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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

24,731 listings found

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Lakeland, MN

UnscoredInsufficient · 0
$1,495295,993 mi

Lakeland, MN

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Lakeland, MN

UnscoredInsufficient · 3
$2,495210,744 mi

Comparison: 3 similar vehicles

Lakeland, 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

Alexandria, MN

UnscoredLimited · 7
$2,500130,566 mi

Comparison: 7 similar vehicles

Alexandria, MN

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

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Harris, MN

UnscoredLimited · 5
$2,750227,828 mi

Comparison: 5 similar vehicles

Harris, MN

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Ramsey, MN

UnscoredInsufficient · 0
$2,855244 mi

Ramsey, MN

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Ham Lake, MN

UnscoredLimited · 12
$2,900199,212 mi

Comparison: 12 similar vehicles

Ham Lake, 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

Ham Lake, MN

UnscoredLimited · 6
$2,900190,669 mi

Comparison: 6 similar vehicles

Ham Lake, 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

Ramsey, MN

UnscoredInsufficient · 0
$2,985282 mi

Ramsey, 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

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Redwood Falls, MN

UnscoredLimited · 16
$2,995160,279 mi

Comparison: 16 similar vehicles

Redwood Falls, MN

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Saint Peter, MN

UnscoredLimited · 5
$2,995208,265 mi

Comparison: 5 similar vehicles

Saint Peter, MN

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Spring Valley, MN

UnscoredInsufficient · 3
$2,995225,000 mi

Comparison: 3 similar vehicles

Spring Valley, MN

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Alexandria, MN

UnscoredLimited · 7
$2,995213,000 mi

Comparison: 7 similar vehicles

Alexandria, 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

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

Lakeland, MN

UnscoredInsufficient · 0
$2,995206,682 mi

Lakeland, MN

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Rochester, MN

UnscoredModerate · 31
$2,999286,000 mi

Comparison: 31 similar vehicles

Rochester, 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

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

Fairmont, MN

UnscoredLimited · 8
$3,340371,167 mi

Comparison: 8 similar vehicles

Fairmont, 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 · 18
$3,345237,838 mi

Comparison: 18 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

UnscoredInsufficient · 4
$3,345279,068 mi

Comparison: 4 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

UnscoredInsufficient · 4
$3,345204,770 mi

Comparison: 4 similar vehicles

Isanti, MN

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Glencoe, MN

UnscoredInsufficient · 0
$3,345280,539 mi

Glencoe, MN

No Photo

2015 RAM 1500 Pickup Tradesman

Redwood Falls, MN

UnscoredLimited · 11
$3,495279,645 mi

Comparison: 11 similar vehicles

Redwood Falls, MN

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

Hutchinson, MN

UnscoredLimited · 12
$3,495281,609 mi

Comparison: 12 similar vehicles

Hutchinson, MN

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Cambridge, MN

UnscoredInsufficient · 3
$3,495224,107 mi

Comparison: 3 similar vehicles

Cambridge, 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 · 19
$3,499180,500 mi

Comparison: 19 similar vehicles

Princeton, MN

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Farmington, MN

UnscoredInsufficient · 0
$3,499216,116 mi

Farmington, 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

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

UnscoredModerate · 21
$3,500261,619 mi

Comparison: 21 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 Ford F-150 XLT

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

2004 Ford F-150 XLT

Montevideo, MN

UnscoredLimited · 6
$3,500183,077 mi

Comparison: 6 similar vehicles

Montevideo, 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

2004 Ford F-150 STX

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

2004 Ford F-150 STX

White Bear Lake, MN

UnscoredInsufficient · 0
$3,540225,507 mi

White Bear Lake, MN

2010 RAM Dakota Big Horn (Lone Star)

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

2010 RAM Dakota Big Horn (Lone Star)

Lino Lakes, MN

UnscoredInsufficient · 0
$3,545232,092 mi

Lino Lakes, 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

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

Rochester, MN

UnscoredLimited · 5
$3,699208,809 mi

Comparison: 5 similar vehicles

Rochester, MN

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Farmington, MN

UnscoredInsufficient · 0
$3,699200,832 mi

Farmington, MN

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Farmington, MN

UnscoredInsufficient · 0
$3,799158,913 mi

Farmington, MN

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Tracy, MN

UnscoredInsufficient · 0
$3,975178,153 mi

Tracy, 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 · 19
$3,995195,481 mi

Comparison: 19 similar vehicles

Princeton, MN

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Redwood Falls, MN

UnscoredLimited · 5
$3,995186,861 mi

Comparison: 5 similar vehicles

Redwood Falls, 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

2004 Chevrolet Silverado 1500 LS

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

2004 Chevrolet Silverado 1500 LS

Fairmont, MN

UnscoredInsufficient · 4
$3,995196,000 mi

Comparison: 4 similar vehicles

Fairmont, 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 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Austin, MN

UnscoredInsufficient · 4
$3,995253,825 mi

Comparison: 4 similar vehicles

Austin, 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

1997 Chevrolet K1500 WORK TRUCK

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

1997 Chevrolet K1500 WORK TRUCK

Hutchinson, MN

UnscoredInsufficient · 0
$3,995205,303 mi

Hutchinson, 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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