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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

8,342 listings found

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Hudsonville, MI

UnscoredInsufficient · 0
$2,414151,153 mi

Hudsonville, MI

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

Georgetown Township, MI

UnscoredInsufficient · 3
$2,995210,000 mi

Comparison: 3 similar vehicles

Georgetown Township, 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

Kentwood, MI

UnscoredInsufficient · 3
$3,500Mileage not verified

Comparison: 3 similar vehicles

Kentwood, 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

Unscored
$3,599146,773 mi

Comparison: 8 similar vehicles

Kalamazoo, MI

2006 Lincoln Mark LT Base

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

2006 Lincoln Mark LT Base

Grandville, MI

Unscored
$3,695208,398 mi

Comparison: 13 similar vehicles

Grandville, 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

Unscored
$3,900206,810 mi

Comparison: 7 similar vehicles

Battle Creek, MI

2003 Ford Explorer Sport Trac XLT

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

2003 Ford Explorer Sport Trac XLT

Holland, MI

UnscoredInsufficient · 0
$3,975211,010 mi

Holland, MI

2012 GMC Sierra 1500 SLT

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

2012 GMC Sierra 1500 SLT

Cedar Springs, MI

Unscored
$3,995179,000 mi

Comparison: 8 similar vehicles

Cedar Springs, MI

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

Saranac, MI

Unscored
$3,995246,250 mi

Comparison: 22 similar vehicles

Saranac, MI

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Grand Rapids, MI

UnscoredInsufficient · 0
$3,995207,869 mi

Grand Rapids, MI

2002 Chevrolet Silverado 1500 base

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

2002 Chevrolet Silverado 1500 base

Kentwood, MI

UnscoredInsufficient · 3
$3,995170,000 mi

Comparison: 3 similar vehicles

Kentwood, MI

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Kentwood, MI

Unscored
$3,995190,000 mi

Comparison: 12 similar vehicles

Kentwood, MI

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Ravenna, MI

UnscoredInsufficient · 0
$3,999151,000 mi

Ravenna, 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

Kalamazoo, MI

Unscored
$4,000160,960 mi

Comparison: 7 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

Unscored
$4,000196,211 mi

Comparison: 7 similar vehicles

Kalamazoo, MI

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Muskegon, MI

Unscored
$4,295206,359 mi

Comparison: 7 similar vehicles

Muskegon, MI

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Kalamazoo, MI

Unscored
$4,299211,686 mi

Comparison: 10 similar vehicles

Kalamazoo, MI

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

Grandville, MI

Unscored
$4,495246,782 mi

Comparison: 5 similar vehicles

Grandville, MI

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

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

Grandville, MI

Unscored
$4,875236,024 mi

Comparison: 11 similar vehicles

Grandville, MI

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Schoolcraft, MI

Unscored
$4,950216,068 mi

Comparison: 52 similar vehicles

Schoolcraft, MI

2004 Ford F-350 Super Duty XLT

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

2004 Ford F-350 Super Duty XLT

Battle Creek, MI

Unscored
$4,950387,432 mi

Comparison: 6 similar vehicles

Battle Creek, MI

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Plainwell, MI

Unscored
$4,995274,068 mi

Comparison: 31 similar vehicles

Plainwell, 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

Ionia, MI

Unscored
$4,995196,589 mi

Comparison: 10 similar vehicles

Ionia, MI

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Kentwood, MI

Unscored
$4,995170,000 mi

Comparison: 5 similar vehicles

Kentwood, MI

2012 GMC Sierra 1500 Work Truck

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

2012 GMC Sierra 1500 Work Truck

Grant, MI

Unscored
$4,999205,397 mi

Comparison: 6 similar vehicles

Grant, MI

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

Unscored
$5,000140,285 mi

Comparison: 16 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

Unscored
$5,029227,745 mi

Comparison: 8 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

Comstock Park, MI

Unscored
$5,495258,668 mi

Comparison: 12 similar vehicles

Comstock Park, 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

Comstock Park, MI

Unscored
$5,495225,143 mi

Comparison: 35 similar vehicles

Comstock Park, MI

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

Grandville, MI

Unscored
$5,495190,426 mi

Comparison: 25 similar vehicles

Grandville, 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

Unscored
$5,500160,258 mi

Comparison: 9 similar vehicles

Kalamazoo, MI

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

South Haven, MI

Unscored
$5,500301,286 mi

Comparison: 100 similar vehicles

South Haven, MI

2017 Nissan Frontier S

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

2017 Nissan Frontier S

Shelbyville, MI

Unscored
$5,900123,000 mi

Comparison: 9 similar vehicles

Shelbyville, MI

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

Norton Shores, MI

Unscored
$5,980183,711 mi

Comparison: 57 similar vehicles

Norton Shores, MI

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

South Haven, MI

Unscored
$5,990221,123 mi

Comparison: 5 similar vehicles

South Haven, MI

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

South Haven, MI

Unscored
$5,990254,220 mi

Comparison: 5 similar vehicles

South Haven, 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

Byron Center, MI

Unscored
$5,995198,406 mi

Comparison: 13 similar vehicles

Byron Center, MI

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

Grandville, MI

Unscored
$5,995185,330 mi

Comparison: 5 similar vehicles

Grandville, 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

Grand Rapids, MI

Unscored
$5,995183,406 mi

Comparison: 12 similar vehicles

Grand Rapids, 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

Kentwood, MI

Unscored
$5,995200,000 mi

Comparison: 5 similar vehicles

Kentwood, MI

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Kentwood, MI

UnscoredInsufficient · 3
$5,995180,000 mi

Comparison: 3 similar vehicles

Kentwood, MI

2003 GMC Sierra 1500 Standard

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

2003 GMC Sierra 1500 Standard

Kentwood, MI

UnscoredInsufficient · 0
$5,995192,294 mi

Kentwood, MI

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Grand Rapids, MI

UnscoredInsufficient · 3
$5,99890,735 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2010 Ford Ranger XL

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

2010 Ford Ranger XL

Muskegon, MI

UnscoredInsufficient · 3
$5,999128,456 mi

Comparison: 3 similar vehicles

Muskegon, 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

Ravenna, MI

Unscored
$5,999192,000 mi

Comparison: 5 similar vehicles

Ravenna, MI

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

Greenville, MI

Unscored
$6,114200,800 mi

Comparison: 34 similar vehicles

Greenville, MI

2004 Chevrolet Silverado 1500 LT

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

2004 Chevrolet Silverado 1500 LT

Dowagiac, MI

UnscoredInsufficient · 0
$6,309150,050 mi

Dowagiac, MI

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Allendale Charter Township, MI

UnscoredInsufficient · 3
$6,495159,910 mi

Comparison: 3 similar vehicles

Allendale Charter Township, 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

Mattawan, MI

Unscored
$6,495239,828 mi

Comparison: 114 similar vehicles

Mattawan, MI

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.
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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