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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 · November 12, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

26,811 listings found

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Taylor, PA

UnscoredInsufficient · 3
$2,650118,372 mi

Comparison: 3 similar vehicles

Taylor, PA

2005 Chevrolet Cavalier LS

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

2005 Chevrolet Cavalier LS

Wilkes-Barre, PA

UnscoredInsufficient · 0
$2,79594,000 mi

Wilkes-Barre, PA

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Lake Ariel, PA

Unscored
$2,995220,868 mi

Comparison: 8 similar vehicles

Lake Ariel, PA

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Scranton, PA

Unscored
$2,995228,270 mi

Comparison: 22 similar vehicles

Scranton, PA

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Scranton, PA

Unscored
$2,995196,743 mi

Comparison: 7 similar vehicles

Scranton, PA

2012 Nissan Versa S

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

2012 Nissan Versa S

Taylor, PA

Unscored
$2,999105,842 mi

Comparison: 23 similar vehicles

Taylor, PA

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Forty Fort, PA

Unscored
$3,395248,000 mi

Comparison: 13 similar vehicles

Forty Fort, PA

2005 Volkswagen Jetta GLS

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

2005 Volkswagen Jetta GLS

Honesdale, PA

UnscoredInsufficient · 0
$3,490137,240 mi

Honesdale, PA

2015 Ford Escape SE

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

2015 Ford Escape SE

Duryea, PA

UnscoredInsufficient · 3
$3,495168,474 mi

Comparison: 3 similar vehicles

Duryea, PA

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Scranton, PA

Unscored
$3,495196,061 mi

Comparison: 11 similar vehicles

Scranton, PA

2012 Mazda MAZDA5 Sport

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

2012 Mazda MAZDA5 Sport

Lake Ariel, PA

Unscored
$3,495197,369 mi

Comparison: 5 similar vehicles

Lake Ariel, PA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Hazleton, PA

UnscoredInsufficient · 3
$3,500180,000 mi

Comparison: 3 similar vehicles

Hazleton, PA

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Mount Pocono, PA

Unscored
$3,500166,305 mi

Comparison: 11 similar vehicles

Mount Pocono, PA

2006 Saab 9-3 Aero

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

2006 Saab 9-3 Aero

Covington Township, PA

UnscoredInsufficient · 4
$3,695196,941 mi

Comparison: 4 similar vehicles

Covington Township, PA

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Johnson City, NY

Unscored
$3,755191,000 mi

Comparison: 6 similar vehicles

Johnson City, NY

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Swoyersville, PA

Unscored
$3,800145,450 mi

Comparison: 25 similar vehicles

Swoyersville, PA

2003 Toyota Camry XLE V6

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

2003 Toyota Camry XLE V6

Taylor, PA

UnscoredInsufficient · 0
$3,893170,041 mi

Taylor, PA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Taylor, PA

UnscoredInsufficient · 3
$3,950133,945 mi

Comparison: 3 similar vehicles

Taylor, PA

2009 Subaru Legacy I Special Edition

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

2009 Subaru Legacy I Special Edition

Wilkes-Barre, PA

Unscored
$3,950189,717 mi

Comparison: 10 similar vehicles

Wilkes-Barre, PA

2003 Ford Escape Limited

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

2003 Ford Escape Limited

Larksville, PA

UnscoredInsufficient · 0
$3,950120,790 mi

Larksville, PA

2015 Mitsubishi Mirage DE

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

2015 Mitsubishi Mirage DE

Hallstead, PA

UnscoredInsufficient · 4
$3,975111,963 mi

Comparison: 4 similar vehicles

Hallstead, PA

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Nanticoke, PA

Unscored
$3,990209,100 mi

Comparison: 12 similar vehicles

Nanticoke, PA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Hazleton, PA

UnscoredInsufficient · 3
$3,995180,000 mi

Comparison: 3 similar vehicles

Hazleton, PA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Hazleton, PA

UnscoredInsufficient · 3
$3,995190,000 mi

Comparison: 3 similar vehicles

Hazleton, PA

2015 Subaru Impreza Premium

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

2015 Subaru Impreza Premium

Nicholson, PA

Unscored
$3,995336,976 mi

Comparison: 40 similar vehicles

Nicholson, PA

2014 Ford Focus SE

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

2014 Ford Focus SE

Scranton, PA

Unscored
$3,995170,600 mi

Comparison: 142 similar vehicles

Scranton, PA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Hazleton, PA

Unscored
$3,995180,000 mi

Comparison: 48 similar vehicles

Hazleton, PA

2011 GMC Acadia SLE

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

2011 GMC Acadia SLE

Scranton, PA

UnscoredInsufficient · 0
$3,995178,000 mi

Scranton, PA

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Scranton, PA

Unscored
$3,995Mileage not verified

Comparison: 12 similar vehicles

Scranton, PA

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Scranton, PA

Unscored
$3,995102,677 mi

Comparison: 13 similar vehicles

Scranton, PA

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Towanda, PA

Unscored
$3,995207,454 mi

Comparison: 17 similar vehicles

Towanda, PA

2009 GMC Envoy SLT

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

2009 GMC Envoy SLT

Scranton, PA

UnscoredInsufficient · 0
$3,995198,253 mi

Scranton, PA

2009 Volkswagen Jetta SE

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

2009 Volkswagen Jetta SE

Wilkes-Barre, PA

Unscored
$3,995149,509 mi

Comparison: 9 similar vehicles

Wilkes-Barre, PA

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Wilkes-Barre, PA

Salvage title
$3,995118,661 mi

Wilkes-Barre, PA

2004 Cadillac Seville SLS

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

2004 Cadillac Seville SLS

Scranton, PA

UnscoredInsufficient · 0
$3,99575,000 mi

Scranton, PA

2004 Mazda Tribute ES

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

2004 Mazda Tribute ES

Wilkes-Barre, PA

UnscoredInsufficient · 0
$3,995148,871 mi

Wilkes-Barre, PA

2015 Nissan Altima S

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

2015 Nissan Altima S

Hazleton, PA

Unscored
$3,999170,000 mi

Comparison: 112 similar vehicles

Hazleton, PA

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Hazleton, PA

Unscored
$3,999180,000 mi

Comparison: 41 similar vehicles

Hazleton, PA

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Johnson City, NY

Unscored
$3,999205,000 mi

Comparison: 5 similar vehicles

Johnson City, NY

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Hazleton, PA

Unscored
$3,999158,000 mi

Comparison: 38 similar vehicles

Hazleton, PA

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Maine, NY

Unscored
$4,000174,638 mi

Comparison: 27 similar vehicles

Maine, NY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Swoyersville, PA

Unscored
$4,000230,000 mi

Comparison: 52 similar vehicles

Swoyersville, PA

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Swoyersville, PA

Unscored
$4,000172,800 mi

Comparison: 5 similar vehicles

Swoyersville, PA

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Swoyersville, PA

Unscored
$4,000137,000 mi

Comparison: 9 similar vehicles

Swoyersville, PA

2015 Nissan Versa Sedan S

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

2015 Nissan Versa Sedan S

Owego, NY

UnscoredInsufficient · 0
$4,295123,000 mi

Owego, 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

Wilkes-Barre, PA

Unscored
$4,295236,000 mi

Comparison: 37 similar vehicles

Wilkes-Barre, PA

2006 GMC Envoy SLE

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

2006 GMC Envoy SLE

Wilkes-Barre, PA

Unscored
$4,295155,000 mi

Comparison: 6 similar vehicles

Wilkes-Barre, PA

2001 Toyota Avalon XL

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

2001 Toyota Avalon XL

Lake Ariel, PA

Unscored
$4,295174,010 mi

Comparison: 9 similar vehicles

Lake Ariel, PA

2014 Mitsubishi Mirage DE

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

2014 Mitsubishi Mirage DE

Scranton, PA

UnscoredInsufficient · 0
$4,350111,078 mi

Scranton, PA

2014 Ford Focus SE

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

2014 Ford Focus SE

Taylor, PA

Unscored
$4,394138,580 mi

Comparison: 142 similar vehicles

Taylor, PA

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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