Mileage not verified

Las Vegas, NV

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Las Vegas, NV

UnscoredInsufficient · 0
$4,690303,000 mi

Las Vegas, NV

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Las Vegas, NV

UnscoredLimited · 5
$4,690239,475 mi

Comparison: 5 similar vehicles

Las Vegas, NV

2009 Hyundai Santa Fe SE

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

2009 Hyundai Santa Fe SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,695161,545 mi

Las Vegas, NV

2005 Mercedes-Benz M-Class ML350

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

2005 Mercedes-Benz M-Class ML350

Las Vegas, NV

UnscoredInsufficient · 0
$4,699161,722 mi

Las Vegas, NV

2003 Chevrolet TrailBlazer LS

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

2003 Chevrolet TrailBlazer LS

Elko, NV

UnscoredInsufficient · 0
$4,79958,345 mi

Elko, NV

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Carson City, NV

UnscoredInsufficient · 0
$4,823216,181 mi

Carson City, NV

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Sparks, NV

UnscoredInsufficient · 0
$4,826180,745 mi

Sparks, NV

2005 Dodge Durango Limited

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

2005 Dodge Durango Limited

Carson City, NV

UnscoredInsufficient · 0
$4,862202,314 mi

Carson City, NV

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Las Vegas, NV

UnscoredLimited · 5
$4,900178,106 mi

Comparison: 5 similar vehicles

Las Vegas, NV

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Sparks, NV

UnscoredLimited · 10
$4,950181,652 mi

Comparison: 10 similar vehicles

Sparks, NV

2007 Land Rover Range Rover Sport HSE

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

2007 Land Rover Range Rover Sport HSE

Reno, NV

UnscoredInsufficient · 0
$4,950159,950 mi

Reno, NV

2013 Nissan JUKE SL

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

2013 Nissan JUKE SL

Las Vegas, NV

UnscoredInsufficient · 0
$4,995114,732 mi

Las Vegas, NV

2010 Ford Escape XLS

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

2010 Ford Escape XLS

Carson City, NV

UnscoredInsufficient · 0
$4,995171,188 mi

Carson City, NV

2010 Volkswagen Tiguan SE

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

2010 Volkswagen Tiguan SE

Pahrump, NV

UnscoredInsufficient · 0
$4,995130,782 mi

Pahrump, NV

2009 Chevrolet TrailBlazer 1LT

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

2009 Chevrolet TrailBlazer 1LT

Las Vegas, NV

UnscoredInsufficient · 0
$4,995231,800 mi

Las Vegas, NV

2008 GMC Envoy SLE

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

2008 GMC Envoy SLE

Las Vegas, NV

UnscoredInsufficient · 0
$4,995192,000 mi

Las Vegas, NV

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Las Vegas, NV

UnscoredInsufficient · 0
$4,995206,129 mi

Las Vegas, NV

2006 Jeep Commander Base

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

2006 Jeep Commander Base

Las Vegas, NV

UnscoredInsufficient · 0
$4,995195,700 mi

Las Vegas, NV

2006 Mercury Mariner Hybrid

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

2006 Mercury Mariner Hybrid

Las Vegas, NV

UnscoredInsufficient · 0
$4,995147,544 mi

Las Vegas, NV

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Reno, NV

UnscoredInsufficient · 0
$4,995205,573 mi

Reno, NV

2005 Lexus RX 330

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

2005 Lexus RX 330

Las Vegas, NV

UnscoredInsufficient · 3
$4,995234,500 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Las Vegas, NV

UnscoredInsufficient · 0
$4,995191,224 mi

Las Vegas, NV

2003 Dodge Durango SXT

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

2003 Dodge Durango SXT

Las Vegas, NV

UnscoredInsufficient · 0
$4,995141,783 mi

Las Vegas, NV

2003 Ford Expedition XLT Popular

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

2003 Ford Expedition XLT Popular

Las Vegas, NV

UnscoredInsufficient · 0
$4,995231,761 mi

Las Vegas, NV

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 manage their profile, 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, exports, and enhanced merchandising.
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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