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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 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

4,673 listings found

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Cambridge, OH

UnscoredInsufficient · 0
$3,291173,357 mi

Cambridge, 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

Bellaire, OH

UnscoredModerate · 26
$3,995207,426 mi

Comparison: 26 similar vehicles

Bellaire, OH

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

Belle Vernon, PA

UnscoredInsufficient · 3
$4,500187,538 mi

Comparison: 3 similar vehicles

Belle Vernon, PA

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

New Salem, PA

UnscoredLimited · 5
$4,500205,868 mi

Comparison: 5 similar vehicles

New Salem, PA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Uniontown, PA

UnscoredLimited · 10
$4,800191,790 mi

Comparison: 10 similar vehicles

Uniontown, PA

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

Cambridge, OH

UnscoredLimited · 9
$4,995190,078 mi

Comparison: 9 similar vehicles

Cambridge, OH

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Bridgeport, OH

UnscoredLimited · 7
$4,995176,891 mi

Comparison: 7 similar vehicles

Bridgeport, OH

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

Cambridge, OH

Fair PriceLimited · 10
$4,995116,000 mi

Market: $3,000 – $8,792

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Cambridge, OH

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Mannington, WV

UnscoredLimited · 10
$5,375162,163 mi

Comparison: 10 similar vehicles

Mannington, WV

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Cambridge, OH

UnscoredInsufficient · 0
$5,500212,000 mi

Cambridge, OH

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

Cambridge, OH

UnscoredRobust · 100
$5,995269,298 mi

Comparison: 100 similar vehicles

Cambridge, OH

2011 Ford Ranger XLT

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

2011 Ford Ranger XLT

Weirton, WV

UnscoredLimited · 5
$5,995169,458 mi

Comparison: 5 similar vehicles

Weirton, WV

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Bridgeport, OH

UnscoredLimited · 5
$5,995Mileage not verified

Comparison: 5 similar vehicles

Bridgeport, OH

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Cambridge, OH

UnscoredModerate · 21
$6,995189,413 mi

Comparison: 21 similar vehicles

Cambridge, OH

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)

Morgantown, WV

UnscoredLimited · 5
$6,995182,000 mi

Comparison: 5 similar vehicles

Morgantown, WV

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Bridgeport, OH

UnscoredLimited · 6
$6,995148,479 mi

Comparison: 6 similar vehicles

Bridgeport, OH

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

Cambridge, OH

UnscoredInsufficient · 0
$6,995154,800 mi

Cambridge, OH

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Cambridge, OH

UnscoredLimited · 8
$6,995277,000 mi

Comparison: 8 similar vehicles

Cambridge, OH

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

New Salem, PA

UnscoredModerate · 32
$6,999200,907 mi

Comparison: 32 similar vehicles

New Salem, PA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Carrollton, OH

UnscoredLimited · 11
$7,500143,021 mi

Comparison: 11 similar vehicles

Carrollton, OH

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Canonsburg, PA

UnscoredInsufficient · 0
$7,800130,284 mi

Canonsburg, PA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Cambridge, OH

UnscoredInsufficient · 3
$7,995165,011 mi

Comparison: 3 similar vehicles

Cambridge, OH

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

New Salem, PA

UnscoredLimited · 6
$7,999178,894 mi

Comparison: 6 similar vehicles

New Salem, PA

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Canonsburg, PA

UnscoredInsufficient · 0
$8,420151,630 mi

Canonsburg, PA

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

Morgantown, WV

UnscoredRobust · 198
$8,495160,340 mi

Comparison: 198 similar vehicles

Morgantown, WV

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

Weirton, WV

UnscoredInsufficient · 0
$8,500135,000 mi

Weirton, WV

2004 Toyota Tacoma Base

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

2004 Toyota Tacoma Base

Cambridge, OH

UnscoredInsufficient · 4
$8,500233,000 mi

Comparison: 4 similar vehicles

Cambridge, OH

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Jefferson Hills, PA

Fair PriceLimited · 19
$8,88580,300 mi

Market: $2,800 – $13,598

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Jefferson Hills, PA

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Cambridge, OH

UnscoredRobust · 184
$8,995282,321 mi

Comparison: 184 similar vehicles

Cambridge, OH

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Bridgeport, OH

UnscoredLimited · 6
$8,99598,229 mi

Comparison: 6 similar vehicles

Bridgeport, OH

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Cambridge, OH

UnscoredLimited · 18
$8,995201,000 mi

Comparison: 18 similar vehicles

Cambridge, OH

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

Belmont, OH

UnscoredInsufficient · 3
$8,995224,922 mi

Comparison: 3 similar vehicles

Belmont, OH

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Cambridge, OH

UnscoredLimited · 16
$8,995213,000 mi

Comparison: 16 similar vehicles

Cambridge, OH

No Photo

2003 GMC Sonoma SL

Washington, PA

UnscoredInsufficient · 0
$8,995108,157 mi

Washington, PA

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Cambridge, OH

UnscoredLimited · 8
$8,995196,000 mi

Comparison: 8 similar vehicles

Cambridge, OH

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

Fairmont, WV

UnscoredRobust · 105
$9,450135,180 mi

Comparison: 105 similar vehicles

Fairmont, WV

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

New Salem, PA

UnscoredInsufficient · 4
$9,500212,744 mi

Comparison: 4 similar vehicles

New Salem, PA

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

Cambridge, OH

UnscoredModerate · 37
$9,895165,831 mi

Comparison: 37 similar vehicles

Cambridge, OH

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

New Salem, PA

UnscoredRobust · 157
$9,995230,744 mi

Comparison: 157 similar vehicles

New Salem, PA

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

Washington, PA

UnscoredInsufficient · 0
$9,995133,288 mi

Washington, PA

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Cambridge, OH

UnscoredLimited · 8
$9,995153,235 mi

Comparison: 8 similar vehicles

Cambridge, OH

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Follansbee, WV

UnscoredModerate · 30
$10,000261,645 mi

Comparison: 30 similar vehicles

Follansbee, WV

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

Eighty Four, PA

UnscoredLimited · 8
$10,495127,000 mi

Comparison: 8 similar vehicles

Eighty Four, PA

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Brownsville, PA

OverpricedLimited · 10
$10,49981,292 mi

Market: $4,995 – $7,999

Comparison: 10 similar vehicles

Priced ~31% above the typical market range for similar vehicles (based on current market benchmarks)

Brownsville, PA

2017 Chevrolet Colorado Work Truck

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

2017 Chevrolet Colorado Work Truck

New Salem, PA

UnscoredModerate · 31
$10,500143,514 mi

Comparison: 31 similar vehicles

New Salem, PA

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

Moundsville, WV

UnscoredModerate · 32
$10,851160,789 mi

Comparison: 32 similar vehicles

Moundsville, WV

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

Matamoras, OH

UnscoredInsufficient · 4
$10,900195,711 mi

Comparison: 4 similar vehicles

Matamoras, OH

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Jefferson Hills, PA

UnscoredModerate · 20
$10,991212,735 mi

Comparison: 20 similar vehicles

Jefferson Hills, PA

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

Jefferson Hills, PA

UnscoredLimited · 9
$10,995160,090 mi

Comparison: 9 similar vehicles

Jefferson Hills, PA

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Wintersville, OH

UnscoredLimited · 6
$10,995171,156 mi

Comparison: 6 similar vehicles

Wintersville, OH

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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