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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 21, 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

9,321 listings found

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Roseville, MI

UnscoredInsufficient · 0
$2,511187,541 mi

Roseville, 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

Clinton Township, MI

UnscoredInsufficient · 0
$2,695205,000 mi

Clinton Township, 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

Royal Oak, MI

UnscoredLimited · 5
$2,804226,726 mi

Comparison: 5 similar vehicles

Royal Oak, MI

2005 Chevrolet Colorado Z85

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

2005 Chevrolet Colorado Z85

Warren, MI

UnscoredLimited · 5
$2,995182,280 mi

Comparison: 5 similar vehicles

Warren, MI

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Sandusky, MI

UnscoredInsufficient · 0
$2,995329,209 mi

Sandusky, 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

Roseville, MI

UnscoredInsufficient · 4
$2,999215,554 mi

Comparison: 4 similar vehicles

Roseville, 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

Imlay City, MI

UnscoredInsufficient · 4
$3,313236,555 mi

Comparison: 4 similar vehicles

Imlay City, MI

2009 Dodge Ram 1500 Pickup ST

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

2009 Dodge Ram 1500 Pickup ST

Roseville, MI

UnscoredInsufficient · 0
$3,333216,144 mi

Roseville, MI

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Mount Clemens, MI

UnscoredInsufficient · 0
$3,600222,307 mi

Mount Clemens, MI

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Eastpointe, MI

UnscoredLimited · 7
$3,900285,786 mi

Comparison: 7 similar vehicles

Eastpointe, MI

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Clinton Township, MI

UnscoredLimited · 10
$3,995200,000 mi

Comparison: 10 similar vehicles

Clinton Township, MI

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Madison Heights, MI

UnscoredLimited · 7
$3,995344,143 mi

Comparison: 7 similar vehicles

Madison Heights, MI

2004 Ford Explorer Sport Trac XLT

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

2004 Ford Explorer Sport Trac XLT

Clinton Township, MI

UnscoredLimited · 8
$3,995194,556 mi

Comparison: 8 similar vehicles

Clinton Township, 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

Warren, MI

UnscoredInsufficient · 3
$3,995116,349 mi

Comparison: 3 similar vehicles

Warren, 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

Roseville, MI

UnscoredInsufficient · 4
$3,999194,375 mi

Comparison: 4 similar vehicles

Roseville, MI

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Madison Heights, MI

UnscoredInsufficient · 0
$3,999Mileage not verified

Madison Heights, MI

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Mount Clemens, MI

UnscoredInsufficient · 4
$4,000149,784 mi

Comparison: 4 similar vehicles

Mount Clemens, 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

Washington, MI

UnscoredLimited · 17
$4,275234,649 mi

Comparison: 17 similar vehicles

Washington, MI

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

Roseville, MI

UnscoredLimited · 5
$4,400168,140 mi

Comparison: 5 similar vehicles

Roseville, MI

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Warren, MI

UnscoredLimited · 12
$4,495164,465 mi

Comparison: 12 similar vehicles

Warren, 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

Fort Gratiot Township, MI

Fair PriceLimited · 10
$4,49996,731 mi

Market: $3,995 – $6,450

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Fort Gratiot Township, 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

Shelby Township, MI

UnscoredLimited · 5
$4,859231,452 mi

Comparison: 5 similar vehicles

Shelby Township, 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

Warren, MI

UnscoredLimited · 12
$4,995235,659 mi

Comparison: 12 similar vehicles

Warren, 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

Detroit, MI

UnscoredModerate · 36
$4,995218,981 mi

Comparison: 36 similar vehicles

Detroit, MI

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

Mount Clemens, MI

UnscoredLimited · 11
$4,995133,004 mi

Comparison: 11 similar vehicles

Mount Clemens, 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

Warren, MI

UnscoredLimited · 10
$4,995209,141 mi

Comparison: 10 similar vehicles

Warren, MI

2011 Chevrolet Avalanche LTZ

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

2011 Chevrolet Avalanche LTZ

Clinton Township, MI

UnscoredInsufficient · 0
$4,995218,023 mi

Clinton Township, 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

Warren, MI

Salvage title
$4,995280,003 mi

Warren, 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

Warren, MI

UnscoredLimited · 16
$4,995332,960 mi

Comparison: 16 similar vehicles

Warren, 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

Clinton Township, MI

UnscoredInsufficient · 4
$4,995Mileage not verified

Comparison: 4 similar vehicles

Clinton Township, MI

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Clinton Township, MI

UnscoredInsufficient · 4
$4,995200,000 mi

Comparison: 4 similar vehicles

Clinton Township, MI

2000 Dodge Ram Pickup ST

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

2000 Dodge Ram Pickup ST

Clinton Township, MI

UnscoredInsufficient · 0
$4,995202,011 mi

Clinton Township, MI

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Roseville, MI

UnscoredModerate · 29
$5,000142,760 mi

Comparison: 29 similar vehicles

Roseville, MI

2004 GMC Sierra 2500HD SLT

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

2004 GMC Sierra 2500HD SLT

Mount Clemens, MI

UnscoredInsufficient · 0
$5,000192,879 mi

Mount Clemens, MI

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Marlette, MI

UnscoredLimited · 5
$5,170201,108 mi

Comparison: 5 similar vehicles

Marlette, MI

2015 RAM 1500 ST

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

2015 RAM 1500 ST

Rochester Hills, MI

UnscoredLimited · 5
$5,279219,268 mi

Comparison: 5 similar vehicles

Rochester Hills, MI

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Troy, MI

UnscoredLimited · 5
$5,279214,499 mi

Comparison: 5 similar vehicles

Troy, MI

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Madison Heights, MI

UnscoredLimited · 9
$5,499Mileage not verified

Comparison: 9 similar vehicles

Madison Heights, MI

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Shelby Township, MI

UnscoredRobust · 105
$5,500290,085 mi

Comparison: 105 similar vehicles

Shelby Township, 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

Warren, MI

UnscoredLimited · 12
$5,500136,844 mi

Comparison: 12 similar vehicles

Warren, MI

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Royal Oak, MI

UnscoredRobust · 51
$5,775221,719 mi

Comparison: 51 similar vehicles

Royal Oak, MI

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Waterford Township, MI

UnscoredInsufficient · 4
$5,799Mileage not verified

Comparison: 4 similar vehicles

Waterford Township, MI

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Mount Clemens, MI

UnscoredLimited · 5
$5,800250,352 mi

Comparison: 5 similar vehicles

Mount Clemens, 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

Roseville, MI

UnscoredLimited · 5
$5,995176,334 mi

Comparison: 5 similar vehicles

Roseville, MI

2009 Chevrolet Colorado LT

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

2009 Chevrolet Colorado LT

Warren, MI

UnscoredInsufficient · 4
$5,995179,000 mi

Comparison: 4 similar vehicles

Warren, MI

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Roseville, MI

UnscoredLimited · 5
$5,995233,504 mi

Comparison: 5 similar vehicles

Roseville, MI

2007 Toyota Tundra Base

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

2007 Toyota Tundra Base

Clinton Township, MI

UnscoredInsufficient · 3
$5,995221,001 mi

Comparison: 3 similar vehicles

Clinton Township, MI

2006 Ford Ranger XLT

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

2006 Ford Ranger XLT

Clinton Township, MI

UnscoredInsufficient · 0
$5,995193,072 mi

Clinton Township, 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

Waterford Township, MI

Fair PriceModerate · 20
$5,999Mileage not verified

Market: $3,995 – $12,764

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Waterford Township, 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

Warren, MI

UnscoredLimited · 6
$5,999Mileage not verified

Comparison: 6 similar vehicles

Warren, 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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