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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 21, 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

1,865 listings found

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Aitkin, MN

UnscoredInsufficient · 0
$2,349233,374 mi

Aitkin, MN

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Aitkin, MN

UnscoredLimited · 5
$2,349234,148 mi

Comparison: 5 similar vehicles

Aitkin, MN

2003 Mercedes-Benz M-Class ML500

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

2003 Mercedes-Benz M-Class ML500

Little Falls, MN

UnscoredInsufficient · 0
$2,950163,700 mi

Little Falls, MN

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Park Rapids, MN

UnscoredInsufficient · 0
$2,995201,389 mi

Park Rapids, MN

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Pequot Lakes, MN

UnscoredLimited · 6
$2,999215,483 mi

Comparison: 6 similar vehicles

Pequot Lakes, MN

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Brainerd, MN

UnscoredLimited · 6
$2,999201,977 mi

Comparison: 6 similar vehicles

Brainerd, MN

2002 Oldsmobile Bravada Base

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

2002 Oldsmobile Bravada Base

Menahga, MN

UnscoredInsufficient · 3
$3,495217,000 mi

Comparison: 3 similar vehicles

Menahga, MN

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Little Falls, MN

UnscoredInsufficient · 0
$3,900184,660 mi

Little Falls, MN

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Alexandria, MN

UnscoredInsufficient · 0
$3,995236,206 mi

Alexandria, MN

2009 Kia Borrego LX

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

2009 Kia Borrego LX

Park Rapids, MN

UnscoredInsufficient · 0
$3,995184,854 mi

Park Rapids, MN

No Photo

2004 Buick Rendezvous CX AWD

Nelson, MN

UnscoredInsufficient · 0
$3,995162,319 mi

Nelson, MN

2007 Toyota RAV4 Limited

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

2007 Toyota RAV4 Limited

Baxter, MN

UnscoredLimited · 7
$4,168283,365 mi

Comparison: 7 similar vehicles

Baxter, MN

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Little Falls, MN

UnscoredInsufficient · 0
$4,450179,645 mi

Little Falls, MN

2014 Ford Expedition Limited

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

2014 Ford Expedition Limited

Merrifield, MN

UnscoredLimited · 9
$4,495260,111 mi

Comparison: 9 similar vehicles

Merrifield, MN

2006 Jeep Liberty Renegade

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

2006 Jeep Liberty Renegade

Rice, MN

UnscoredInsufficient · 0
$4,500168,108 mi

Rice, MN

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Little Falls, MN

UnscoredModerate · 21
$4,850165,933 mi

Comparison: 21 similar vehicles

Little Falls, MN

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Alexandria, MN

UnscoredLimited · 9
$4,892180,062 mi

Comparison: 9 similar vehicles

Alexandria, MN

2013 Jeep Grand Cherokee Laredo X

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

2013 Jeep Grand Cherokee Laredo X

Little Falls, MN

UnscoredLimited · 8
$4,950220,884 mi

Comparison: 8 similar vehicles

Little Falls, MN

2004 Ford Excursion XLT

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

2004 Ford Excursion XLT

Wadena, MN

UnscoredInsufficient · 0
$4,990227,942 mi

Wadena, MN

2015 Ford Escape SE

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

2015 Ford Escape SE

Park Rapids, MN

UnscoredModerate · 34
$4,995156,892 mi

Comparison: 34 similar vehicles

Park Rapids, MN

2015 Buick Enclave Premium

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

2015 Buick Enclave Premium

Parkers Prairie, MN

UnscoredLimited · 12
$4,995233,000 mi

Comparison: 12 similar vehicles

Parkers Prairie, MN

2010 Jeep Commander Sport

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

2010 Jeep Commander Sport

Brainerd, MN

UnscoredInsufficient · 0
$4,995216,344 mi

Brainerd, MN

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Merrifield, MN

UnscoredInsufficient · 0
$4,995213,443 mi

Merrifield, MN

2008 Ford Expedition Limited

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

2008 Ford Expedition Limited

Brainerd, MN

UnscoredInsufficient · 0
$4,999218,909 mi

Brainerd, MN

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Brainerd, MN

UnscoredInsufficient · 0
$4,999205,616 mi

Brainerd, MN

2012 Honda Pilot EX-L

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

2012 Honda Pilot EX-L

Little Falls, MN

UnscoredLimited · 9
$5,200227,279 mi

Comparison: 9 similar vehicles

Little Falls, MN

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Pine River, MN

UnscoredLimited · 6
$5,250154,351 mi

Comparison: 6 similar vehicles

Pine River, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Little Falls, MN

UnscoredInsufficient · 3
$5,250148,639 mi

Comparison: 3 similar vehicles

Little Falls, MN

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Albany, MN

UnscoredLimited · 5
$5,340147,918 mi

Comparison: 5 similar vehicles

Albany, MN

2016 Nissan Rogue SL

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

2016 Nissan Rogue SL

Brainerd, MN

UnscoredLimited · 19
$5,345216,000 mi

Comparison: 19 similar vehicles

Brainerd, MN

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Pequot Lakes, MN

UnscoredModerate · 21
$5,599219,538 mi

Comparison: 21 similar vehicles

Pequot Lakes, MN

2016 GMC Terrain SLT

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

2016 GMC Terrain SLT

Saint Stephen, MN

UnscoredLimited · 5
$5,975240,429 mi

Comparison: 5 similar vehicles

Saint Stephen, MN

No Photo

2016 Jeep Patriot Sport

Nelson, MN

UnscoredModerate · 20
$5,995155,463 mi

Comparison: 20 similar vehicles

Nelson, MN

2016 Ford Escape SE

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

2016 Ford Escape SE

Park Rapids, MN

UnscoredRobust · 61
$5,995147,026 mi

Comparison: 61 similar vehicles

Park Rapids, MN

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Parkers Prairie, MN

UnscoredInsufficient · 4
$5,995152,580 mi

Comparison: 4 similar vehicles

Parkers Prairie, MN

2014 Nissan JUKE SL

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

2014 Nissan JUKE SL

Park Rapids, MN

UnscoredInsufficient · 0
$5,995133,289 mi

Park Rapids, MN

2012 Kia Sorento EX

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

2012 Kia Sorento EX

Park Rapids, MN

UnscoredInsufficient · 0
$5,995144,483 mi

Park Rapids, MN

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Brainerd, MN

UnscoredLimited · 5
$5,995176,351 mi

Comparison: 5 similar vehicles

Brainerd, MN

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Pequot Lakes, MN

UnscoredLimited · 14
$5,999189,453 mi

Comparison: 14 similar vehicles

Pequot Lakes, MN

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Pequot Lakes, MN

UnscoredInsufficient · 0
$5,999149,173 mi

Pequot Lakes, MN

2011 GMC Acadia Denali

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

2011 GMC Acadia Denali

Brainerd, MN

UnscoredLimited · 6
$5,999164,597 mi

Comparison: 6 similar vehicles

Brainerd, MN

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Rice, MN

UnscoredInsufficient · 0
$5,999164,739 mi

Rice, MN

2008 GMC Envoy Denali

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

2008 GMC Envoy Denali

Brainerd, MN

UnscoredInsufficient · 0
$5,999156,407 mi

Brainerd, MN

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Rice, MN

UnscoredInsufficient · 0
$5,999197,200 mi

Rice, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Little Falls, MN

UnscoredInsufficient · 3
$6,200177,147 mi

Comparison: 3 similar vehicles

Little Falls, MN

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Rice, MN

UnscoredLimited · 12
$6,495132,980 mi

Comparison: 12 similar vehicles

Rice, MN

2014 Mitsubishi Outlander Sport ES

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

2014 Mitsubishi Outlander Sport ES

Rice, MN

UnscoredInsufficient · 0
$6,495166,174 mi

Rice, MN

2012 Buick Enclave Convenience

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

2012 Buick Enclave Convenience

Long Prairie, MN

UnscoredInsufficient · 0
$6,495149,866 mi

Long Prairie, MN

2010 Chevrolet Suburban LT

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

2010 Chevrolet Suburban LT

Parkers Prairie, MN

UnscoredInsufficient · 0
$6,495212,000 mi

Parkers Prairie, MN

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Royalton, MN

UnscoredInsufficient · 0
$6,50087,000 mi

Royalton, MN

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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