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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 · November 11, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

3,598 listings found

2002 Toyota Echo Base

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

2002 Toyota Echo Base

Fairmont, MN

UnscoredInsufficient · 0
$2,175320,000 mi

Fairmont, MN

2012 Chevrolet Traverse LTZ

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

2012 Chevrolet Traverse LTZ

Spirit Lake, IA

UnscoredInsufficient · 0
$2,179247,477 mi

Spirit Lake, IA

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Spirit Lake, IA

Unscored
$2,179178,622 mi

Comparison: 5 similar vehicles

Spirit Lake, IA

2015 Nissan Versa Note SV

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

2015 Nissan Versa Note SV

Windom, MN

Unscored
$2,495195,344 mi

Comparison: 5 similar vehicles

Windom, MN

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Spirit Lake, IA

UnscoredInsufficient · 0
$2,775124,000 mi

Spirit Lake, IA

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Jackson, MN

UnscoredInsufficient · 4
$2,995220,950 mi

Comparison: 4 similar vehicles

Jackson, MN

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Fairmont, MN

Unscored
$3,175142,438 mi

Comparison: 6 similar vehicles

Fairmont, MN

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Sleepy Eye, MN

UnscoredInsufficient · 4
$3,250185,105 mi

Comparison: 4 similar vehicles

Sleepy Eye, MN

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Arnolds Park, IA

Unscored
$3,450229,232 mi

Comparison: 6 similar vehicles

Arnolds Park, IA

2008 Nissan Versa S

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

2008 Nissan Versa S

Mankato, MN

UnscoredInsufficient · 0
$3,495159,838 mi

Mankato, MN

2013 Ford Edge SE

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

2013 Ford Edge SE

Fairmont, MN

Unscored
$3,525205,329 mi

Comparison: 6 similar vehicles

Fairmont, MN

2014 Chevrolet Cruze ECO

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

2014 Chevrolet Cruze ECO

Windom, MN

UnscoredInsufficient · 0
$3,995218,757 mi

Windom, MN

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Windom, MN

UnscoredInsufficient · 3
$3,995253,829 mi

Comparison: 3 similar vehicles

Windom, MN

2010 Volkswagen Eos Komfort

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

2010 Volkswagen Eos Komfort

Jackson, MN

UnscoredInsufficient · 4
$3,995175,117 mi

Comparison: 4 similar vehicles

Jackson, MN

2010 Ford Flex SE

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

2010 Ford Flex SE

Truman, MN

UnscoredInsufficient · 0
$3,999196,950 mi

Truman, MN

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Spirit Lake, IA

Unscored
$4,080183,421 mi

Comparison: 11 similar vehicles

Spirit Lake, IA

2008 Pontiac Torrent Base

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

2008 Pontiac Torrent Base

Windom, MN

Unscored
$4,171172,131 mi

Comparison: 5 similar vehicles

Windom, MN

2016 Kia Soul Base

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

2016 Kia Soul Base

Fairmont, MN

Unscored
$4,175237,851 mi

Comparison: 36 similar vehicles

Fairmont, MN

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Arnolds Park, IA

Unscored
$4,250282,758 mi

Comparison: 10 similar vehicles

Arnolds Park, IA

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Fairmont, MN

UnscoredInsufficient · 0
$4,340201,884 mi

Fairmont, MN

2007 GMC Yukon XL

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

2007 GMC Yukon XL

Saint Peter, MN

UnscoredInsufficient · 0
$4,395271,088 mi

Saint Peter, MN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Mankato, MN

Unscored
$4,450149,368 mi

Comparison: 18 similar vehicles

Mankato, MN

1998 GMC Sierra SL

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

1998 GMC Sierra SL

Saint Peter, MN

UnscoredInsufficient · 3
$4,500262,324 mi

Comparison: 3 similar vehicles

Saint Peter, MN

2014 Buick Regal Premium 1 4WD

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

2014 Buick Regal Premium 1 4WD

Spirit Lake, IA

UnscoredInsufficient · 0
$4,580176,807 mi

Spirit Lake, IA

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Fairmont, MN

UnscoredInsufficient · 0
$4,650144,488 mi

Fairmont, MN

2012 Chrysler Town & Country Touring-L

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

2012 Chrysler Town & Country Touring-L

Estherville, IA

Unscored
$4,660194,974 mi

Comparison: 9 similar vehicles

Estherville, IA

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Windom, MN

UnscoredInsufficient · 4
$4,671209,000 mi

Comparison: 4 similar vehicles

Windom, MN

2011 Chevrolet Suburban LT

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

2011 Chevrolet Suburban LT

Spirit Lake, IA

Unscored
$4,675221,610 mi

Comparison: 7 similar vehicles

Spirit Lake, IA

2009 GMC Acadia SLT2

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

2009 GMC Acadia SLT2

Spirit Lake, IA

UnscoredInsufficient · 0
$4,675173,433 mi

Spirit Lake, IA

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

New Ulm, MN

Unscored
$4,749161,429 mi

Comparison: 10 similar vehicles

New Ulm, MN

2016 Dodge Journey SXT

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

2016 Dodge Journey SXT

Mankato, MN

Unscored
$4,795151,098 mi

Comparison: 12 similar vehicles

Mankato, MN

2000 Volkswagen New Beetle GLS

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

2000 Volkswagen New Beetle GLS

New Ulm, MN

UnscoredInsufficient · 0
$4,801113,122 mi

New Ulm, MN

2018 Ford Ecosport S

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

2018 Ford Ecosport S

New Richland, MN

UnscoredInsufficient · 4
$4,97570,073 mi

Comparison: 4 similar vehicles

New Richland, MN

2015 Ford Focus SE

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

2015 Ford Focus SE

Windom, MN

Unscored
$4,995207,381 mi

Comparison: 31 similar vehicles

Windom, MN

2015 Chevrolet Impala 1LS

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

2015 Chevrolet Impala 1LS

Windom, MN

UnscoredInsufficient · 3
$4,995206,961 mi

Comparison: 3 similar vehicles

Windom, MN

2015 Mitsubishi Lancer ES

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

2015 Mitsubishi Lancer ES

Windom, MN

UnscoredInsufficient · 0
$4,995225,570 mi

Windom, MN

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Windom, MN

Unscored
$4,995181,926 mi

Comparison: 33 similar vehicles

Windom, MN

2013 Buick Regal Premium 1

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

2013 Buick Regal Premium 1

Windom, MN

Unscored
$4,995193,801 mi

Comparison: 8 similar vehicles

Windom, MN

2009 Dodge Grand Caravan SXT

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

2009 Dodge Grand Caravan SXT

Windom, MN

UnscoredInsufficient · 0
$4,995216,097 mi

Windom, MN

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Spirit Lake, IA

Salvage title
$5,175172,142 mi

Spirit Lake, IA

2008 Kia Rio LX

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

2008 Kia Rio LX

New Ulm, MN

UnscoredInsufficient · 0
$5,21578,142 mi

New Ulm, MN

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

Sleepy Eye, MN

UnscoredInsufficient · 4
$5,250240,099 mi

Comparison: 4 similar vehicles

Sleepy Eye, MN

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Sleepy Eye, MN

UnscoredInsufficient · 0
$5,250157,440 mi

Sleepy Eye, MN

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

New Ulm, MN

Unscored
$5,279199,158 mi

Comparison: 5 similar vehicles

New Ulm, MN

2004 Subaru Forester XS

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

2004 Subaru Forester XS

Arnolds Park, IA

UnscoredInsufficient · 0
$5,350134,815 mi

Arnolds Park, IA

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Mankato, MN

UnscoredInsufficient · 4
$5,450124,896 mi

Comparison: 4 similar vehicles

Mankato, MN

2012 Mitsubishi Lancer GT

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

2012 Mitsubishi Lancer GT

Windom, MN

UnscoredInsufficient · 0
$5,495155,845 mi

Windom, MN

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Mankato, MN

Unscored
$5,500125,158 mi

Comparison: 5 similar vehicles

Mankato, MN

2018 GMC Acadia SLT-1

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

2018 GMC Acadia SLT-1

Windom, MN

Unscored
$5,995207,243 mi

Comparison: 11 similar vehicles

Windom, MN

2018 Jeep Renegade Altitude Package

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

2018 Jeep Renegade Altitude Package

Windom, MN

UnscoredInsufficient · 4
$5,995244,431 mi

Comparison: 4 similar vehicles

Windom, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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