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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

1,569 listings found

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Mandan, ND

UnscoredInsufficient · 0
$2,999343,026 mi

Mandan, ND

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Mandan, ND

UnscoredInsufficient · 0
$3,990333,127 mi

Mandan, ND

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Mandan, ND

UnscoredLimited · 9
$3,999186,458 mi

Comparison: 9 similar vehicles

Mandan, 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

Mandan, ND

UnscoredInsufficient · 0
$4,399195,592 mi

Mandan, ND

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

Mandan, ND

UnscoredLimited · 8
$4,499130,520 mi

Comparison: 8 similar vehicles

Mandan, 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

Mandan, ND

UnscoredLimited · 5
$4,500199,287 mi

Comparison: 5 similar vehicles

Mandan, ND

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Bismarck, ND

UnscoredLimited · 13
$4,899160,132 mi

Comparison: 13 similar vehicles

Bismarck, ND

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Mandan, ND

UnscoredInsufficient · 0
$4,999222,819 mi

Mandan, ND

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Mandan, ND

UnscoredInsufficient · 0
$5,149241,177 mi

Mandan, 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 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Bismarck, ND

UnscoredInsufficient · 4
$5,399241,107 mi

Comparison: 4 similar vehicles

Bismarck, ND

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Mandan, ND

Salvage title
$5,39987,643 mi

Mandan, ND

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Mandan, ND

UnscoredInsufficient · 0
$5,899180,265 mi

Mandan, ND

1999 Chevrolet K1500 LS

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

1999 Chevrolet K1500 LS

Mandan, ND

UnscoredInsufficient · 0
$5,999207,763 mi

Mandan, ND

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Mandan, ND

UnscoredLimited · 5
$6,399201,647 mi

Comparison: 5 similar vehicles

Mandan, 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

Mandan, ND

UnscoredLimited · 8
$6,990219,404 mi

Comparison: 8 similar vehicles

Mandan, ND

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Mandan, ND

UnscoredLimited · 5
$6,999198,073 mi

Comparison: 5 similar vehicles

Mandan, ND

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Mandan, ND

UnscoredLimited · 7
$6,999189,856 mi

Comparison: 7 similar vehicles

Mandan, ND

2012 Chevrolet Colorado 2LT

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

2012 Chevrolet Colorado 2LT

Mandan, ND

UnscoredInsufficient · 0
$6,999255,573 mi

Mandan, ND

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

Mandan, ND

UnscoredInsufficient · 3
$6,999175,302 mi

Comparison: 3 similar vehicles

Mandan, 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

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Bismarck, ND

UnscoredInsufficient · 0
$7,199156,293 mi

Bismarck, ND

2014 Chevrolet Silverado 3500HD LT

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

2014 Chevrolet Silverado 3500HD LT

Bismarck, ND

UnscoredInsufficient · 0
$7,389332,512 mi

Bismarck, 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

Mandan, ND

UnscoredInsufficient · 0
$7,500194,765 mi

Mandan, ND

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Mandan, ND

UnscoredLimited · 8
$7,990212,242 mi

Comparison: 8 similar vehicles

Mandan, ND

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Mandan, ND

UnscoredInsufficient · 4
$7,999179,969 mi

Comparison: 4 similar vehicles

Mandan, ND

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Mandan, ND

UnscoredInsufficient · 0
$8,999205,500 mi

Mandan, ND

2011 Ford Ranger XLT

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

2011 Ford Ranger XLT

Mandan, ND

UnscoredInsufficient · 0
$8,999111,266 mi

Mandan, ND

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Mandan, ND

UnscoredInsufficient · 0
$8,999210,571 mi

Mandan, ND

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Mandan, ND

UnscoredLimited · 9
$8,999233,031 mi

Comparison: 9 similar vehicles

Mandan, ND

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Mandan, ND

UnscoredLimited · 5
$8,999192,681 mi

Comparison: 5 similar vehicles

Mandan, ND

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Mandan, ND

UnscoredInsufficient · 0
$8,999135,999 mi

Mandan, ND

2008 Ford F-150 Limited

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

2008 Ford F-150 Limited

Mandan, ND

UnscoredInsufficient · 0
$8,999169,780 mi

Mandan, ND

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Bismarck, ND

UnscoredInsufficient · 0
$9,060184,120 mi

Bismarck, ND

2008 Dodge Dakota TRX

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

2008 Dodge Dakota TRX

Bismarck, ND

UnscoredInsufficient · 0
$9,199134,800 mi

Bismarck, ND

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Bismarck, ND

UnscoredInsufficient · 0
$9,389166,907 mi

Bismarck, ND

2009 Ford F-150 Platinum

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

2009 Ford F-150 Platinum

Bismarck, ND

UnscoredInsufficient · 0
$9,889183,919 mi

Bismarck, 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

Bismarck, ND

UnscoredLimited · 15
$9,899142,462 mi

Comparison: 15 similar vehicles

Bismarck, ND

1998 GMC Sierra SL

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

1998 GMC Sierra SL

Mandan, ND

UnscoredInsufficient · 3
$9,99078,549 mi

Comparison: 3 similar vehicles

Mandan, ND

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Bismarck, ND

UnscoredModerate · 32
$9,995231,460 mi

Comparison: 32 similar vehicles

Bismarck, ND

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Mandan, ND

UnscoredInsufficient · 0
$9,999187,710 mi

Mandan, ND

2008 Chevrolet Silverado 1500 LTZ

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

2008 Chevrolet Silverado 1500 LTZ

Mandan, ND

UnscoredInsufficient · 0
$9,999176,225 mi

Mandan, ND

2003 GMC Sierra 2500HD SLE

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

2003 GMC Sierra 2500HD SLE

Bismarck, ND

UnscoredInsufficient · 0
$9,999250,500 mi

Bismarck, ND

2002 Dodge Ram 2500 Pickup SLT

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

2002 Dodge Ram 2500 Pickup SLT

Mandan, ND

UnscoredInsufficient · 0
$9,999190,032 mi

Mandan, ND

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Bismarck, ND

UnscoredInsufficient · 3
$10,199121,244 mi

Comparison: 3 similar vehicles

Bismarck, ND

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Bismarck, ND

UnscoredInsufficient · 0
$10,19996,989 mi

Bismarck, ND

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Bismarck, ND

UnscoredInsufficient · 0
$10,29969,469 mi

Bismarck, 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

Bismarck, ND

UnscoredInsufficient · 4
$10,389265,787 mi

Comparison: 4 similar vehicles

Bismarck, ND

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

Bismarck, ND

UnscoredLimited · 6
$10,389226,276 mi

Comparison: 6 similar vehicles

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. 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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