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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

4,659 listings found

No Photo

2003 Chevrolet Silverado 1500 LS

Plainwell, MI

UnscoredLimited · 9
$1,995451,425 mi

Comparison: 9 similar vehicles

Plainwell, MI

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Kalamazoo, MI

UnscoredLimited · 14
$3,599146,773 mi

Comparison: 14 similar vehicles

Kalamazoo, MI

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Elkhart, IN

UnscoredLimited · 8
$3,650269,882 mi

Comparison: 8 similar vehicles

Elkhart, IN

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Battle Creek, MI

UnscoredLimited · 11
$3,900206,810 mi

Comparison: 11 similar vehicles

Battle Creek, MI

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Bryan, OH

UnscoredLimited · 10
$3,995225,531 mi

Comparison: 10 similar vehicles

Bryan, OH

1999 Dodge Dakota Base

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

1999 Dodge Dakota Base

Butler, IN

UnscoredInsufficient · 0
$3,995178,388 mi

Butler, IN

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

Kalamazoo, MI

UnscoredRobust · 50
$4,000160,960 mi

Comparison: 50 similar vehicles

Kalamazoo, MI

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Kalamazoo, MI

UnscoredLimited · 7
$4,000196,211 mi

Comparison: 7 similar vehicles

Kalamazoo, MI

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Hudson, MI

UnscoredLimited · 6
$4,214194,010 mi

Comparison: 6 similar vehicles

Hudson, MI

2001 Dodge Dakota SPORT

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

2001 Dodge Dakota SPORT

Elkhart, IN

UnscoredLimited · 18
$4,500126,000 mi

Comparison: 18 similar vehicles

Elkhart, IN

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Kalamazoo, MI

UnscoredInsufficient · 3
$4,600201,054 mi

Comparison: 3 similar vehicles

Kalamazoo, MI

2010 Chevrolet Colorado Work Truck

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

2010 Chevrolet Colorado Work Truck

Garrett, IN

UnscoredInsufficient · 0
$4,745154,556 mi

Garrett, IN

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Elkhart, IN

UnscoredLimited · 6
$4,950164,952 mi

Comparison: 6 similar vehicles

Elkhart, IN

2017 Nissan Frontier S

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

2017 Nissan Frontier S

Edgerton, OH

UnscoredLimited · 6
$4,995201,957 mi

Comparison: 6 similar vehicles

Edgerton, OH

No Photo

2012 Ford F-150 FX4

Plainwell, MI

UnscoredModerate · 40
$4,995274,068 mi

Comparison: 40 similar vehicles

Plainwell, MI

2006 Chevrolet Silverado 1500 LT3

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

2006 Chevrolet Silverado 1500 LT3

Fort Wayne, IN

UnscoredInsufficient · 0
$4,995243,883 mi

Fort Wayne, IN

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

Elkhart, IN

UnscoredLimited · 19
$4,995185,559 mi

Comparison: 19 similar vehicles

Elkhart, IN

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

Kalamazoo, MI

UnscoredLimited · 14
$5,000140,285 mi

Comparison: 14 similar vehicles

Kalamazoo, MI

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Dowagiac, MI

UnscoredLimited · 6
$5,029227,745 mi

Comparison: 6 similar vehicles

Dowagiac, MI

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

Kalamazoo, MI

UnscoredModerate · 23
$5,500160,258 mi

Comparison: 23 similar vehicles

Kalamazoo, MI

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Bronson, MI

UnscoredInsufficient · 4
$5,500216,192 mi

Comparison: 4 similar vehicles

Bronson, MI

No Photo

2013 Ford F-350 Super Duty XL

Fort Wayne, IN

UnscoredLimited · 6
$5,650177,002 mi

Comparison: 6 similar vehicles

Fort Wayne, IN

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

Osceola, IN

UnscoredModerate · 27
$5,670200,000 mi

Comparison: 27 similar vehicles

Osceola, IN

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Garrett, IN

UnscoredInsufficient · 0
$5,745100,015 mi

Garrett, IN

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

Elkhart, IN

UnscoredInsufficient · 4
$5,950190,563 mi

Comparison: 4 similar vehicles

Elkhart, IN

No Photo

2010 RAM 1500 Pickup Sport

Fort Wayne, IN

UnscoredLimited · 10
$5,995185,385 mi

Comparison: 10 similar vehicles

Fort Wayne, IN

2003 Dodge Ram 1500 Pickup Laramie

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

2003 Dodge Ram 1500 Pickup Laramie

Butler, IN

UnscoredInsufficient · 0
$5,995206,207 mi

Butler, IN

2012 Chevrolet Silverado 1500 LTZ

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

2012 Chevrolet Silverado 1500 LTZ

Garrett, IN

UnscoredModerate · 21
$6,245173,029 mi

Comparison: 21 similar vehicles

Garrett, IN

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Butler, IN

UnscoredLimited · 8
$6,250220,219 mi

Comparison: 8 similar vehicles

Butler, IN

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

Fort Wayne, IN

UnscoredLimited · 8
$6,255188,387 mi

Comparison: 8 similar vehicles

Fort Wayne, IN

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Bryan, OH

UnscoredLimited · 13
$6,495205,774 mi

Comparison: 13 similar vehicles

Bryan, OH

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

Mattawan, MI

UnscoredLimited · 16
$6,495239,828 mi

Comparison: 16 similar vehicles

Mattawan, MI

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

Elkhart, IN

UnscoredInsufficient · 3
$6,495180,894 mi

Comparison: 3 similar vehicles

Elkhart, IN

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

Coldwater, MI

UnscoredModerate · 37
$6,500192,695 mi

Comparison: 37 similar vehicles

Coldwater, MI

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Bronson, MI

UnscoredInsufficient · 4
$6,500207,917 mi

Comparison: 4 similar vehicles

Bronson, MI

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Coldwater, MI

UnscoredLimited · 13
$6,795290,200 mi

Comparison: 13 similar vehicles

Coldwater, MI

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Angola, IN

UnscoredModerate · 35
$6,844183,768 mi

Comparison: 35 similar vehicles

Angola, IN

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

Auburn, IN

UnscoredInsufficient · 4
$6,880237,728 mi

Comparison: 4 similar vehicles

Auburn, IN

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Battle Creek, MI

UnscoredInsufficient · 0
$6,900189,130 mi

Battle Creek, MI

2007 GMC Sierra 1500 Work Truck

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

2007 GMC Sierra 1500 Work Truck

Elkhart, IN

UnscoredLimited · 6
$6,950174,993 mi

Comparison: 6 similar vehicles

Elkhart, IN

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Elkhart, IN

UnscoredLimited · 6
$6,999155,172 mi

Comparison: 6 similar vehicles

Elkhart, IN

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Kendallville, IN

UnscoredModerate · 20
$7,094174,509 mi

Comparison: 20 similar vehicles

Kendallville, IN

2014 RAM 1500 Laramie Longhorn

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

2014 RAM 1500 Laramie Longhorn

Fort Wayne, IN

UnscoredInsufficient · 0
$7,255109,747 mi

Fort Wayne, IN

2008 Dodge Dakota Laramie

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

2008 Dodge Dakota Laramie

Elkhart, IN

UnscoredInsufficient · 0
$7,400135,062 mi

Elkhart, IN

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

Sturgis, MI

UnscoredLimited · 19
$7,475207,700 mi

Comparison: 19 similar vehicles

Sturgis, MI

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

Springfield, MI

UnscoredLimited · 13
$7,499141,598 mi

Comparison: 13 similar vehicles

Springfield, MI

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Butler, IN

UnscoredLimited · 5
$7,500169,215 mi

Comparison: 5 similar vehicles

Butler, IN

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Angola, IN

UnscoredInsufficient · 0
$7,733229,015 mi

Angola, IN

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Angola, IN

UnscoredLimited · 16
$7,777330,121 mi

Comparison: 16 similar vehicles

Angola, IN

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

Auburn, IN

UnscoredLimited · 8
$7,840160,394 mi

Comparison: 8 similar vehicles

Auburn, IN

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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