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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

3,360 listings found

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Sheridan, WY

UnscoredInsufficient · 0
$3,800254,445 mi

Sheridan, WY

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Sheridan, WY

UnscoredInsufficient · 0
$3,800241,841 mi

Sheridan, WY

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Sheridan, WY

UnscoredInsufficient · 0
$3,950183,514 mi

Sheridan, WY

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Laramie, WY

UnscoredInsufficient · 0
$3,995219,668 mi

Laramie, WY

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Buffalo, WY

UnscoredInsufficient · 0
$3,995203,000 mi

Buffalo, WY

2002 Lexus RX 300

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

2002 Lexus RX 300

Worland, WY

UnscoredInsufficient · 0
$3,995147,000 mi

Worland, WY

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Worland, WY

UnscoredInsufficient · 0
$4,000257,000 mi

Worland, WY

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Casper, WY

UnscoredInsufficient · 0
$4,000155,621 mi

Casper, WY

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

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Casper, WY

UnscoredInsufficient · 0
$4,500208,512 mi

Casper, WY

2011 Volvo XC90 3.2

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

2011 Volvo XC90 3.2

Casper, WY

UnscoredInsufficient · 0
$4,599192,647 mi

Casper, WY

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Cheyenne, WY

UnscoredInsufficient · 0
$4,689Mileage not verified

Cheyenne, WY

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Gillette, WY

UnscoredInsufficient · 0
$4,800162,000 mi

Gillette, WY

2009 Toyota Venza Base

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

2009 Toyota Venza Base

Laramie, WY

UnscoredInsufficient · 0
$4,900236,483 mi

Laramie, WY

2005 Volkswagen Touareg V6

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

2005 Volkswagen Touareg V6

Casper, WY

UnscoredInsufficient · 0
$4,900155,420 mi

Casper, WY

2006 Chevrolet Suburban LS

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

2006 Chevrolet Suburban LS

Laramie, WY

UnscoredInsufficient · 0
$4,938263,575 mi

Laramie, WY

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Cheyenne, WY

UnscoredInsufficient · 0
$4,988160,803 mi

Cheyenne, WY

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Laramie, WY

UnscoredInsufficient · 0
$4,995164,040 mi

Laramie, WY

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

Cheyenne, WY

UnscoredInsufficient · 3
$4,995240,882 mi

Comparison: 3 similar vehicles

Cheyenne, WY

2010 Ford Expedition Eddie Bauer

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

2010 Ford Expedition Eddie Bauer

Casper, WY

UnscoredInsufficient · 0
$4,999248,026 mi

Casper, WY

2001 Nissan Xterra SE

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

2001 Nissan Xterra SE

Buffalo, WY

UnscoredInsufficient · 0
$4,999189,211 mi

Buffalo, WY

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Worland, WY

UnscoredInsufficient · 0
$5,000188,500 mi

Worland, WY

2006 Jeep Liberty Limited

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

2006 Jeep Liberty Limited

Jackson, WY

UnscoredInsufficient · 0
$5,352186,182 mi

Jackson, WY

2004 Toyota 4Runner Sport

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

2004 Toyota 4Runner Sport

Sheridan, WY

UnscoredInsufficient · 0
$5,500312,000 mi

Sheridan, WY

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Casper, WY

UnscoredInsufficient · 0
$5,555209,854 mi

Casper, WY

2007 Lexus RX 350

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

2007 Lexus RX 350

Sheridan, WY

UnscoredInsufficient · 0
$5,800249,839 mi

Sheridan, WY

2007 Lexus RX 400h

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

2007 Lexus RX 400h

Sheridan, WY

UnscoredInsufficient · 0
$5,800226,426 mi

Sheridan, WY

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Cheyenne, WY

UnscoredInsufficient · 0
$5,884147,370 mi

Cheyenne, WY

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Sheridan, WY

UnscoredInsufficient · 0
$5,899151,529 mi

Sheridan, WY

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Casper, WY

UnscoredInsufficient · 0
$5,900208,987 mi

Casper, WY

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Worland, WY

UnscoredInsufficient · 0
$5,900155,000 mi

Worland, WY

2005 GMC Yukon SLE

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

2005 GMC Yukon SLE

Newcastle, WY

UnscoredInsufficient · 0
$5,900249,391 mi

Newcastle, WY

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Laramie, WY

UnscoredInsufficient · 0
$5,987164,539 mi

Laramie, WY

2016 Dodge Journey SXT

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

2016 Dodge Journey SXT

Worland, WY

UnscoredInsufficient · 0
$5,995201,000 mi

Worland, WY

2015 Dodge Journey R/T

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

2015 Dodge Journey R/T

Worland, WY

UnscoredInsufficient · 0
$5,995156,000 mi

Worland, WY

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Laramie, WY

UnscoredInsufficient · 3
$5,995176,368 mi

Comparison: 3 similar vehicles

Laramie, WY

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Pinedale, WY

UnscoredInsufficient · 0
$5,995126,495 mi

Pinedale, WY

2006 Jeep Commander Base

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

2006 Jeep Commander Base

Worland, WY

UnscoredInsufficient · 0
$5,995165,000 mi

Worland, WY

2010 Toyota RAV4 Limited

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

2010 Toyota RAV4 Limited

Casper, WY

UnscoredInsufficient · 0
$5,999242,739 mi

Casper, WY

2014 GMC Acadia Denali

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

2014 GMC Acadia Denali

Rawlins, WY

UnscoredLimited · 7
$6,000184,917 mi

Comparison: 7 similar vehicles

Rawlins, WY

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Cheyenne, WY

UnscoredLimited · 10
$6,488188,259 mi

Comparison: 10 similar vehicles

Cheyenne, WY

2010 Volvo XC90 3.2

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

2010 Volvo XC90 3.2

Cheyenne, WY

UnscoredInsufficient · 0
$6,488125,716 mi

Cheyenne, WY

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Laramie, WY

UnscoredLimited · 16
$6,495144,017 mi

Comparison: 16 similar vehicles

Laramie, WY

2016 Ford Expedition XLT

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

2016 Ford Expedition XLT

Worland, WY

UnscoredInsufficient · 0
$6,500401,000 mi

Worland, WY

2015 Ford Edge SE

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

2015 Ford Edge SE

Casper, WY

UnscoredInsufficient · 0
$6,500179,315 mi

Casper, WY

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Sheridan, WY

UnscoredInsufficient · 0
$6,500196,026 mi

Sheridan, WY

2000 Toyota Land Cruiser Base

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

2000 Toyota Land Cruiser Base

Sheridan, WY

UnscoredInsufficient · 0
$6,500231,663 mi

Sheridan, WY

No Photo

2013 BMW X5 xDrive50i

Rock Springs, WY

UnscoredInsufficient · 0
$6,589152,260 mi

Rock Springs, WY

No Photo

2011 Ford Escape XLT

Casper, WY

UnscoredInsufficient · 0
$6,900102,138 mi

Casper, WY

2011 Toyota Highlander Limited Hybrid

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

2011 Toyota Highlander Limited Hybrid

Sheridan, WY

UnscoredInsufficient · 0
$6,900243,430 mi

Sheridan, WY

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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