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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

644 listings found

2000 Subaru Outback

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

2000 Subaru Outback

Gering, NE

UnscoredInsufficient · 0
$2,900169,686 mi

Gering, NE

1997 Lexus ES 300

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

1997 Lexus ES 300

Gering, NE

UnscoredInsufficient · 0
$3,000199,359 mi

Gering, NE

2004 Mercury Mountaineer Premier

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

2004 Mercury Mountaineer Premier

Scottsbluff, NE

UnscoredInsufficient · 0
$3,200214,000 mi

Scottsbluff, NE

2010 Ford Edge SE

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

2010 Ford Edge SE

Scottsbluff, NE

UnscoredInsufficient · 0
$3,600198,000 mi

Scottsbluff, NE

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Torrington, WY

UnscoredInsufficient · 0
$3,888239,364 mi

Torrington, WY

2004 Ford Explorer Limited

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

2004 Ford Explorer Limited

Gering, NE

UnscoredInsufficient · 0
$4,000185,901 mi

Gering, NE

1999 Honda CR-V EX

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

1999 Honda CR-V EX

Gering, NE

UnscoredInsufficient · 0
$4,200241,633 mi

Gering, NE

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Torrington, WY

UnscoredInsufficient · 0
$4,499283,895 mi

Torrington, WY

2004 Buick Park Avenue Base

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

2004 Buick Park Avenue Base

Gering, NE

UnscoredInsufficient · 0
$4,500147,354 mi

Gering, NE

2003 Chevrolet TrailBlazer LS

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

2003 Chevrolet TrailBlazer LS

Mitchell, NE

UnscoredInsufficient · 0
$4,500162,976 mi

Mitchell, NE

1995 Lexus ES

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

1995 Lexus ES

Gering, NE

UnscoredInsufficient · 0
$4,500143,575 mi

Gering, NE

2011 Mitsubishi Outlander Sport SE

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

2011 Mitsubishi Outlander Sport SE

Scottsbluff, NE

UnscoredInsufficient · 0
$4,600200,000 mi

Scottsbluff, NE

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Torrington, WY

UnscoredInsufficient · 3
$4,888153,082 mi

Comparison: 3 similar vehicles

Torrington, WY

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Gering, NE

UnscoredInsufficient · 0
$4,900115,558 mi

Gering, NE

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Gering, NE

UnscoredInsufficient · 3
$4,900150,286 mi

Comparison: 3 similar vehicles

Gering, NE

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Gering, NE

UnscoredInsufficient · 0
$4,900196,939 mi

Gering, NE

2013 Dodge Dart SE

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

2013 Dodge Dart SE

Scottsbluff, NE

UnscoredInsufficient · 0
$4,995107,500 mi

Scottsbluff, NE

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Scottsbluff, NE

UnscoredInsufficient · 0
$4,995159,000 mi

Scottsbluff, NE

1998 Ford Expedition XLT

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

1998 Ford Expedition XLT

Gering, NE

UnscoredInsufficient · 0
$4,999248,727 mi

Gering, NE

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Torrington, WY

UnscoredInsufficient · 0
$5,100181,985 mi

Torrington, WY

2010 Honda Accord LX

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

2010 Honda Accord LX

Gering, NE

UnscoredLimited · 6
$5,400207,901 mi

Comparison: 6 similar vehicles

Gering, NE

2006 Acura TL Base

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

2006 Acura TL Base

Gering, NE

UnscoredInsufficient · 0
$5,500180,280 mi

Gering, NE

2004 Lincoln Town Car Signature

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

2004 Lincoln Town Car Signature

Gering, NE

UnscoredInsufficient · 0
$5,500111,346 mi

Gering, NE

2003 Toyota Avalon XLS

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

2003 Toyota Avalon XLS

Gering, NE

UnscoredInsufficient · 0
$5,500134,205 mi

Gering, NE

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Scottsbluff, NE

UnscoredLimited · 8
$5,995152,436 mi

Comparison: 8 similar vehicles

Scottsbluff, NE

2002 Jeep Liberty Sport

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

2002 Jeep Liberty Sport

Scottsbluff, NE

UnscoredInsufficient · 0
$5,995130,900 mi

Scottsbluff, NE

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Gering, NE

UnscoredInsufficient · 0
$6,000251,913 mi

Gering, NE

2014 Chrysler Town & Country Touring-L

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

2014 Chrysler Town & Country Touring-L

Torrington, WY

UnscoredInsufficient · 0
$6,188166,751 mi

Torrington, WY

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

Torrington, WY

UnscoredLimited · 5
$6,495214,155 mi

Comparison: 5 similar vehicles

Torrington, WY

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Gering, NE

UnscoredInsufficient · 3
$6,500133,018 mi

Comparison: 3 similar vehicles

Gering, NE

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Torrington, WY

UnscoredInsufficient · 0
$6,695123,340 mi

Torrington, WY

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Scottsbluff, NE

UnscoredLimited · 6
$6,80092,097 mi

Comparison: 6 similar vehicles

Scottsbluff, NE

1999 GMC Suburban SL

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

1999 GMC Suburban SL

Gering, NE

UnscoredInsufficient · 0
$6,900203,188 mi

Gering, NE

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Scottsbluff, NE

UnscoredInsufficient · 3
$7,23886,000 mi

Comparison: 3 similar vehicles

Scottsbluff, NE

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Gering, NE

UnscoredLimited · 12
$7,300169,282 mi

Comparison: 12 similar vehicles

Gering, NE

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Torrington, WY

UnscoredInsufficient · 0
$7,49595,371 mi

Torrington, WY

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Gering, NE

UnscoredInsufficient · 0
$7,50099,446 mi

Gering, NE

2008 GMC Yukon XL

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

2008 GMC Yukon XL

Gering, NE

UnscoredInsufficient · 0
$7,500203,572 mi

Gering, NE

2018 Toyota RAV4 LE

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

2018 Toyota RAV4 LE

Scottsbluff, NE

UnscoredModerate · 24
$7,649183,847 mi

Comparison: 24 similar vehicles

Scottsbluff, NE

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Scottsbluff, NE

UnscoredInsufficient · 0
$7,900182,492 mi

Scottsbluff, NE

2012 Hyundai Veracruz Limited

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

2012 Hyundai Veracruz Limited

Gering, NE

UnscoredInsufficient · 0
$7,900166,242 mi

Gering, NE

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Gering, NE

UnscoredInsufficient · 0
$7,900180,843 mi

Gering, NE

2019 Dodge Journey Crossroad

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

2019 Dodge Journey Crossroad

Scottsbluff, NE

UnscoredLimited · 15
$7,975124,000 mi

Comparison: 15 similar vehicles

Scottsbluff, NE

2017 GMC Acadia Limited Base

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

2017 GMC Acadia Limited Base

Scottsbluff, NE

UnscoredLimited · 5
$7,995219,848 mi

Comparison: 5 similar vehicles

Scottsbluff, NE

2016 Chevrolet Malibu Limited 1LZ

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

2016 Chevrolet Malibu Limited 1LZ

Torrington, WY

UnscoredInsufficient · 0
$7,995177,823 mi

Torrington, WY

2011 Ford F-150 Platinum

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

2011 Ford F-150 Platinum

Torrington, WY

UnscoredLimited · 7
$7,998226,925 mi

Comparison: 7 similar vehicles

Torrington, WY

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

Scottsbluff, NE

UnscoredInsufficient · 0
$7,99984,516 mi

Scottsbluff, NE

2013 Kia Rio LX

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

2013 Kia Rio LX

Scottsbluff, NE

UnscoredInsufficient · 0
$7,999108,968 mi

Scottsbluff, NE

2011 Mazda MAZDA3 s Sport

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

2011 Mazda MAZDA3 s Sport

Scottsbluff, NE

UnscoredInsufficient · 0
$7,999114,045 mi

Scottsbluff, NE

2007 Nissan Xterra S

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

2007 Nissan Xterra S

Gering, NE

UnscoredInsufficient · 4
$7,999127,347 mi

Comparison: 4 similar vehicles

Gering, NE

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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