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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

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

2002 Chrysler PT Cruiser LIMITED

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

2002 Chrysler PT Cruiser LIMITED

West Milford, NJ

UnscoredInsufficient · 0
$1,200185,000 mi

West Milford, NJ

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Paterson, NJ

UnscoredInsufficient · 0
$1,350160,528 mi

Paterson, NJ

2012 Nissan Altima S

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

2012 Nissan Altima S

Bath, PA

UnscoredInsufficient · 4
$1,495207,350 mi

Comparison: 4 similar vehicles

Bath, PA

2004 Honda Accord EX

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

2004 Honda Accord EX

Bloomingdale, NJ

UnscoredLimited · 5
$1,495177,058 mi

Comparison: 5 similar vehicles

Bloomingdale, NJ

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Paterson, NJ

UnscoredInsufficient · 3
$1,497171,955 mi

Comparison: 3 similar vehicles

Paterson, NJ

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Paterson, NJ

UnscoredLimited · 9
$1,500123,605 mi

Comparison: 9 similar vehicles

Paterson, NJ

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 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Easton, PA

UnscoredInsufficient · 0
$1,85098,164 mi

Easton, PA

2006 Kia Sportage LX

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

2006 Kia Sportage LX

Totowa, NJ

UnscoredInsufficient · 0
$1,897113,858 mi

Totowa, NJ

2004 Chrysler Pacifica AWD

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

2004 Chrysler Pacifica AWD

New Windsor, NY

UnscoredLimited · 6
$1,950192,360 mi

Comparison: 6 similar vehicles

New Windsor, NY

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Bloomingdale, NJ

UnscoredModerate · 20
$1,995191,635 mi

Comparison: 20 similar vehicles

Bloomingdale, NJ

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

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Scranton, PA

UnscoredInsufficient · 0
$1,995248 mi

Scranton, PA

2011 Nissan JUKE SV

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

2011 Nissan JUKE SV

Hamburg, NJ

UnscoredLimited · 13
$1,999205,607 mi

Comparison: 13 similar vehicles

Hamburg, NJ

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Wantage, NJ

UnscoredInsufficient · 0
$1,999161,000 mi

Wantage, NJ

2017 Hyundai Accent Value Edition

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

2017 Hyundai Accent Value Edition

Paterson, NJ

UnscoredModerate · 27
$2,00095,168 mi

Comparison: 27 similar vehicles

Paterson, NJ

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Paterson, NJ

UnscoredLimited · 6
$2,000125,367 mi

Comparison: 6 similar vehicles

Paterson, NJ

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

Paterson, NJ

UnscoredLimited · 5
$2,000179,108 mi

Comparison: 5 similar vehicles

Paterson, NJ

2012 Mitsubishi Lancer ES

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

2012 Mitsubishi Lancer ES

Paterson, NJ

UnscoredInsufficient · 0
$2,000203,354 mi

Paterson, NJ

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Paterson, NJ

UnscoredLimited · 8
$2,000120,024 mi

Comparison: 8 similar vehicles

Paterson, NJ

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Paterson, NJ

UnscoredLimited · 6
$2,000119,388 mi

Comparison: 6 similar vehicles

Paterson, NJ

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Paterson, NJ

UnscoredLimited · 12
$2,000154,467 mi

Comparison: 12 similar vehicles

Paterson, NJ

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Nazareth, PA

UnscoredInsufficient · 4
$2,00099,000 mi

Comparison: 4 similar vehicles

Nazareth, PA

2016 Kia Soul Base

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

2016 Kia Soul Base

Paterson, NJ

UnscoredLimited · 5
$2,200144,980 mi

Comparison: 5 similar vehicles

Paterson, NJ

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Paterson, NJ

UnscoredLimited · 7
$2,200138,532 mi

Comparison: 7 similar vehicles

Paterson, NJ

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Paterson, NJ

UnscoredLimited · 10
$2,200200,085 mi

Comparison: 10 similar vehicles

Paterson, NJ

2007 Honda Accord EX

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

2007 Honda Accord EX

Elmwood Park, NJ

UnscoredInsufficient · 4
$2,250330,828 mi

Comparison: 4 similar vehicles

Elmwood Park, NJ

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Mountain Lakes, NJ

UnscoredLimited · 11
$2,290140,394 mi

Comparison: 11 similar vehicles

Mountain Lakes, NJ

2014 Kia Rio LX

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

2014 Kia Rio LX

Paterson, NJ

UnscoredInsufficient · 3
$2,300135,712 mi

Comparison: 3 similar vehicles

Paterson, NJ

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Paterson, NJ

UnscoredLimited · 10
$2,300187,039 mi

Comparison: 10 similar vehicles

Paterson, NJ

2000 Ford Econoline Van

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

2000 Ford Econoline Van

Easton, PA

UnscoredInsufficient · 0
$2,300204,986 mi

Easton, PA

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Totowa, NJ

Salvage title
$2,397151,321 mi

Totowa, NJ

2015 Ford Fusion Titanium

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

2015 Ford Fusion Titanium

Paterson, NJ

UnscoredInsufficient · 4
$2,400245,313 mi

Comparison: 4 similar vehicles

Paterson, NJ

2012 Volkswagen Tiguan S

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

2012 Volkswagen Tiguan S

Paterson, NJ

UnscoredLimited · 10
$2,400123,497 mi

Comparison: 10 similar vehicles

Paterson, NJ

2012 Nissan Altima S

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

2012 Nissan Altima S

Bloomingdale, NJ

UnscoredModerate · 30
$2,495146,029 mi

Comparison: 30 similar vehicles

Bloomingdale, NJ

2012 Nissan Murano LE

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

2012 Nissan Murano LE

Bloomingdale, NJ

Salvage title
$2,495113,446 mi

Bloomingdale, NJ

2012 MINI Countryman

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

2012 MINI Countryman

Bloomingdale, NJ

UnscoredInsufficient · 0
$2,495164,203 mi

Bloomingdale, NJ

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 · 23
$2,495250,000 mi

Comparison: 23 similar vehicles

Bath, PA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Wantage, NJ

UnscoredRobust · 50
$2,495202,350 mi

Comparison: 50 similar vehicles

Wantage, NJ

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Montclair, NJ

UnscoredLimited · 6
$2,495204,971 mi

Comparison: 6 similar vehicles

Montclair, NJ

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Bloomingdale, NJ

UnscoredLimited · 5
$2,495206,176 mi

Comparison: 5 similar vehicles

Bloomingdale, NJ

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 · 18
$2,495166,000 mi

Comparison: 18 similar vehicles

Saylorsburg, PA

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Bath, PA

UnscoredInsufficient · 0
$2,495136,549 mi

Bath, PA

2003 Toyota Matrix XR

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

2003 Toyota Matrix XR

Paterson, NJ

UnscoredInsufficient · 0
$2,495229,103 mi

Paterson, NJ

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Totowa, NJ

UnscoredInsufficient · 3
$2,497242,516 mi

Comparison: 3 similar vehicles

Totowa, NJ

2003 Toyota Corolla S

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

2003 Toyota Corolla S

Paterson, NJ

UnscoredInsufficient · 0
$2,497184,589 mi

Paterson, NJ

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Paterson, NJ

UnscoredRobust · 56
$2,500168,750 mi

Comparison: 56 similar vehicles

Paterson, NJ

2015 Chevrolet Traverse LS

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

2015 Chevrolet Traverse LS

Paterson, NJ

UnscoredLimited · 15
$2,500163,839 mi

Comparison: 15 similar vehicles

Paterson, NJ

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Paterson, NJ

UnscoredModerate · 36
$2,500113,941 mi

Comparison: 36 similar vehicles

Paterson, NJ

2014 Ford Focus SE

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

2014 Ford Focus SE

Paterson, NJ

Fair PriceModerate · 25
$2,50098,269 mi

Market: $1,300 – $8,499

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 134 days listed (based on current market benchmarks)

Paterson, NJ

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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