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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

2,394 listings found

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Bismarck, ND

UnscoredInsufficient · 0
$2,899269,049 mi

Bismarck, ND

2001 Ford Windstar SE

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

2001 Ford Windstar SE

Bismarck, ND

UnscoredInsufficient · 0
$2,900151,352 mi

Bismarck, ND

2005 Cadillac Escalade ESV Base

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

2005 Cadillac Escalade ESV Base

Bismarck, ND

UnscoredInsufficient · 0
$3,389266,639 mi

Bismarck, ND

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

Bismarck, ND

UnscoredInsufficient · 0
$3,399167,090 mi

Bismarck, ND

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

Bismarck, ND

UnscoredInsufficient · 0
$3,649180,015 mi

Bismarck, ND

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Bismarck, ND

UnscoredInsufficient · 3
$3,889206,228 mi

Comparison: 3 similar vehicles

Bismarck, ND

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Bismarck, ND

UnscoredInsufficient · 0
$3,899189,767 mi

Bismarck, ND

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Bismarck, ND

UnscoredInsufficient · 0
$3,899165,269 mi

Bismarck, ND

2002 Chrysler PT Cruiser Touring Edition

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

2002 Chrysler PT Cruiser Touring Edition

Bismarck, ND

UnscoredInsufficient · 0
$3,900145,204 mi

Bismarck, ND

2010 Hyundai Santa Fe Limited

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

2010 Hyundai Santa Fe Limited

Bismarck, ND

UnscoredInsufficient · 0
$4,000213,537 mi

Bismarck, ND

2000 Buick LeSabre LIMITED

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

2000 Buick LeSabre LIMITED

Bismarck, ND

UnscoredInsufficient · 0
$4,089141,604 mi

Bismarck, ND

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Bismarck, ND

UnscoredInsufficient · 0
$4,199188,943 mi

Bismarck, ND

2012 Kia Soul Base

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

2012 Kia Soul Base

Bismarck, ND

UnscoredInsufficient · 3
$4,389162,454 mi

Comparison: 3 similar vehicles

Bismarck, ND

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Bismarck, ND

UnscoredInsufficient · 0
$4,399179,249 mi

Bismarck, ND

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bismarck, ND

UnscoredInsufficient · 3
$4,399188,164 mi

Comparison: 3 similar vehicles

Bismarck, ND

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Bismarck, ND

UnscoredInsufficient · 0
$4,399196,520 mi

Bismarck, ND

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Bismarck, ND

Salvage title
$4,889146,355 mi

Bismarck, ND

2005 Jeep Liberty Limited

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

2005 Jeep Liberty Limited

Bismarck, ND

UnscoredInsufficient · 0
$4,889178,641 mi

Bismarck, ND

2014 Chevrolet Tahoe LT

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

2014 Chevrolet Tahoe LT

Bismarck, ND

UnscoredInsufficient · 0
$4,899224,963 mi

Bismarck, ND

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Bismarck, ND

UnscoredInsufficient · 0
$4,899188,374 mi

Bismarck, ND

2012 Nissan Murano S

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

2012 Nissan Murano S

Bismarck, ND

UnscoredInsufficient · 0
$4,899191,935 mi

Bismarck, ND

2010 Chrysler Town & Country Limited

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

2010 Chrysler Town & Country Limited

Bismarck, ND

UnscoredInsufficient · 0
$4,900157,690 mi

Bismarck, ND

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Bismarck, ND

UnscoredInsufficient · 0
$4,999190,222 mi

Bismarck, ND

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Bismarck, ND

UnscoredInsufficient · 0
$4,999150,000 mi

Bismarck, ND

2002 Chrysler Sebring LXI

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

2002 Chrysler Sebring LXI

Bismarck, ND

UnscoredInsufficient · 0
$4,999121,525 mi

Bismarck, ND

1993 Chevrolet Camaro

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

1993 Chevrolet Camaro

Bismarck, ND

UnscoredInsufficient · 0
$4,999150,158 mi

Bismarck, ND

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Bismarck, ND

UnscoredInsufficient · 0
$5,149155,933 mi

Bismarck, ND

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Bismarck, ND

UnscoredInsufficient · 0
$5,199180,387 mi

Bismarck, ND

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

Bismarck, ND

UnscoredInsufficient · 0
$5,199146,045 mi

Bismarck, ND

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Bismarck, ND

UnscoredInsufficient · 0
$5,199104,159 mi

Bismarck, ND

2012 Toyota Highlander Base

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

2012 Toyota Highlander Base

Bismarck, ND

UnscoredInsufficient · 0
$5,389267,970 mi

Bismarck, ND

2015 Ford Fusion Titanium

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

2015 Ford Fusion Titanium

Bismarck, ND

UnscoredInsufficient · 0
$5,399184,145 mi

Bismarck, ND

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Bismarck, ND

UnscoredInsufficient · 0
$5,399236,641 mi

Bismarck, ND

2012 Volkswagen Golf Base

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

2012 Volkswagen Golf Base

Bismarck, ND

UnscoredInsufficient · 0
$5,89993,059 mi

Bismarck, ND

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Bismarck, ND

UnscoredInsufficient · 0
$5,999202,125 mi

Bismarck, ND

2008 Pontiac G6 GXP

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

2008 Pontiac G6 GXP

Bismarck, ND

UnscoredInsufficient · 0
$5,999156,064 mi

Bismarck, ND

2018 Nissan Pathfinder SV

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

2018 Nissan Pathfinder SV

Bismarck, ND

UnscoredInsufficient · 0
$6,199174,432 mi

Bismarck, ND

2011 Jeep Grand Cherokee Limited

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

2011 Jeep Grand Cherokee Limited

Bismarck, ND

UnscoredInsufficient · 0
$6,199169,122 mi

Bismarck, ND

2016 Chrysler 300 S

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

2016 Chrysler 300 S

Bismarck, ND

UnscoredInsufficient · 0
$6,399161,618 mi

Bismarck, ND

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Bismarck, ND

Unscored
$6,399165,954 mi

Comparison: 12 similar vehicles

Bismarck, ND

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Bismarck, ND

UnscoredInsufficient · 0
$6,399210,474 mi

Bismarck, ND

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Bismarck, ND

UnscoredInsufficient · 0
$6,399174,410 mi

Bismarck, ND

2012 Honda Odyssey Touring

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

2012 Honda Odyssey Touring

Bismarck, ND

UnscoredInsufficient · 0
$6,399205,104 mi

Bismarck, ND

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Bismarck, ND

UnscoredInsufficient · 0
$6,399164,478 mi

Bismarck, ND

2011 Land Rover Range Rover Supercharged

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

2011 Land Rover Range Rover Supercharged

Bismarck, ND

UnscoredInsufficient · 0
$6,399118,962 mi

Bismarck, ND

2007 Mercury Mountaineer Premier

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

2007 Mercury Mountaineer Premier

Bismarck, ND

UnscoredInsufficient · 0
$6,399152,993 mi

Bismarck, ND

1998 Mercedes-Benz SLK Base

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

1998 Mercedes-Benz SLK Base

Bismarck, ND

UnscoredInsufficient · 0
$6,39945,686 mi

Bismarck, ND

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Bismarck, ND

Unscored
$6,999113,000 mi

Comparison: 5 similar vehicles

Bismarck, ND

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

Bismarck, ND

UnscoredInsufficient · 3
$6,999244,696 mi

Comparison: 3 similar vehicles

Bismarck, ND

2002 Ford F-150

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

2002 Ford F-150

Bismarck, ND

UnscoredInsufficient · 0
$6,999217,020 mi

Bismarck, ND

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.
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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