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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

8,612 listings found

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

Grandville, MI

UnscoredLimited · 14
$1,655285,250 mi

Comparison: 14 similar vehicles

Grandville, MI

No Photo

2003 Chevrolet Silverado 1500 LS

Plainwell, MI

UnscoredLimited · 9
$1,995451,425 mi

Comparison: 9 similar vehicles

Plainwell, MI

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Grand Rapids, MI

UnscoredInsufficient · 0
$2,514151,153 mi

Grand Rapids, 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

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

Kentwood, MI

UnscoredInsufficient · 3
$3,595200,000 mi

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

UnscoredLimited · 14
$3,599146,773 mi

Comparison: 14 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

UnscoredInsufficient · 3
$3,695208,398 mi

Comparison: 3 similar vehicles

Grandville, MI

2013 Ford F-150 Limited

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

2013 Ford F-150 Limited

Wayland, MI

UnscoredLimited · 9
$3,814265,451 mi

Comparison: 9 similar vehicles

Wayland, 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

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

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Howard City, MI

UnscoredLimited · 6
$3,995248,341 mi

Comparison: 6 similar vehicles

Howard City, 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

UnscoredLimited · 18
$3,995246,250 mi

Comparison: 18 similar vehicles

Saranac, MI

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

Georgetown Township, MI

UnscoredLimited · 13
$3,995156,700 mi

Comparison: 13 similar vehicles

Georgetown Township, 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

UnscoredModerate · 24
$3,995190,000 mi

Comparison: 24 similar vehicles

Kentwood, MI

1999 Dodge Ram Pickup WS

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

1999 Dodge Ram Pickup WS

Cedar Springs, MI

UnscoredInsufficient · 0
$3,995273,000 mi

Cedar Springs, 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

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

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

Wyoming, MI

UnscoredRobust · 145
$4,180200,636 mi

Comparison: 145 similar vehicles

Wyoming, MI

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

Saint Johns, MI

UnscoredLimited · 7
$4,309117,503 mi

Comparison: 7 similar vehicles

Saint Johns, 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

UnscoredLimited · 6
$4,495246,782 mi

Comparison: 6 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

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

Hudsonville, MI

UnscoredLimited · 16
$4,813195,249 mi

Comparison: 16 similar vehicles

Hudsonville, 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

UnscoredInsufficient · 4
$4,875236,024 mi

Comparison: 4 similar vehicles

Grandville, MI

2015 RAM 1500 Pickup Outdoorsman

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

2015 RAM 1500 Pickup Outdoorsman

Lansing, MI

UnscoredModerate · 30
$4,900218,874 mi

Comparison: 30 similar vehicles

Lansing, MI

No Photo

2012 Ford F-150 FX4

Plainwell, MI

UnscoredModerate · 40
$4,995274,068 mi

Comparison: 40 similar vehicles

Plainwell, MI

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Georgetown Township, MI

Fair PriceLimited · 12
$4,995113,000 mi

Market: $3,795 – $11,275

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Georgetown Township, MI

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Saranac, MI

UnscoredLimited · 7
$4,995199,710 mi

Comparison: 7 similar vehicles

Saranac, MI

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Howard City, MI

UnscoredLimited · 6
$4,995241,700 mi

Comparison: 6 similar vehicles

Howard City, 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

UnscoredInsufficient · 4
$4,995170,000 mi

Comparison: 4 similar vehicles

Kentwood, 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

UnscoredLimited · 14
$5,000140,285 mi

Comparison: 14 similar vehicles

Kalamazoo, 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

UnscoredLimited · 16
$5,495258,668 mi

Comparison: 16 similar vehicles

Comstock Park, 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

Howard City, MI

UnscoredModerate · 38
$5,495202,455 mi

Comparison: 38 similar vehicles

Howard City, 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

UnscoredModerate · 34
$5,495225,143 mi

Comparison: 34 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

UnscoredModerate · 22
$5,495190,426 mi

Comparison: 22 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

UnscoredModerate · 23
$5,500160,258 mi

Comparison: 23 similar vehicles

Kalamazoo, 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

UnscoredLimited · 9
$5,900123,000 mi

Comparison: 9 similar vehicles

Shelbyville, 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

Lansing, MI

UnscoredLimited · 8
$5,980201,135 mi

Comparison: 8 similar vehicles

Lansing, 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

UnscoredLimited · 6
$5,995185,330 mi

Comparison: 6 similar vehicles

Grandville, 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

UnscoredLimited · 7
$5,995200,000 mi

Comparison: 7 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 · 4
$5,995180,000 mi

Comparison: 4 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

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

DeWitt, MI

UnscoredLimited · 10
$5,996192,640 mi

Comparison: 10 similar vehicles

DeWitt, 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

UnscoredModerate · 22
$6,114200,800 mi

Comparison: 22 similar vehicles

Greenville, MI

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Grandville, MI

UnscoredModerate · 38
$6,455205,626 mi

Comparison: 38 similar vehicles

Grandville, MI

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

Alma, MI

UnscoredLimited · 5
$6,464177,291 mi

Comparison: 5 similar vehicles

Alma, 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

Lansing, MI

UnscoredInsufficient · 4
$6,500195,707 mi

Comparison: 4 similar vehicles

Lansing, 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. 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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