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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

36,790 listings found

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Schuylkill Haven, PA

UnscoredModerate · 21
$1,295129,240 mi

Comparison: 21 similar vehicles

Schuylkill Haven, PA

2014 Buick Encore Convenience

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

2014 Buick Encore Convenience

Schuylkill Haven, PA

UnscoredLimited · 13
$1,99562,714 mi

Comparison: 13 similar vehicles

Schuylkill Haven, PA

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Bath, PA

UnscoredLimited · 18
$1,995153,425 mi

Comparison: 18 similar vehicles

Bath, PA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Jonestown, PA

UnscoredLimited · 10
$2,200229,389 mi

Comparison: 10 similar vehicles

Jonestown, PA

2018 Mitsubishi Outlander Sport ES

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

2018 Mitsubishi Outlander Sport ES

Schuylkill Haven, PA

UnscoredInsufficient · 0
$2,25058,697 mi

Schuylkill Haven, PA

2011 Volvo XC60 T6

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

2011 Volvo XC60 T6

Lancaster, PA

UnscoredInsufficient · 3
$2,400198,465 mi

Comparison: 3 similar vehicles

Lancaster, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bath, PA

UnscoredModerate · 21
$2,495250,000 mi

Comparison: 21 similar vehicles

Bath, PA

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Bath, PA

UnscoredLimited · 12
$2,495196,105 mi

Comparison: 12 similar vehicles

Bath, PA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Dornsife, PA

UnscoredLimited · 5
$2,495207,655 mi

Comparison: 5 similar vehicles

Dornsife, PA

1998 Ford Explorer EDDIE BAUER

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

1998 Ford Explorer EDDIE BAUER

Dornsife, PA

UnscoredInsufficient · 0
$2,495227,644 mi

Dornsife, PA

2018 GMC Acadia SLE-1

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

2018 GMC Acadia SLE-1

Schuylkill Haven, PA

UnscoredLimited · 5
$2,750100,128 mi

Comparison: 5 similar vehicles

Schuylkill Haven, PA

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

Dornsife, PA

UnscoredInsufficient · 3
$2,800214,071 mi

Comparison: 3 similar vehicles

Dornsife, PA

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Bath, PA

UnscoredModerate · 34
$2,995203,089 mi

Comparison: 34 similar vehicles

Bath, PA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Allentown, PA

UnscoredModerate · 42
$2,995165,181 mi

Comparison: 42 similar vehicles

Allentown, PA

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Bath, PA

UnscoredInsufficient · 3
$2,995260,981 mi

Comparison: 3 similar vehicles

Bath, PA

2012 Dodge Journey SE

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

2012 Dodge Journey SE

Bath, PA

UnscoredInsufficient · 0
$2,995170,000 mi

Bath, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bath, PA

UnscoredModerate · 21
$2,995160,000 mi

Comparison: 21 similar vehicles

Bath, PA

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Dornsife, PA

UnscoredLimited · 13
$2,995249,587 mi

Comparison: 13 similar vehicles

Dornsife, PA

2008 Dodge Durango SXT

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

2008 Dodge Durango SXT

Dornsife, PA

UnscoredInsufficient · 4
$2,995248,012 mi

Comparison: 4 similar vehicles

Dornsife, PA

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Dornsife, PA

UnscoredModerate · 20
$2,995213,470 mi

Comparison: 20 similar vehicles

Dornsife, PA

2008 Chevrolet Equinox Sport

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

2008 Chevrolet Equinox Sport

Dornsife, PA

UnscoredInsufficient · 0
$2,995194,263 mi

Dornsife, PA

2006 Subaru Forester X

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

2006 Subaru Forester X

Dornsife, PA

UnscoredLimited · 7
$2,995172,692 mi

Comparison: 7 similar vehicles

Dornsife, PA

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Dornsife, PA

UnscoredInsufficient · 0
$2,995200,896 mi

Dornsife, PA

2004 Cadillac Escalade Base

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

2004 Cadillac Escalade Base

Bath, PA

UnscoredInsufficient · 3
$2,995198,638 mi

Comparison: 3 similar vehicles

Bath, PA

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Dornsife, PA

UnscoredLimited · 7
$2,995155,481 mi

Comparison: 7 similar vehicles

Dornsife, PA

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Bath, PA

UnscoredInsufficient · 3
$2,995232,684 mi

Comparison: 3 similar vehicles

Bath, PA

2001 Ford Explorer Sport

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

2001 Ford Explorer Sport

Dornsife, PA

UnscoredInsufficient · 0
$2,995163,017 mi

Dornsife, PA

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Dornsife, PA

UnscoredLimited · 6
$2,995214,363 mi

Comparison: 6 similar vehicles

Dornsife, PA

1999 Chevrolet Blazer LT

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

1999 Chevrolet Blazer LT

Dornsife, PA

UnscoredInsufficient · 0
$2,995196,518 mi

Dornsife, PA

2006 Subaru Forester X

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

2006 Subaru Forester X

Nazareth, PA

UnscoredLimited · 7
$3,000173,107 mi

Comparison: 7 similar vehicles

Nazareth, PA

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Reading, PA

UnscoredModerate · 20
$3,195187,549 mi

Comparison: 20 similar vehicles

Reading, PA

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Dornsife, PA

UnscoredInsufficient · 0
$3,295154,502 mi

Dornsife, PA

2008 Subaru Forester 2.5 X

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

2008 Subaru Forester 2.5 X

Sunbury, PA

UnscoredLimited · 10
$3,300240,690 mi

Comparison: 10 similar vehicles

Sunbury, PA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Bath, PA

UnscoredModerate · 27
$3,495204,947 mi

Comparison: 27 similar vehicles

Bath, PA

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Dornsife, PA

UnscoredInsufficient · 4
$3,495238,741 mi

Comparison: 4 similar vehicles

Dornsife, PA

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Bath, PA

UnscoredLimited · 7
$3,495187,872 mi

Comparison: 7 similar vehicles

Bath, PA

2009 GMC Yukon XL SLT1

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

2009 GMC Yukon XL SLT1

Bath, PA

UnscoredInsufficient · 0
$3,495230,000 mi

Bath, PA

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Dornsife, PA

UnscoredModerate · 22
$3,495156,679 mi

Comparison: 22 similar vehicles

Dornsife, PA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Dornsife, PA

UnscoredModerate · 31
$3,495139,046 mi

Comparison: 31 similar vehicles

Dornsife, PA

2005 Subaru Forester X

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

2005 Subaru Forester X

Dornsife, PA

UnscoredLimited · 10
$3,495174,159 mi

Comparison: 10 similar vehicles

Dornsife, PA

2001 Mercedes-Benz M-Class ML 320

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

2001 Mercedes-Benz M-Class ML 320

Reading, PA

UnscoredInsufficient · 0
$3,495200,339 mi

Reading, PA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Cherryville, PA

UnscoredModerate · 48
$3,499190,374 mi

Comparison: 48 similar vehicles

Cherryville, PA

2007 Hyundai Tucson SE

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

2007 Hyundai Tucson SE

Wind Gap, PA

UnscoredInsufficient · 0
$3,499126,754 mi

Wind Gap, PA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Dornsife, PA

UnscoredRobust · 99
$3,500185,660 mi

Comparison: 99 similar vehicles

Dornsife, PA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Dornsife, PA

UnscoredLimited · 6
$3,500280,314 mi

Comparison: 6 similar vehicles

Dornsife, PA

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Dornsife, PA

Fair PriceLimited · 13
$3,500106,611 mi

Market: $2,495 – $8,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1343 days listed (based on current market benchmarks)

Dornsife, PA

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Mahanoy City, PA

UnscoredInsufficient · 0
$3,500151,000 mi

Mahanoy City, PA

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Dornsife, PA

UnscoredLimited · 17
$3,500228,596 mi

Comparison: 17 similar vehicles

Dornsife, PA

1999 Jeep Cherokee CLASSIC

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

1999 Jeep Cherokee CLASSIC

Dornsife, PA

UnscoredInsufficient · 0
$3,500209,432 mi

Dornsife, PA

2007 Subaru Forester 2.5 X

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

2007 Subaru Forester 2.5 X

Reading, PA

UnscoredLimited · 6
$3,595216,071 mi

Comparison: 6 similar vehicles

Reading, 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 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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