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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Schuylkill Haven, PA

UnscoredRobust · 136
$1,295142,209 mi

Comparison: 136 similar vehicles

Schuylkill Haven, PA

2004 Dodge Durango ST

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

2004 Dodge Durango ST

Philadelphia, PA

UnscoredInsufficient · 0
$1,300163,000 mi

Philadelphia, PA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Philadelphia, PA

UnscoredLimited · 17
$1,400Mileage not verified

Comparison: 17 similar vehicles

Philadelphia, PA

2012 Mazda CX-9 Touring

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

2012 Mazda CX-9 Touring

Philadelphia, PA

UnscoredLimited · 15
$1,600Mileage not verified

Comparison: 15 similar vehicles

Philadelphia, PA

2008 Ford Explorer XLT

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

2008 Ford Explorer XLT

Philadelphia, PA

UnscoredLimited · 7
$1,600Mileage not verified

Comparison: 7 similar vehicles

Philadelphia, PA

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Philadelphia, PA

UnscoredLimited · 6
$1,750Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

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

UnscoredLimited · 6
$1,795147,000 mi

Comparison: 6 similar vehicles

Saylorsburg, PA

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Philadelphia, PA

UnscoredLimited · 6
$1,800Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Philadelphia, PA

UnscoredModerate · 25
$1,900Mileage not verified

Comparison: 25 similar vehicles

Philadelphia, PA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Philadelphia, PA

UnscoredLimited · 15
$1,900Mileage not verified

Comparison: 15 similar vehicles

Philadelphia, PA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Philadelphia, PA

UnscoredInsufficient · 3
$1,900Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Philadelphia, PA

UnscoredInsufficient · 3
$1,900Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Philadelphia, PA

UnscoredLimited · 5
$1,900Mileage not verified

Comparison: 5 similar vehicles

Philadelphia, PA

2011 Mazda CX-9 Touring

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

2011 Mazda CX-9 Touring

Philadelphia, PA

UnscoredLimited · 19
$1,900Mileage not verified

Comparison: 19 similar vehicles

Philadelphia, PA

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Philadelphia, PA

UnscoredInsufficient · 3
$1,900Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2011 Nissan Murano SL

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

2011 Nissan Murano SL

Philadelphia, PA

UnscoredLimited · 9
$1,900Mileage not verified

Comparison: 9 similar vehicles

Philadelphia, PA

2008 Ford Expedition Eddie Bauer

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

2008 Ford Expedition Eddie Bauer

Philadelphia, PA

UnscoredInsufficient · 0
$1,900141,000 mi

Philadelphia, 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

UnscoredModerate · 20
$1,995153,425 mi

Comparison: 20 similar vehicles

Bath, PA

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Uniontown, PA

UnscoredLimited · 15
$1,999Mileage not verified

Comparison: 15 similar vehicles

Uniontown, PA

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Philadelphia, PA

UnscoredModerate · 21
$2,000Mileage not verified

Comparison: 21 similar vehicles

Philadelphia, PA

2012 Chevrolet Traverse LTZ

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

2012 Chevrolet Traverse LTZ

Philadelphia, PA

UnscoredInsufficient · 0
$2,000150,000 mi

Philadelphia, PA

2009 Nissan Murano S

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

2009 Nissan Murano S

Philadelphia, PA

UnscoredLimited · 11
$2,000Mileage not verified

Comparison: 11 similar vehicles

Philadelphia, PA

2008 Nissan Xterra S

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

2008 Nissan Xterra S

Philadelphia, PA

UnscoredLimited · 5
$2,000Mileage not verified

Comparison: 5 similar vehicles

Philadelphia, PA

2006 Honda CR-V EX

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

2006 Honda CR-V EX

Philadelphia, PA

UnscoredLimited · 13
$2,000Mileage not verified

Comparison: 13 similar vehicles

Philadelphia, PA

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Philadelphia, PA

UnscoredLimited · 6
$2,100Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Philadelphia, PA

UnscoredModerate · 20
$2,200Mileage not verified

Comparison: 20 similar vehicles

Philadelphia, PA

2014 Volkswagen Tiguan S

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

2014 Volkswagen Tiguan S

Philadelphia, PA

UnscoredInsufficient · 4
$2,200Mileage not verified

Comparison: 4 similar vehicles

Philadelphia, PA

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Philadelphia, PA

UnscoredLimited · 7
$2,200Mileage not verified

Comparison: 7 similar vehicles

Philadelphia, PA

2013 GMC Terrain SLT-2

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

2013 GMC Terrain SLT-2

Philadelphia, PA

UnscoredLimited · 5
$2,200141,000 mi

Comparison: 5 similar vehicles

Philadelphia, PA

2012 Buick Enclave Base

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

2012 Buick Enclave Base

Philadelphia, PA

UnscoredInsufficient · 0
$2,200Mileage not verified

Philadelphia, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Philadelphia, PA

UnscoredInsufficient · 3
$2,200Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2011 Volvo XC60 3.2

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

2011 Volvo XC60 3.2

Philadelphia, PA

UnscoredLimited · 5
$2,200Mileage not verified

Comparison: 5 similar vehicles

Philadelphia, PA

2010 Nissan Armada Platinum

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

2010 Nissan Armada Platinum

Philadelphia, PA

UnscoredInsufficient · 3
$2,200Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2010 Nissan Murano SL

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

2010 Nissan Murano SL

Philadelphia, PA

UnscoredInsufficient · 3
$2,200Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2008 Acura MDX Base

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

2008 Acura MDX Base

Philadelphia, PA

UnscoredLimited · 7
$2,200Mileage not verified

Comparison: 7 similar vehicles

Philadelphia, 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 · 9
$2,200229,389 mi

Comparison: 9 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 GMC Terrain SLE-2

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

2011 GMC Terrain SLE-2

Rockledge, PA

UnscoredLimited · 10
$2,295216,312 mi

Comparison: 10 similar vehicles

Rockledge, PA

2004 Suzuki Grand Vitara LX

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

2004 Suzuki Grand Vitara LX

Homer City, PA

UnscoredInsufficient · 0
$2,29576,971 mi

Homer City, PA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Rockledge, PA

UnscoredInsufficient · 4
$2,295241,090 mi

Comparison: 4 similar vehicles

Rockledge, PA

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Rockledge, PA

UnscoredLimited · 7
$2,295179,961 mi

Comparison: 7 similar vehicles

Rockledge, PA

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Philadelphia, PA

UnscoredModerate · 33
$2,300Mileage not verified

Comparison: 33 similar vehicles

Philadelphia, PA

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Philadelphia, PA

UnscoredLimited · 6
$2,300Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Philadelphia, PA

UnscoredInsufficient · 3
$2,300Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Philadelphia, PA

UnscoredLimited · 6
$2,300Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Philadelphia, PA

UnscoredLimited · 6
$2,300Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Philadelphia, PA

UnscoredModerate · 24
$2,300Mileage not verified

Comparison: 24 similar vehicles

Philadelphia, PA

2012 Acura MDX Technology Package

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

2012 Acura MDX Technology Package

Philadelphia, PA

UnscoredLimited · 14
$2,300Mileage not verified

Comparison: 14 similar vehicles

Philadelphia, PA

2012 Volkswagen Tiguan S

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

2012 Volkswagen Tiguan S

Philadelphia, PA

UnscoredLimited · 12
$2,300118,000 mi

Comparison: 12 similar vehicles

Philadelphia, PA

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Philadelphia, PA

UnscoredInsufficient · 3
$2,300Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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