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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

4,263 listings found

2002 Subaru Forester S

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

2002 Subaru Forester S

Ramsey, NJ

UnscoredInsufficient · 0
$4,798134,935 mi

Ramsey, NJ

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Ramsey, NJ

Unscored
$4,994208,211 mi

Comparison: 17 similar vehicles

Ramsey, NJ

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Ramsey, NJ

Unscored
$6,799159,052 mi

Comparison: 6 similar vehicles

Ramsey, NJ

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Ramsey, NJ

Unscored
$6,994175,686 mi

Comparison: 9 similar vehicles

Ramsey, NJ

2007 Toyota Camry Solara SLE

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

2007 Toyota Camry Solara SLE

Ramsey, NJ

UnscoredInsufficient · 3
$6,994112,988 mi

Comparison: 3 similar vehicles

Ramsey, NJ

2016 MINI Countryman S

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

2016 MINI Countryman S

Ramsey, NJ

Unscored
$7,698122,219 mi

Comparison: 9 similar vehicles

Ramsey, NJ

2012 Volvo C30 T5

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

2012 Volvo C30 T5

Ramsey, NJ

UnscoredInsufficient · 3
$7,997114,206 mi

Comparison: 3 similar vehicles

Ramsey, NJ

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Ramsey, NJ

OverpricedModerate · 23
$7,999106,855 mi

Market: $2,500 – $7,300

Comparison: 23 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Ramsey, NJ

2016 Volkswagen Passat S

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

2016 Volkswagen Passat S

Ramsey, NJ

Unscored
$8,477111,418 mi

Comparison: 6 similar vehicles

Ramsey, NJ

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Ramsey, NJ

Fair PriceLimited · 11
$8,79896,737 mi

Market: $2,800 – $11,174

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Ramsey, NJ

2015 Acura RDX Technology Package

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

2015 Acura RDX Technology Package

Ramsey, NJ

Unscored
$8,799128,340 mi

Comparison: 15 similar vehicles

Ramsey, NJ

2015 Mazda CX-5 Grand Touring

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

2015 Mazda CX-5 Grand Touring

Ramsey, NJ

Unscored
$8,842155,869 mi

Comparison: 11 similar vehicles

Ramsey, NJ

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Ramsey, NJ

Unscored
$8,894148,410 mi

Comparison: 29 similar vehicles

Ramsey, NJ

No Photo

2014 Honda Civic LX

Ramsey, NJ

Fair PriceModerate · 20
$9,094113,072 mi

Market: $4,000 – $17,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Ramsey, NJ

2015 Cadillac XTS Professional

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

2015 Cadillac XTS Professional

Ramsey, NJ

UnscoredInsufficient · 0
$9,268144,143 mi

Ramsey, NJ

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Ramsey, NJ

Fair PriceLimited · 17
$9,44381,993 mi

Market: $2,995 – $10,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Ramsey, NJ

2017 Chevrolet Spark 1LT

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

2017 Chevrolet Spark 1LT

Ramsey, NJ

UnscoredInsufficient · 0
$9,69856,143 mi

Ramsey, NJ

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Ramsey, NJ

Unscored
$9,794109,350 mi

Comparison: 8 similar vehicles

Ramsey, NJ

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Ramsey, NJ

Unscored
$9,994132,549 mi

Comparison: 11 similar vehicles

Ramsey, NJ

2014 Toyota Highlander Limited Platinum

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

2014 Toyota Highlander Limited Platinum

Ramsey, NJ

UnscoredInsufficient · 4
$9,994209,823 mi

Comparison: 4 similar vehicles

Ramsey, NJ

2019 Subaru Ascent Limited

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

2019 Subaru Ascent Limited

Ramsey, NJ

Unscored
$9,998149,569 mi

Comparison: 18 similar vehicles

Ramsey, NJ

2016 Dodge Durango Limited

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

2016 Dodge Durango Limited

Ramsey, NJ

Unscored
$9,998160,213 mi

Comparison: 7 similar vehicles

Ramsey, NJ

2013 Mercedes-Benz M-Class ML350

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

2013 Mercedes-Benz M-Class ML350

Ramsey, NJ

Unscored
$10,428113,880 mi

Comparison: 8 similar vehicles

Ramsey, NJ

2012 Toyota Sienna LE

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

2012 Toyota Sienna LE

Ramsey, NJ

Unscored
$10,499135,015 mi

Comparison: 12 similar vehicles

Ramsey, NJ

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Ramsey, NJ

Fair PriceRobust · 65
$10,596109,971 mi

Market: $4,280 – $28,000

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 188 days listed (based on current market benchmarks)

Ramsey, NJ

2022 Mitsubishi Mirage G4 ES

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

2022 Mitsubishi Mirage G4 ES

Ramsey, NJ

UnscoredInsufficient · 0
$10,67567,359 mi

Ramsey, NJ

2014 Volkswagen Beetle 1.8

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

2014 Volkswagen Beetle 1.8

Ramsey, NJ

UnscoredInsufficient · 3
$10,69887,915 mi

Comparison: 3 similar vehicles

Ramsey, NJ

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Ramsey, NJ

Fair PriceModerate · 46
$10,699114,949 mi

Market: $6,900 – $15,339

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Ramsey, NJ

2019 Volkswagen Tiguan SE

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

2019 Volkswagen Tiguan SE

Ramsey, NJ

Unscored
$10,794126,285 mi

Comparison: 39 similar vehicles

Ramsey, NJ

2019 BMW X2 28i

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

2019 BMW X2 28i

Ramsey, NJ

Unscored
$10,794138,237 mi

Comparison: 10 similar vehicles

Ramsey, NJ

2011 Honda Accord SE

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

2011 Honda Accord SE

Ramsey, NJ

Unscored
$10,794127,345 mi

Comparison: 5 similar vehicles

Ramsey, NJ

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Ramsey, NJ

Unscored
$11,394130,295 mi

Comparison: 12 similar vehicles

Ramsey, NJ

2019 Hyundai Sonata SE

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

2019 Hyundai Sonata SE

Ramsey, NJ

Fair PriceLimited · 16
$11,49475,321 mi

Market: $5,887 – $23,630

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Ramsey, NJ

2017 Hyundai Santa Fe Sport

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

2017 Hyundai Santa Fe Sport

Ramsey, NJ

Fair PriceModerate · 39
$11,49599,162 mi

Market: $4,000 – $16,995

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Ramsey, NJ

2020 Nissan Versa Sedan SV

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

2020 Nissan Versa Sedan SV

Ramsey, NJ

Unscored
$11,64985,735 mi

Comparison: 6 similar vehicles

Ramsey, NJ

2019 Volkswagen Tiguan S

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

2019 Volkswagen Tiguan S

Ramsey, NJ

Unscored
$11,734106,987 mi

Comparison: 7 similar vehicles

Ramsey, NJ

2012 Honda Accord EX

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

2012 Honda Accord EX

Ramsey, NJ

Unscored
$11,818101,034 mi

Comparison: 7 similar vehicles

Ramsey, NJ

2020 Hyundai Tucson SE

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

2020 Hyundai Tucson SE

Ramsey, NJ

Unscored
$11,994123,314 mi

Comparison: 9 similar vehicles

Ramsey, NJ

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Ramsey, NJ

UnscoredInsufficient · 3
$11,99491,214 mi

Comparison: 3 similar vehicles

Ramsey, NJ

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Ramsey, NJ

Fair PriceModerate · 20
$12,39986,413 mi

Market: $6,485 – $12,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Ramsey, NJ

2018 Audi A4 Premium Plus

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

2018 Audi A4 Premium Plus

Ramsey, NJ

Unscored
$12,494141,612 mi

Comparison: 16 similar vehicles

Ramsey, NJ

2019 Kia Niro LX

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

2019 Kia Niro LX

Ramsey, NJ

Unscored
$12,49894,365 mi

Comparison: 9 similar vehicles

Ramsey, NJ

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Ramsey, NJ

Fair PriceModerate · 31
$12,49872,829 mi

Market: $6,995 – $15,800

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Ramsey, NJ

2017 Nissan Pathfinder SL

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

2017 Nissan Pathfinder SL

Ramsey, NJ

UnscoredInsufficient · 3
$12,699109,311 mi

Comparison: 3 similar vehicles

Ramsey, NJ

2017 Chrysler Pacifica Touring

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

2017 Chrysler Pacifica Touring

Ramsey, NJ

UnscoredInsufficient · 4
$12,89076,954 mi

Comparison: 4 similar vehicles

Ramsey, NJ

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Ramsey, NJ

Fair PriceLimited · 14
$12,89091,407 mi

Market: $9,549 – $19,994

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Ramsey, NJ

2019 INFINITI Q50 LUXE

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

2019 INFINITI Q50 LUXE

Ramsey, NJ

Unscored
$12,917146,003 mi

Comparison: 15 similar vehicles

Ramsey, NJ

2013 Toyota RAV4 LE

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

2013 Toyota RAV4 LE

Ramsey, NJ

Unscored
$12,994129,490 mi

Comparison: 8 similar vehicles

Ramsey, NJ

2019 Hyundai Tucson SE

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

2019 Hyundai Tucson SE

Ramsey, NJ

Great DealLimited · 10
$12,99956,775 mi

Market: $14,299 – $17,995

Comparison: 10 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 78 days listed (based on current market benchmarks)

Ramsey, NJ

2015 Lexus IS 350

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

2015 Lexus IS 350

Ramsey, NJ

Unscored
$12,999165,259 mi

Comparison: 5 similar vehicles

Ramsey, NJ

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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