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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 19, 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

42,228 listings found

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

New Rochelle, NY

UnscoredInsufficient · 4
$2,500184,000 mi

Comparison: 4 similar vehicles

New Rochelle, NY

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Yonkers, NY

UnscoredInsufficient · 0
$3,495Mileage not verified

Yonkers, NY

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

Ozone Park, NY

UnscoredInsufficient · 4
$3,995217,469 mi

Comparison: 4 similar vehicles

Ozone Park, NY

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Norwich, NY

UnscoredInsufficient · 4
$4,350188,000 mi

Comparison: 4 similar vehicles

Norwich, NY

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

Pawling, NY

UnscoredInsufficient · 4
$4,375187,000 mi

Comparison: 4 similar vehicles

Pawling, NY

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Arverne, NY

UnscoredLimited · 10
$4,450126,600 mi

Comparison: 10 similar vehicles

Arverne, NY

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

Staten Island, NY

UnscoredLimited · 9
$4,494197,622 mi

Comparison: 9 similar vehicles

Staten Island, NY

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Yonkers, NY

UnscoredInsufficient · 0
$4,500289,450 mi

Yonkers, NY

2011 Chevrolet Colorado 1LT

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

2011 Chevrolet Colorado 1LT

Rockville Centre, NY

UnscoredInsufficient · 0
$4,995226,270 mi

Rockville Centre, NY

2003 Subaru Baja Base

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

2003 Subaru Baja Base

Yonkers, NY

UnscoredInsufficient · 0
$4,995Mileage not verified

Yonkers, NY

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

West Hempstead, NY

UnscoredLimited · 6
$4,995184,521 mi

Comparison: 6 similar vehicles

West Hempstead, NY

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

Rochester, NY

UnscoredLimited · 11
$4,999200,232 mi

Comparison: 11 similar vehicles

Rochester, NY

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

Ozone Park, NY

UnscoredInsufficient · 4
$5,000189,307 mi

Comparison: 4 similar vehicles

Ozone Park, NY

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Yonkers, NY

UnscoredLimited · 5
$5,000219,773 mi

Comparison: 5 similar vehicles

Yonkers, NY

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Saugerties, NY

UnscoredInsufficient · 0
$5,495141,065 mi

Saugerties, NY

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

Island Park, NY

UnscoredLimited · 11
$5,500145,760 mi

Comparison: 11 similar vehicles

Island Park, NY

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Riverhead, NY

UnscoredInsufficient · 0
$5,500178,000 mi

Riverhead, NY

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Middletown, NY

UnscoredModerate · 23
$5,800163,755 mi

Comparison: 23 similar vehicles

Middletown, NY

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

New Windsor, NY

UnscoredLimited · 9
$5,90090,000 mi

Comparison: 9 similar vehicles

New Windsor, NY

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Schenectady, NY

UnscoredLimited · 9
$5,995147,502 mi

Comparison: 9 similar vehicles

Schenectady, NY

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)

Huntington Station, NY

UnscoredLimited · 7
$5,995161,351 mi

Comparison: 7 similar vehicles

Huntington Station, NY

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Staten Island, NY

UnscoredInsufficient · 0
$5,995232,506 mi

Staten Island, NY

2005 Nissan Frontier Nismo

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

2005 Nissan Frontier Nismo

New Rochelle, NY

UnscoredInsufficient · 0
$5,995142,190 mi

New Rochelle, NY

2002 Dodge Ram 1500 Pickup ST

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

2002 Dodge Ram 1500 Pickup ST

East Islip, NY

UnscoredLimited · 5
$5,995190,080 mi

Comparison: 5 similar vehicles

East Islip, NY

2001 Ford Ranger XLT

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

2001 Ford Ranger XLT

Staten Island, NY

UnscoredInsufficient · 0
$5,995166,937 mi

Staten Island, NY

2001 Nissan Frontier SE

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

2001 Nissan Frontier SE

Yonkers, NY

UnscoredInsufficient · 0
$5,995Mileage not verified

Yonkers, NY

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

Albany, NY

UnscoredLimited · 6
$6,000150,000 mi

Comparison: 6 similar vehicles

Albany, NY

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

Island Park, NY

UnscoredInsufficient · 0
$6,15045,988 mi

Island Park, NY

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

Deer Park, NY

UnscoredInsufficient · 4
$6,225101,796 mi

Comparison: 4 similar vehicles

Deer Park, NY

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Hoosick Falls, NY

UnscoredInsufficient · 0
$6,49585,712 mi

Hoosick Falls, NY

2011 GMC Sierra 1500 SL

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

2011 GMC Sierra 1500 SL

Rochester, NY

UnscoredInsufficient · 0
$6,499131,500 mi

Rochester, NY

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

Brentwood, NY

UnscoredModerate · 23
$6,500223,893 mi

Comparison: 23 similar vehicles

Brentwood, NY

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

Yonkers, NY

UnscoredLimited · 5
$6,500175,830 mi

Comparison: 5 similar vehicles

Yonkers, NY

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Roslyn Heights, NY

UnscoredLimited · 12
$6,800168,453 mi

Comparison: 12 similar vehicles

Roslyn Heights, NY

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

Wantagh, NY

UnscoredInsufficient · 3
$6,900145,332 mi

Comparison: 3 similar vehicles

Wantagh, NY

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Lawrence, NY

UnscoredInsufficient · 3
$6,900230,000 mi

Comparison: 3 similar vehicles

Lawrence, NY

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

Lawrence, NY

UnscoredModerate · 37
$6,900170,000 mi

Comparison: 37 similar vehicles

Lawrence, NY

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Wantagh, NY

UnscoredModerate · 23
$6,900122,869 mi

Comparison: 23 similar vehicles

Wantagh, NY

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

Hyde Park, NY

UnscoredRobust · 66
$6,900170,141 mi

Comparison: 66 similar vehicles

Hyde Park, NY

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Schenectady, NY

UnscoredLimited · 10
$6,900195,865 mi

Comparison: 10 similar vehicles

Schenectady, NY

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Tillson, NY

UnscoredLimited · 6
$6,900162,358 mi

Comparison: 6 similar vehicles

Tillson, NY

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Constableville, NY

UnscoredInsufficient · 0
$6,900191,655 mi

Constableville, NY

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

Johnson City, NY

UnscoredInsufficient · 4
$6,950160,918 mi

Comparison: 4 similar vehicles

Johnson City, NY

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Montgomery, NY

UnscoredLimited · 11
$6,995157,387 mi

Comparison: 11 similar vehicles

Montgomery, NY

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Inwood, NY

UnscoredInsufficient · 4
$6,995143,124 mi

Comparison: 4 similar vehicles

Inwood, NY

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Potsdam, NY

UnscoredInsufficient · 0
$6,995123,902 mi

Potsdam, NY

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

Wilton, NY

UnscoredLimited · 11
$6,995150,475 mi

Comparison: 11 similar vehicles

Wilton, NY

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

Medford, NY

UnscoredLimited · 9
$6,995110,000 mi

Comparison: 9 similar vehicles

Medford, NY

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

Newburgh, NY

UnscoredInsufficient · 4
$6,995114,687 mi

Comparison: 4 similar vehicles

Newburgh, NY

2006 GMC Canyon WT

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

2006 GMC Canyon WT

Dannemora, NY

UnscoredInsufficient · 0
$6,995Mileage not verified

Dannemora, NY

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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