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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

22,427 listings found

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Newark, NJ

UnscoredInsufficient · 0
$2,400185,000 mi

Newark, NJ

2002 Chevrolet Silverado 2500HD LS

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

2002 Chevrolet Silverado 2500HD LS

Yonkers, NY

UnscoredInsufficient · 4
$2,999140,720 mi

Comparison: 4 similar vehicles

Yonkers, NY

2004 Dodge Dakota SXT

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

2004 Dodge Dakota SXT

Roselle, NJ

UnscoredInsufficient · 0
$3,195146,528 mi

Roselle, NJ

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

Belleville, NJ

UnscoredInsufficient · 3
$3,250161,000 mi

Comparison: 3 similar vehicles

Belleville, NJ

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

Totowa, NJ

UnscoredLimited · 10
$3,397200,506 mi

Comparison: 10 similar vehicles

Totowa, NJ

2006 Chevrolet Colorado LS

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

2006 Chevrolet Colorado LS

Freehold, NJ

UnscoredInsufficient · 0
$3,490177,858 mi

Freehold, NJ

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

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Newark, NJ

UnscoredInsufficient · 4
$3,500142,678 mi

Comparison: 4 similar vehicles

Newark, NJ

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

Newark, NJ

UnscoredInsufficient · 3
$3,500125,000 mi

Comparison: 3 similar vehicles

Newark, NJ

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Newark, NJ

UnscoredLimited · 8
$3,600124,780 mi

Comparison: 8 similar vehicles

Newark, NJ

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Belleville, NJ

UnscoredLimited · 6
$3,650132,609 mi

Comparison: 6 similar vehicles

Belleville, NJ

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

Roselle, NJ

UnscoredInsufficient · 4
$3,695249,637 mi

Comparison: 4 similar vehicles

Roselle, NJ

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

Bridgeport, CT

UnscoredLimited · 6
$3,800240,000 mi

Comparison: 6 similar vehicles

Bridgeport, CT

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

Elmwood Park, NJ

UnscoredRobust · 70
$3,950227,750 mi

Comparison: 70 similar vehicles

Elmwood Park, NJ

2006 Mitsubishi Raider DuroCross

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

2006 Mitsubishi Raider DuroCross

Irvington, NJ

UnscoredInsufficient · 0
$3,950134,000 mi

Irvington, NJ

2009 Honda Ridgeline RT

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

2009 Honda Ridgeline RT

Parsippany-Troy Hills, NJ

UnscoredInsufficient · 0
$3,975262,245 mi

Parsippany-Troy Hills, NJ

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

Bridgeport, CT

UnscoredLimited · 10
$3,990167,000 mi

Comparison: 10 similar vehicles

Bridgeport, CT

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

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

Neptune City, NJ

UnscoredLimited · 6
$3,995178,917 mi

Comparison: 6 similar vehicles

Neptune City, NJ

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

Mine Hill Township, NJ

UnscoredLimited · 7
$3,999200,756 mi

Comparison: 7 similar vehicles

Mine Hill Township, NJ

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

Newark, NJ

UnscoredLimited · 7
$4,006126,886 mi

Comparison: 7 similar vehicles

Newark, NJ

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Newark, NJ

UnscoredInsufficient · 4
$4,200140,000 mi

Comparison: 4 similar vehicles

Newark, NJ

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Newark, NJ

UnscoredLimited · 10
$4,200128,000 mi

Comparison: 10 similar vehicles

Newark, NJ

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Bloomfield, NJ

UnscoredInsufficient · 3
$4,444183,306 mi

Comparison: 3 similar vehicles

Bloomfield, NJ

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 · 10
$4,494197,622 mi

Comparison: 10 similar vehicles

Staten Island, NY

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Paterson, NJ

UnscoredLimited · 5
$4,495195,238 mi

Comparison: 5 similar vehicles

Paterson, NJ

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

Newark, NJ

UnscoredModerate · 21
$4,500154,000 mi

Comparison: 21 similar vehicles

Newark, NJ

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Newark, NJ

UnscoredLimited · 6
$4,500145,000 mi

Comparison: 6 similar vehicles

Newark, NJ

2011 RAM 1500 Pickup Laramie

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

2011 RAM 1500 Pickup Laramie

West Long Branch, NJ

UnscoredLimited · 7
$4,500330,000 mi

Comparison: 7 similar vehicles

West Long Branch, NJ

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

Newark, NJ

UnscoredLimited · 7
$4,500142,000 mi

Comparison: 7 similar vehicles

Newark, NJ

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Newark, NJ

UnscoredLimited · 6
$4,500147,547 mi

Comparison: 6 similar vehicles

Newark, NJ

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

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

Newark, NJ

UnscoredInsufficient · 3
$4,70085,000 mi

Comparison: 3 similar vehicles

Newark, NJ

2001 GMC Sierra SL

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

2001 GMC Sierra SL

Garfield, NJ

UnscoredInsufficient · 0
$4,783222,175 mi

Garfield, NJ

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Pompton Lakes, NJ

UnscoredLimited · 7
$4,800198,000 mi

Comparison: 7 similar vehicles

Pompton Lakes, NJ

2008 Ford F-450 Super Duty Chassis Cab XL

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

2008 Ford F-450 Super Duty Chassis Cab XL

Stamford, CT

UnscoredLimited · 6
$4,950109,585 mi

Comparison: 6 similar vehicles

Stamford, CT

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

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

Roselle, NJ

UnscoredLimited · 5
$4,995217,561 mi

Comparison: 5 similar vehicles

Roselle, NJ

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

Linden, NJ

UnscoredInsufficient · 4
$4,995128,803 mi

Comparison: 4 similar vehicles

Linden, NJ

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 Ford Ranger Edge Plus

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

2002 Ford Ranger Edge Plus

Aberdeen Township, NJ

UnscoredInsufficient · 0
$4,995128,976 mi

Aberdeen Township, NJ

2002 GMC Sierra SLE

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

2002 GMC Sierra SLE

Dunellen, NJ

UnscoredInsufficient · 0
$4,995149,612 mi

Dunellen, NJ

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

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Lodi, NJ

UnscoredInsufficient · 0
$4,997142,379 mi

Lodi, NJ

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

Mine Hill Township, NJ

UnscoredInsufficient · 3
$4,999178,175 mi

Comparison: 3 similar vehicles

Mine Hill Township, NJ

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Newark, NJ

UnscoredLimited · 6
$5,000153,864 mi

Comparison: 6 similar vehicles

Newark, NJ

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

2014 Nissan Frontier PRO-4X

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

2014 Nissan Frontier PRO-4X

Newark, NJ

UnscoredLimited · 5
$5,090130,000 mi

Comparison: 5 similar vehicles

Newark, NJ

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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