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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 22, 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

979 listings found

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Hawley, MN

UnscoredLimited · 6
$3,000288,746 mi

Comparison: 6 similar vehicles

Hawley, MN

2012 Chevrolet Silverado 2500HD LT

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

2012 Chevrolet Silverado 2500HD LT

Grand Forks, ND

UnscoredInsufficient · 4
$4,500250,170 mi

Comparison: 4 similar vehicles

Grand Forks, ND

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Thompson, ND

UnscoredInsufficient · 0
$4,500214,969 mi

Thompson, ND

2006 GMC Sierra 2500HD Work Truck

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

2006 GMC Sierra 2500HD Work Truck

Grand Forks, ND

UnscoredInsufficient · 0
$4,790295,216 mi

Grand Forks, ND

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Bagley, MN

UnscoredLimited · 5
$4,995197,684 mi

Comparison: 5 similar vehicles

Bagley, MN

2009 Chevrolet Avalanche LT2

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

2009 Chevrolet Avalanche LT2

Grand Forks, ND

UnscoredInsufficient · 0
$5,289212,451 mi

Grand Forks, ND

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Bagley, MN

UnscoredInsufficient · 3
$5,995189,847 mi

Comparison: 3 similar vehicles

Bagley, MN

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Grand Forks, ND

UnscoredLimited · 10
$6,490218,487 mi

Comparison: 10 similar vehicles

Grand Forks, ND

2004 GMC Sierra 3500 Chassis Cab SLE

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

2004 GMC Sierra 3500 Chassis Cab SLE

Thompson, ND

UnscoredInsufficient · 0
$6,500172,477 mi

Thompson, ND

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Thompson, ND

UnscoredInsufficient · 0
$6,800198,685 mi

Thompson, ND

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Bagley, MN

UnscoredLimited · 5
$6,995178,434 mi

Comparison: 5 similar vehicles

Bagley, MN

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Bagley, MN

UnscoredModerate · 49
$6,995200,927 mi

Comparison: 49 similar vehicles

Bagley, MN

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

Bagley, MN

UnscoredLimited · 8
$6,995183,912 mi

Comparison: 8 similar vehicles

Bagley, MN

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Thompson, ND

UnscoredInsufficient · 0
$6,995192,167 mi

Thompson, ND

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

Hawley, MN

UnscoredInsufficient · 4
$6,999190,469 mi

Comparison: 4 similar vehicles

Hawley, MN

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Grand Forks, ND

UnscoredInsufficient · 0
$7,145182,137 mi

Grand Forks, ND

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Thompson, ND

UnscoredInsufficient · 4
$7,800247,918 mi

Comparison: 4 similar vehicles

Thompson, ND

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Grand Forks, ND

UnscoredInsufficient · 0
$7,990115,792 mi

Grand Forks, ND

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Grand Forks, ND

UnscoredModerate · 21
$8,289192,562 mi

Comparison: 21 similar vehicles

Grand Forks, ND

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Grand Forks, ND

UnscoredInsufficient · 0
$8,499163,000 mi

Grand Forks, ND

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Thompson, ND

UnscoredInsufficient · 4
$8,995231,625 mi

Comparison: 4 similar vehicles

Thompson, ND

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Thompson, ND

UnscoredInsufficient · 0
$8,995192,533 mi

Thompson, ND

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

Grand Forks, ND

UnscoredInsufficient · 4
$8,999203,924 mi

Comparison: 4 similar vehicles

Grand Forks, ND

2004 Ford F-350 Super Duty Lariat

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

2004 Ford F-350 Super Duty Lariat

Grand Forks, ND

UnscoredInsufficient · 0
$8,99983,289 mi

Grand Forks, ND

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Grand Forks, ND

UnscoredLimited · 14
$9,289175,460 mi

Comparison: 14 similar vehicles

Grand Forks, ND

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Grand Forks, ND

UnscoredInsufficient · 4
$9,789140,967 mi

Comparison: 4 similar vehicles

Grand Forks, ND

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Grand Forks, ND

UnscoredInsufficient · 0
$9,870140,618 mi

Grand Forks, ND

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Grand Forks, ND

UnscoredLimited · 10
$9,980130,764 mi

Comparison: 10 similar vehicles

Grand Forks, ND

2014 GMC Sierra 2500 Denali HD

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

2014 GMC Sierra 2500 Denali HD

Grand Forks, ND

UnscoredInsufficient · 0
$9,990200,359 mi

Grand Forks, ND

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Grand Forks, ND

UnscoredInsufficient · 0
$9,990109,869 mi

Grand Forks, ND

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Thompson, ND

UnscoredInsufficient · 0
$9,995206,244 mi

Thompson, ND

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Bagley, MN

UnscoredInsufficient · 0
$9,995142,232 mi

Bagley, MN

2016 Chevrolet Silverado 2500HD Work Truck

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

2016 Chevrolet Silverado 2500HD Work Truck

Thompson, ND

UnscoredInsufficient · 0
$9,995266,040 mi

Thompson, ND

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Thompson, ND

UnscoredInsufficient · 3
$9,995209,134 mi

Comparison: 3 similar vehicles

Thompson, ND

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Bagley, MN

UnscoredModerate · 25
$9,995132,026 mi

Comparison: 25 similar vehicles

Bagley, MN

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Thompson, ND

UnscoredModerate · 34
$9,995159,456 mi

Comparison: 34 similar vehicles

Thompson, ND

2010 Ford F-150 FX4

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

2010 Ford F-150 FX4

Bagley, MN

UnscoredInsufficient · 0
$9,995140,439 mi

Bagley, MN

2010 Ford F-350 Super Duty XL

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

2010 Ford F-350 Super Duty XL

Thompson, ND

UnscoredLimited · 7
$9,995198,719 mi

Comparison: 7 similar vehicles

Thompson, ND

2009 Chevrolet Silverado 2500HD Work Truck

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

2009 Chevrolet Silverado 2500HD Work Truck

Thompson, ND

UnscoredInsufficient · 0
$9,995176,006 mi

Thompson, ND

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Bagley, MN

UnscoredInsufficient · 0
$9,995121,501 mi

Bagley, MN

2008 Ford F-250 Super Duty Lariat

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

2008 Ford F-250 Super Duty Lariat

Thompson, ND

UnscoredInsufficient · 0
$9,995201,917 mi

Thompson, ND

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

Bagley, MN

UnscoredInsufficient · 0
$9,995141,873 mi

Bagley, MN

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Grand Forks, ND

UnscoredModerate · 25
$9,999132,466 mi

Comparison: 25 similar vehicles

Grand Forks, ND

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Grand Forks, ND

UnscoredLimited · 9
$10,289206,130 mi

Comparison: 9 similar vehicles

Grand Forks, ND

2011 Chevrolet Silverado 2500HD LTZ

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

2011 Chevrolet Silverado 2500HD LTZ

Thompson, ND

UnscoredInsufficient · 0
$10,500217,671 mi

Thompson, ND

2001 Ford F-250 Super Duty XLT

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

2001 Ford F-250 Super Duty XLT

Thompson, ND

UnscoredInsufficient · 0
$10,500172,625 mi

Thompson, ND

2010 Chevrolet Avalanche LT

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

2010 Chevrolet Avalanche LT

Grand Forks, ND

UnscoredInsufficient · 0
$10,990154,754 mi

Grand Forks, ND

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Grand Forks, ND

UnscoredModerate · 37
$10,999181,617 mi

Comparison: 37 similar vehicles

Grand Forks, ND

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Grand Forks, ND

UnscoredLimited · 8
$11,980170,425 mi

Comparison: 8 similar vehicles

Grand Forks, ND

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Grand Forks, ND

UnscoredModerate · 25
$11,990142,094 mi

Comparison: 25 similar vehicles

Grand Forks, 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. 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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