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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 9, 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

270 listings found

2010 Ford Edge Sport

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

2010 Ford Edge Sport

Wadena, MN

UnscoredInsufficient · 0
$4,348195,817 mi

Wadena, MN

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Wadena, MN

Unscored
$4,500222,440 mi

Comparison: 8 similar vehicles

Wadena, 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

2012 Dodge Durango Crew

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

2012 Dodge Durango Crew

Wadena, MN

UnscoredInsufficient · 0
$5,348221,080 mi

Wadena, MN

2009 Toyota RAV4 Base

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

2009 Toyota RAV4 Base

Wadena, MN

UnscoredInsufficient · 0
$5,348365,823 mi

Wadena, MN

2012 Subaru Outback Base

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

2012 Subaru Outback Base

Wadena, MN

UnscoredInsufficient · 0
$5,990183,072 mi

Wadena, MN

2007 Ford F-350 Super Duty Chassis Cab XLT

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

2007 Ford F-350 Super Duty Chassis Cab XLT

Wadena, MN

UnscoredInsufficient · 0
$5,990225,691 mi

Wadena, MN

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Wadena, MN

UnscoredInsufficient · 0
$6,350125,785 mi

Wadena, MN

2006 Chevrolet Express Cargo Work

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

2006 Chevrolet Express Cargo Work

Wadena, MN

UnscoredInsufficient · 0
$6,490185,751 mi

Wadena, MN

2018 Nissan Altima S

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

2018 Nissan Altima S

Wadena, MN

Unscored
$6,990193,197 mi

Comparison: 5 similar vehicles

Wadena, MN

2009 Chevrolet Express Cargo Work Van

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

2009 Chevrolet Express Cargo Work Van

Wadena, MN

UnscoredInsufficient · 0
$6,990200,960 mi

Wadena, MN

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Wadena, MN

UnscoredInsufficient · 0
$6,990169,969 mi

Wadena, MN

2007 Chevrolet Silverado 2500HD Work Truck

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

2007 Chevrolet Silverado 2500HD Work Truck

Wadena, MN

UnscoredInsufficient · 0
$6,995188,215 mi

Wadena, MN

2009 Pontiac G8 Base

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

2009 Pontiac G8 Base

Wadena, MN

UnscoredInsufficient · 0
$7,990171,711 mi

Wadena, MN

2008 Ford Expedition Limited

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

2008 Ford Expedition Limited

Wadena, MN

UnscoredInsufficient · 0
$7,990191,641 mi

Wadena, MN

2017 Ford Escape S

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

2017 Ford Escape S

Wadena, MN

Unscored
$7,99591,413 mi

Comparison: 5 similar vehicles

Wadena, MN

2014 Chevrolet Silverado 2500HD Work Truck

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

2014 Chevrolet Silverado 2500HD Work Truck

Wadena, MN

UnscoredInsufficient · 0
$7,995243,240 mi

Wadena, MN

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Wadena, MN

Unscored
$8,341120,022 mi

Comparison: 5 similar vehicles

Wadena, MN

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Wadena, MN

Unscored
$8,990165,589 mi

Comparison: 7 similar vehicles

Wadena, MN

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Wadena, MN

Unscored
$8,990214,539 mi

Comparison: 43 similar vehicles

Wadena, MN

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

Wadena, MN

Unscored
$8,990213,748 mi

Comparison: 11 similar vehicles

Wadena, MN

2003 Dodge Ram 2500 Pickup ST

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

2003 Dodge Ram 2500 Pickup ST

Wadena, MN

UnscoredInsufficient · 0
$8,995324,000 mi

Wadena, MN

2015 INFINITI QX60 Base

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

2015 INFINITI QX60 Base

Wadena, MN

Unscored
$9,349149,011 mi

Comparison: 11 similar vehicles

Wadena, MN

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Wadena, MN

Unscored
$9,350131,349 mi

Comparison: 11 similar vehicles

Wadena, MN

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Wadena, MN

Unscored
$9,836163,341 mi

Comparison: 82 similar vehicles

Wadena, MN

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Wadena, MN

Unscored
$9,990194,628 mi

Comparison: 10 similar vehicles

Wadena, MN

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Wadena, MN

UnscoredInsufficient · 4
$9,990210,749 mi

Comparison: 4 similar vehicles

Wadena, MN

2008 Chevrolet Silverado 2500HD 1LT

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

2008 Chevrolet Silverado 2500HD 1LT

Wadena, MN

UnscoredInsufficient · 0
$9,990210,323 mi

Wadena, MN

2018 Chevrolet Silverado 2500HD Work Truck

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

2018 Chevrolet Silverado 2500HD Work Truck

Wadena, MN

Unscored
$9,995265,357 mi

Comparison: 13 similar vehicles

Wadena, MN

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Wadena, MN

UnscoredInsufficient · 4
$10,342139,296 mi

Comparison: 4 similar vehicles

Wadena, MN

2017 Ford Escape SE

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

2017 Ford Escape SE

Wadena, MN

UnscoredInsufficient · 3
$10,348108,506 mi

Comparison: 3 similar vehicles

Wadena, MN

2016 Jeep Wrangler Unlimited Sport

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

2016 Jeep Wrangler Unlimited Sport

Wadena, MN

Great DealLimited · 15
$10,348112,087 mi

Market: $16,250 – $20,998

Comparison: 15 similar vehicles

Competitively priced ~36% below the typical range compared to similar vehicles · 184 days listed (based on current market benchmarks)

Wadena, MN

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Wadena, MN

UnscoredInsufficient · 0
$10,348111,702 mi

Wadena, MN

2011 GMC Sierra 1500 SLT

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

2011 GMC Sierra 1500 SLT

Wadena, MN

Unscored
$10,348204,800 mi

Comparison: 8 similar vehicles

Wadena, MN

2018 Chevrolet Silverado 2500HD Work Truck

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

2018 Chevrolet Silverado 2500HD Work Truck

Wadena, MN

Unscored
$10,990244,949 mi

Comparison: 13 similar vehicles

Wadena, MN

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Wadena, MN

Unscored
$10,990189,259 mi

Comparison: 19 similar vehicles

Wadena, MN

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Wadena, MN

Unscored
$11,990201,488 mi

Comparison: 9 similar vehicles

Wadena, MN

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Wadena, MN

Unscored
$11,990189,962 mi

Comparison: 16 similar vehicles

Wadena, MN

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Wadena, MN

Unscored
$11,990164,767 mi

Comparison: 43 similar vehicles

Wadena, MN

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Wadena, MN

UnscoredInsufficient · 3
$11,995309,482 mi

Comparison: 3 similar vehicles

Wadena, MN

2011 Ford F-550

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

2011 Ford F-550

Wadena, MN

UnscoredInsufficient · 0
$12,000199,942 mi

Wadena, MN

2018 Chrysler Pacifica Touring L

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

2018 Chrysler Pacifica Touring L

Wadena, MN

Fair PriceModerate · 20
$12,292115,287 mi

Market: $9,345 – $37,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Wadena, MN

2018 Ford Escape SE

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

2018 Ford Escape SE

Wadena, MN

Fair PriceRobust · 57
$12,34883,856 mi

Market: $7,694 – $22,995

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Wadena, MN

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Wadena, MN

Fair PriceModerate · 25
$12,99069,696 mi

Market: $9,299 – $15,999

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Wadena, MN

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Wadena, MN

Unscored
$12,990196,123 mi

Comparison: 85 similar vehicles

Wadena, MN

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Wadena, MN

Unscored
$12,990197,404 mi

Comparison: 85 similar vehicles

Wadena, MN

2015 Ford Transit Base

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

2015 Ford Transit Base

Wadena, MN

Unscored
$12,990172,333 mi

Comparison: 7 similar vehicles

Wadena, MN

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Wadena, MN

Unscored
$12,990160,809 mi

Comparison: 7 similar vehicles

Wadena, MN

2014 RAM ProMaster Cargo Van Base

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

2014 RAM ProMaster Cargo Van Base

Wadena, MN

UnscoredInsufficient · 3
$12,990224,164 mi

Comparison: 3 similar vehicles

Wadena, MN

2016 Chevrolet Silverado 2500HD LT

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

2016 Chevrolet Silverado 2500HD LT

Wadena, MN

Unscored
$12,995236,000 mi

Comparison: 19 similar vehicles

Wadena, MN

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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