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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

4,399 listings found

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

St. Cloud, MN

UnscoredInsufficient · 0
$2,599Mileage not verified

St. Cloud, MN

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Isanti, MN

UnscoredInsufficient · 3
$2,995246,519 mi

Comparison: 3 similar vehicles

Isanti, MN

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Princeton, MN

UnscoredInsufficient · 3
$2,995177,062 mi

Comparison: 3 similar vehicles

Princeton, MN

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Princeton, MN

UnscoredInsufficient · 3
$2,995189,747 mi

Comparison: 3 similar vehicles

Princeton, MN

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

St. Cloud, MN

UnscoredInsufficient · 3
$3,000154,014 mi

Comparison: 3 similar vehicles

St. Cloud, 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

Isanti, MN

UnscoredLimited · 16
$3,345237,838 mi

Comparison: 16 similar vehicles

Isanti, MN

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Isanti, MN

UnscoredLimited · 11
$3,345171,538 mi

Comparison: 11 similar vehicles

Isanti, MN

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

Isanti, MN

UnscoredLimited · 14
$3,345279,068 mi

Comparison: 14 similar vehicles

Isanti, MN

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

Isanti, MN

UnscoredLimited · 14
$3,345204,770 mi

Comparison: 14 similar vehicles

Isanti, 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

Cambridge, MN

UnscoredLimited · 8
$3,500210,647 mi

Comparison: 8 similar vehicles

Cambridge, MN

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

Cambridge, MN

UnscoredLimited · 6
$3,500188,449 mi

Comparison: 6 similar vehicles

Cambridge, MN

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Princeton, MN

UnscoredInsufficient · 0
$3,500248,000 mi

Princeton, MN

2002 GMC Sierra SLE

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

2002 GMC Sierra SLE

St. Cloud, MN

UnscoredInsufficient · 0
$3,599Mileage not verified

St. Cloud, MN

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

Princeton, MN

UnscoredLimited · 18
$3,995195,481 mi

Comparison: 18 similar vehicles

Princeton, MN

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

Buffalo, MN

UnscoredInsufficient · 3
$3,995234,370 mi

Comparison: 3 similar vehicles

Buffalo, MN

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

Cambridge, MN

UnscoredInsufficient · 3
$3,995267,355 mi

Comparison: 3 similar vehicles

Cambridge, MN

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Cambridge, MN

UnscoredInsufficient · 0
$3,995330,700 mi

Cambridge, MN

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Mora, MN

UnscoredInsufficient · 3
$3,995226,946 mi

Comparison: 3 similar vehicles

Mora, MN

2006 Ford Ranger XLT

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

2006 Ford Ranger XLT

Princeton, MN

UnscoredInsufficient · 0
$3,999239,000 mi

Princeton, MN

2004 Ford Explorer Sport Trac XLS

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

2004 Ford Explorer Sport Trac XLS

Isanti, MN

Salvage title
$4,345124,466 mi

Isanti, MN

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Little Falls, MN

UnscoredInsufficient · 0
$4,450214,754 mi

Little Falls, MN

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Princeton, MN

UnscoredLimited · 8
$4,480192,564 mi

Comparison: 8 similar vehicles

Princeton, MN

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

Princeton, MN

UnscoredLimited · 18
$4,499206,800 mi

Comparison: 18 similar vehicles

Princeton, 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

Foley, MN

UnscoredLimited · 11
$4,500291,366 mi

Comparison: 11 similar vehicles

Foley, MN

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Cambridge, MN

UnscoredInsufficient · 3
$4,995182,858 mi

Comparison: 3 similar vehicles

Cambridge, MN

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

Elk River, MN

UnscoredLimited · 16
$4,995205,518 mi

Comparison: 16 similar vehicles

Elk River, MN

2009 GMC Sierra 1500 Denali

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

2009 GMC Sierra 1500 Denali

Elk River, MN

UnscoredInsufficient · 0
$4,995200,128 mi

Elk River, MN

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Cambridge, MN

UnscoredInsufficient · 0
$4,995225,009 mi

Cambridge, MN

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Princeton, MN

UnscoredInsufficient · 0
$4,995218,000 mi

Princeton, MN

No Photo

2004 Ford F-150 XLT

Elk River, MN

UnscoredLimited · 9
$4,995115,550 mi

Comparison: 9 similar vehicles

Elk River, MN

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Elk River, MN

UnscoredLimited · 17
$5,349188,507 mi

Comparison: 17 similar vehicles

Elk River, 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

Zimmerman, MN

UnscoredLimited · 7
$5,450223,379 mi

Comparison: 7 similar vehicles

Zimmerman, MN

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Sauk Centre, MN

UnscoredInsufficient · 0
$5,488120,442 mi

Sauk Centre, 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

Princeton, MN

UnscoredLimited · 7
$5,495154,540 mi

Comparison: 7 similar vehicles

Princeton, MN

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

Paynesville, MN

UnscoredLimited · 14
$5,700183,849 mi

Comparison: 14 similar vehicles

Paynesville, MN

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

Mora, MN

UnscoredInsufficient · 4
$5,908189,717 mi

Comparison: 4 similar vehicles

Mora, MN

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

Milaca, MN

UnscoredLimited · 8
$5,975172,869 mi

Comparison: 8 similar vehicles

Milaca, MN

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Isanti, MN

UnscoredInsufficient · 0
$5,990325,540 mi

Isanti, MN

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Cambridge, MN

UnscoredLimited · 5
$5,995242,385 mi

Comparison: 5 similar vehicles

Cambridge, MN

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Cambridge, MN

UnscoredLimited · 17
$5,995196,599 mi

Comparison: 17 similar vehicles

Cambridge, MN

2011 GMC Canyon SLT

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

2011 GMC Canyon SLT

Cambridge, MN

UnscoredInsufficient · 0
$5,995183,209 mi

Cambridge, MN

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

Elk River, MN

UnscoredLimited · 11
$5,995189,610 mi

Comparison: 11 similar vehicles

Elk River, MN

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

Cambridge, MN

UnscoredLimited · 6
$5,995187,839 mi

Comparison: 6 similar vehicles

Cambridge, MN

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

Cambridge, MN

UnscoredLimited · 6
$5,995211,810 mi

Comparison: 6 similar vehicles

Cambridge, MN

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Elk River, MN

UnscoredLimited · 6
$5,995168,783 mi

Comparison: 6 similar vehicles

Elk River, MN

2006 Toyota Tundra Limited

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

2006 Toyota Tundra Limited

Brainerd, MN

UnscoredInsufficient · 0
$5,995211,304 mi

Brainerd, 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

Brainerd, MN

UnscoredRobust · 94
$5,999274,857 mi

Comparison: 94 similar vehicles

Brainerd, MN

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Brainerd, MN

UnscoredLimited · 10
$5,999222,959 mi

Comparison: 10 similar vehicles

Brainerd, MN

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

St. Cloud, MN

Fair PriceLimited · 11
$5,999112,441 mi

Market: $4,508 – $12,979

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1472 days listed (based on current market benchmarks)

St. Cloud, MN

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

St. Cloud, MN

UnscoredLimited · 5
$5,999142,101 mi

Comparison: 5 similar vehicles

St. Cloud, 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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