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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

29,260 listings found

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Saylorsburg, PA

UnscoredInsufficient · 3
$1,795147,000 mi

Comparison: 3 similar vehicles

Saylorsburg, PA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Saylorsburg, PA

UnscoredLimited · 5
$2,495166,000 mi

Comparison: 5 similar vehicles

Saylorsburg, PA

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Brodheadsville, PA

UnscoredModerate · 33
$2,500282,860 mi

Comparison: 33 similar vehicles

Brodheadsville, PA

2009 Honda Accord LX-P

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

2009 Honda Accord LX-P

Hamburg, NJ

UnscoredModerate · 24
$2,500208,000 mi

Comparison: 24 similar vehicles

Hamburg, NJ

2002 Toyota Camry XLE

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

2002 Toyota Camry XLE

Hamburg, NJ

UnscoredInsufficient · 0
$2,500211,039 mi

Hamburg, NJ

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Wantage, NJ

Salvage title
$2,599162,342 mi

Wantage, NJ

2015 Volvo S60 T5

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

2015 Volvo S60 T5

Frankford, NJ

UnscoredInsufficient · 3
$2,990187,054 mi

Comparison: 3 similar vehicles

Frankford, NJ

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Frankford, NJ

UnscoredLimited · 9
$2,990195,818 mi

Comparison: 9 similar vehicles

Frankford, NJ

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

UnscoredLimited · 9
$2,995220,868 mi

Comparison: 9 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

UnscoredLimited · 13
$2,995228,270 mi

Comparison: 13 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

UnscoredLimited · 6
$2,995196,743 mi

Comparison: 6 similar vehicles

Scranton, PA

2005 Subaru Forester X

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

2005 Subaru Forester X

Saylorsburg, PA

UnscoredLimited · 10
$2,995161,000 mi

Comparison: 10 similar vehicles

Saylorsburg, PA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Frankford, NJ

UnscoredModerate · 20
$2,995184,088 mi

Comparison: 20 similar vehicles

Frankford, NJ

2008 Ford Escape Hybrid

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

2008 Ford Escape Hybrid

Hamburg, NJ

UnscoredInsufficient · 0
$2,999157,704 mi

Hamburg, NJ

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Taylor, PA

UnscoredLimited · 12
$2,999161,350 mi

Comparison: 12 similar vehicles

Taylor, PA

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Wantage, NJ

UnscoredLimited · 5
$2,999228,630 mi

Comparison: 5 similar vehicles

Wantage, NJ

2004 Chrysler Concorde LX

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

2004 Chrysler Concorde LX

Wantage, NJ

UnscoredInsufficient · 0
$2,99987,782 mi

Wantage, NJ

2007 Kia Rio LX

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

2007 Kia Rio LX

Wilkes-Barre, PA

UnscoredInsufficient · 0
$3,195155,000 mi

Wilkes-Barre, PA

2012 Subaru Legacy I Premium

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

2012 Subaru Legacy I Premium

Pen Argyl, PA

UnscoredLimited · 15
$3,400251,710 mi

Comparison: 15 similar vehicles

Pen Argyl, PA

1996 Nissan Maxima

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

1996 Nissan Maxima

Mount Pocono, PA

UnscoredInsufficient · 0
$3,40099,181 mi

Mount Pocono, 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 · 4
$3,495168,474 mi

Comparison: 4 similar vehicles

Duryea, PA

2014 Ford Focus SE

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

2014 Ford Focus SE

Hamburg, NJ

UnscoredLimited · 7
$3,495129,330 mi

Comparison: 7 similar vehicles

Hamburg, NJ

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

UnscoredLimited · 13
$3,495196,061 mi

Comparison: 13 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

UnscoredLimited · 7
$3,495197,369 mi

Comparison: 7 similar vehicles

Lake Ariel, PA

2005 Chrysler 300 C

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

2005 Chrysler 300 C

Nicholson, PA

UnscoredInsufficient · 0
$3,495164,550 mi

Nicholson, PA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Saylorsburg, PA

UnscoredLimited · 5
$3,495137,000 mi

Comparison: 5 similar vehicles

Saylorsburg, PA

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Nicholson, PA

UnscoredLimited · 7
$3,495224,426 mi

Comparison: 7 similar vehicles

Nicholson, PA

2001 Chevrolet Tracker Base

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

2001 Chevrolet Tracker Base

Saylorsburg, PA

UnscoredInsufficient · 0
$3,495131,000 mi

Saylorsburg, PA

2004 Subaru Impreza Outback Sport

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

2004 Subaru Impreza Outback Sport

South Fallsburg, NY

UnscoredInsufficient · 0
$3,500133,442 mi

South Fallsburg, NY

2005 Suzuki Forenza S

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

2005 Suzuki Forenza S

Wantage, NJ

UnscoredInsufficient · 0
$3,59956,946 mi

Wantage, NJ

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 · 0
$3,695196,941 mi

Covington Township, PA

1999 Buick LeSabre CUSTOM

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

1999 Buick LeSabre CUSTOM

Saylorsburg, PA

UnscoredInsufficient · 0
$3,79572,000 mi

Saylorsburg, PA

2003 Chevrolet Impala LS

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

2003 Chevrolet Impala LS

Port Jervis, NY

UnscoredInsufficient · 0
$3,800171,550 mi

Port Jervis, NY

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 · 3
$3,893170,041 mi

Comparison: 3 similar vehicles

Taylor, PA

2013 Jeep Patriot Latitude

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

2013 Jeep Patriot Latitude

Franklin, NJ

UnscoredLimited · 6
$3,899152,737 mi

Comparison: 6 similar vehicles

Franklin, NJ

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Franklin, NJ

UnscoredRobust · 60
$3,899149,878 mi

Comparison: 60 similar vehicles

Franklin, NJ

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Pen Argyl, PA

UnscoredModerate · 33
$3,900142,381 mi

Comparison: 33 similar vehicles

Pen Argyl, PA

2005 Ford Focus ZX4 SE

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

2005 Ford Focus ZX4 SE

Wilkes-Barre Township, PA

UnscoredInsufficient · 0
$3,900148,000 mi

Wilkes-Barre Township, 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

UnscoredLimited · 19
$3,950189,717 mi

Comparison: 19 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

2007 BMW X3 3.0si

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

2007 BMW X3 3.0si

Stroudsburg, PA

Salvage title
$3,963102,067 mi

Stroudsburg, 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

UnscoredRobust · 140
$3,995170,600 mi

Comparison: 140 similar vehicles

Scranton, PA

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Nicholson, PA

UnscoredModerate · 43
$3,995168,142 mi

Comparison: 43 similar vehicles

Nicholson, PA

2013 Ford Focus SE

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

2013 Ford Focus SE

Nicholson, PA

UnscoredModerate · 38
$3,995174,078 mi

Comparison: 38 similar vehicles

Nicholson, PA

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Rock Hill, NY

UnscoredModerate · 36
$3,995134,924 mi

Comparison: 36 similar vehicles

Rock Hill, NY

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Pen Argyl, PA

UnscoredLimited · 13
$3,995110,321 mi

Comparison: 13 similar vehicles

Pen Argyl, 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 · 3
$3,995178,000 mi

Comparison: 3 similar vehicles

Scranton, PA

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Avoca, PA

UnscoredLimited · 18
$3,995184,000 mi

Comparison: 18 similar vehicles

Avoca, 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

UnscoredLimited · 14
$3,995Mileage not verified

Comparison: 14 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

Fair PriceLimited · 16
$3,995102,677 mi

Market: $1,700 – $11,590

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Scranton, PA

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 manage their profile, 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, exports, and enhanced merchandising.
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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