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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 22, 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

6,387 listings found

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

Adrian, MI

UnscoredInsufficient · 3
$2,900362,066 mi

Comparison: 3 similar vehicles

Adrian, MI

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Jackson, MI

Fair PriceLimited · 11
$3,764112,275 mi

Market: $3,180 – $7,948

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Jackson, MI

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

Adrian, MI

UnscoredLimited · 17
$3,800184,134 mi

Comparison: 17 similar vehicles

Adrian, MI

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

Adrian, MI

UnscoredLimited · 10
$3,800224,179 mi

Comparison: 10 similar vehicles

Adrian, MI

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Leslie, MI

UnscoredLimited · 13
$3,900223,584 mi

Comparison: 13 similar vehicles

Leslie, MI

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

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

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Defiance, OH

UnscoredLimited · 12
$4,393271,593 mi

Comparison: 12 similar vehicles

Defiance, OH

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Adrian, MI

UnscoredRobust · 54
$4,395196,562 mi

Comparison: 54 similar vehicles

Adrian, 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

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

2005 Ford Ranger XLT

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

2005 Ford Ranger XLT

Saline, MI

UnscoredInsufficient · 3
$4,995179,076 mi

Comparison: 3 similar vehicles

Saline, MI

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

Michigan Center, MI

UnscoredLimited · 18
$4,999230,296 mi

Comparison: 18 similar vehicles

Michigan Center, MI

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Swanton, OH

UnscoredInsufficient · 0
$5,299136,438 mi

Swanton, OH

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

Defiance, OH

UnscoredRobust · 72
$5,398203,703 mi

Comparison: 72 similar vehicles

Defiance, OH

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

Adrian, MI

UnscoredLimited · 17
$5,500199,280 mi

Comparison: 17 similar vehicles

Adrian, MI

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

Adrian, MI

UnscoredRobust · 54
$5,500198,116 mi

Comparison: 54 similar vehicles

Adrian, 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

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

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

Jackson, MI

UnscoredInsufficient · 4
$5,804172,803 mi

Comparison: 4 similar vehicles

Jackson, MI

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

Michigan Center, MI

UnscoredLimited · 14
$5,900191,328 mi

Comparison: 14 similar vehicles

Michigan Center, MI

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

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Ann Arbor, MI

UnscoredInsufficient · 3
$6,275201,938 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

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 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

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

Tecumseh, MI

UnscoredRobust · 86
$6,79571,258 mi

Comparison: 86 similar vehicles

Tecumseh, 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

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Ann Arbor, MI

UnscoredInsufficient · 0
$6,814149,155 mi

Ann Arbor, 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

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Jackson, MI

UnscoredModerate · 25
$6,989181,424 mi

Comparison: 25 similar vehicles

Jackson, MI

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

Archbold, OH

UnscoredRobust · 85
$6,995150,786 mi

Comparison: 85 similar vehicles

Archbold, OH

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

Jackson, MI

UnscoredLimited · 9
$6,998138,004 mi

Comparison: 9 similar vehicles

Jackson, MI

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

2008 Dodge Ram 1500 Pickup Laramie

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

2008 Dodge Ram 1500 Pickup Laramie

Jackson, MI

UnscoredInsufficient · 4
$7,203137,132 mi

Comparison: 4 similar vehicles

Jackson, MI

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

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Jackson, MI

UnscoredLimited · 8
$7,500241,167 mi

Comparison: 8 similar vehicles

Jackson, 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

Defiance, OH

UnscoredLimited · 19
$7,500194,084 mi

Comparison: 19 similar vehicles

Defiance, OH

2014 Nissan Titan PRO-4X

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

2014 Nissan Titan PRO-4X

Jackson, MI

UnscoredInsufficient · 4
$7,500136,212 mi

Comparison: 4 similar vehicles

Jackson, MI

2011 Chevrolet Silverado 1500 LTZ

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

2011 Chevrolet Silverado 1500 LTZ

Michigan Center, MI

UnscoredModerate · 21
$7,500211,116 mi

Comparison: 21 similar vehicles

Michigan Center, 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

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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