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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

2,748 listings found

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

St. Louis, MI

UnscoredInsufficient · 0
$2,495223,726 mi

St. Louis, MI

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Gladwin, MI

UnscoredInsufficient · 0
$2,500192,364 mi

Gladwin, MI

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

Clare, MI

UnscoredLimited · 5
$3,275198,802 mi

Comparison: 5 similar vehicles

Clare, 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

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

Freeland, MI

UnscoredRobust · 61
$4,025208,050 mi

Comparison: 61 similar vehicles

Freeland, MI

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

Midland, MI

UnscoredLimited · 13
$4,900275,044 mi

Comparison: 13 similar vehicles

Midland, 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

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

Mount Pleasant, MI

UnscoredModerate · 32
$5,455164,950 mi

Comparison: 32 similar vehicles

Mount Pleasant, 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

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

Mount Pleasant, MI

UnscoredRobust · 104
$5,505202,579 mi

Comparison: 104 similar vehicles

Mount Pleasant, 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

Houghton Lake, MI

UnscoredModerate · 26
$5,950222,155 mi

Comparison: 26 similar vehicles

Houghton Lake, 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

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

Hemlock, MI

UnscoredLimited · 16
$6,195215,185 mi

Comparison: 16 similar vehicles

Hemlock, 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

Hemlock, MI

UnscoredModerate · 31
$6,195144,514 mi

Comparison: 31 similar vehicles

Hemlock, 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

Mount Pleasant, MI

UnscoredRobust · 227
$6,390147,516 mi

Comparison: 227 similar vehicles

Mount Pleasant, 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

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

Howard City, MI

UnscoredLimited · 5
$6,995185,390 mi

Comparison: 5 similar vehicles

Howard City, MI

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

Howard City, MI

UnscoredRobust · 70
$6,995147,062 mi

Comparison: 70 similar vehicles

Howard City, MI

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Howard City, MI

UnscoredRobust · 116
$6,995191,965 mi

Comparison: 116 similar vehicles

Howard City, 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

St. Louis, MI

UnscoredLimited · 10
$7,165213,106 mi

Comparison: 10 similar vehicles

St. Louis, 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

Mount Pleasant, MI

UnscoredModerate · 49
$7,255155,000 mi

Comparison: 49 similar vehicles

Mount Pleasant, MI

2010 Ford Ranger XL

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

2010 Ford Ranger XL

Stanwood, MI

UnscoredInsufficient · 0
$7,300113,120 mi

Stanwood, 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

Mount Pleasant, MI

Fair PriceRobust · 94
$7,455Mileage not verified

Market: $4,180 – $21,695

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 161 days listed (based on current market benchmarks)

Mount Pleasant, MI

2007 Chevrolet Silverado 2500HD Work Truck

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

2007 Chevrolet Silverado 2500HD Work Truck

Howard City, MI

UnscoredLimited · 11
$7,595187,085 mi

Comparison: 11 similar vehicles

Howard City, MI

2011 Ford F-450 Super Duty Chassis Cab XL

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

2011 Ford F-450 Super Duty Chassis Cab XL

Cadillac, MI

UnscoredInsufficient · 0
$7,950277,786 mi

Cadillac, MI

2015 RAM 1500 Sport

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

2015 RAM 1500 Sport

Cadillac, MI

UnscoredModerate · 22
$7,990151,098 mi

Comparison: 22 similar vehicles

Cadillac, 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

West Branch, MI

UnscoredInsufficient · 0
$8,15857,856 mi

West Branch, 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

St. Louis, MI

OverpricedLimited · 11
$8,165118,822 mi

Market: $1,655 – $7,475

Comparison: 11 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

St. Louis, MI

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Midland, MI

UnscoredLimited · 5
$8,195225,692 mi

Comparison: 5 similar vehicles

Midland, MI

2016 Chevrolet Silverado 1500 Work Truck 1WT

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

2016 Chevrolet Silverado 1500 Work Truck 1WT

Alma, MI

UnscoredLimited · 11
$8,628211,501 mi

Comparison: 11 similar vehicles

Alma, MI

2012 RAM 1500 Pickup Laramie

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

2012 RAM 1500 Pickup Laramie

Cadillac, MI

UnscoredLimited · 12
$8,950220,967 mi

Comparison: 12 similar vehicles

Cadillac, MI

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Lakeview, MI

UnscoredLimited · 8
$8,995147,100 mi

Comparison: 8 similar vehicles

Lakeview, MI

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

Houghton Lake, MI

UnscoredInsufficient · 4
$8,995181,098 mi

Comparison: 4 similar vehicles

Houghton Lake, MI

2014 Chevrolet Silverado 1500 1WT

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

2014 Chevrolet Silverado 1500 1WT

St. Louis, MI

UnscoredInsufficient · 0
$8,995210,956 mi

St. Louis, MI

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Howard City, MI

UnscoredLimited · 5
$8,995158,119 mi

Comparison: 5 similar vehicles

Howard City, MI

2014 RAM 1500 Pickup Outdoorsman

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

2014 RAM 1500 Pickup Outdoorsman

Lake City, MI

UnscoredModerate · 26
$9,268228,825 mi

Comparison: 26 similar vehicles

Lake City, MI

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

Lake City, MI

UnscoredLimited · 8
$9,268154,568 mi

Comparison: 8 similar vehicles

Lake City, 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

West Branch, MI

UnscoredRobust · 144
$9,304221,243 mi

Comparison: 144 similar vehicles

West Branch, MI

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Cadillac, MI

Fair PriceModerate · 48
$9,600113,995 mi

Market: $7,500 – $27,008

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Cadillac, 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

West Branch, MI

UnscoredInsufficient · 4
$9,814137,367 mi

Comparison: 4 similar vehicles

West Branch, MI

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Cadillac, MI

UnscoredLimited · 14
$9,950330,267 mi

Comparison: 14 similar vehicles

Cadillac, MI

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Cadillac, MI

Fair PriceLimited · 18
$9,950119,721 mi

Market: $2,999 – $16,777

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Cadillac, MI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Cadillac, MI

UnscoredRobust · 149
$9,990212,293 mi

Comparison: 149 similar vehicles

Cadillac, MI

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Howard City, MI

UnscoredLimited · 17
$9,995148,289 mi

Comparison: 17 similar vehicles

Howard City, MI

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

Gladwin, MI

Fair PriceRobust · 150
$9,995114,045 mi

Market: $4,130 – $19,995

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Gladwin, MI

2017 GMC Sierra 1500 Base

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

2017 GMC Sierra 1500 Base

Roscommon, MI

UnscoredModerate · 49
$10,114232,176 mi

Comparison: 49 similar vehicles

Roscommon, MI

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

Mount Pleasant, MI

UnscoredLimited · 8
$10,275200,746 mi

Comparison: 8 similar vehicles

Mount Pleasant, MI

2013 Chevrolet Silverado 2500HD LTZ

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

2013 Chevrolet Silverado 2500HD LTZ

St. Louis, MI

UnscoredModerate · 30
$10,309221,322 mi

Comparison: 30 similar vehicles

St. Louis, MI

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

West Branch, MI

UnscoredRobust · 129
$10,836162,897 mi

Comparison: 129 similar vehicles

West Branch, 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

Midland, MI

UnscoredModerate · 26
$10,900133,129 mi

Comparison: 26 similar vehicles

Midland, 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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