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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 8, 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

434 listings found

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

Unscored
$2,297242,516 mi

Comparison: 6 similar vehicles

Totowa, NJ

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Totowa, NJ

UnscoredInsufficient · 4
$2,797186,154 mi

Comparison: 4 similar vehicles

Totowa, NJ

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Totowa, NJ

UnscoredInsufficient · 3
$2,897214,988 mi

Comparison: 3 similar vehicles

Totowa, NJ

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Totowa, NJ

Salvage title
$3,697139,181 mi

Totowa, NJ

2008 Ford Edge SE

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

2008 Ford Edge SE

Totowa, NJ

UnscoredInsufficient · 0
$3,797184,859 mi

Totowa, NJ

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Totowa, NJ

Unscored
$3,897162,381 mi

Comparison: 10 similar vehicles

Totowa, NJ

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Totowa, NJ

UnscoredInsufficient · 4
$3,997149,837 mi

Comparison: 4 similar vehicles

Totowa, NJ

2013 Kia Optima LX

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

2013 Kia Optima LX

Totowa, NJ

Unscored
$3,997170,727 mi

Comparison: 17 similar vehicles

Totowa, NJ

2007 Chrysler Aspen Limited

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

2007 Chrysler Aspen Limited

Totowa, NJ

UnscoredInsufficient · 3
$3,997170,065 mi

Comparison: 3 similar vehicles

Totowa, NJ

2007 Nissan Armada LE

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

2007 Nissan Armada LE

Totowa, NJ

UnscoredInsufficient · 3
$4,397133,031 mi

Comparison: 3 similar vehicles

Totowa, NJ

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Totowa, NJ

OverpricedLimited · 10
$4,497124,478 mi

Market: $1,900 – $2,997

Comparison: 10 similar vehicles

Priced ~50% above the typical market range for similar vehicles (based on current market benchmarks)

Totowa, NJ

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Totowa, NJ

Unscored
$4,797147,790 mi

Comparison: 7 similar vehicles

Totowa, NJ

2015 Kia Sportage LX

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

2015 Kia Sportage LX

Totowa, NJ

Unscored
$4,897163,977 mi

Comparison: 12 similar vehicles

Totowa, NJ

2014 Ford Escape SE

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

2014 Ford Escape SE

Totowa, NJ

Fair PriceModerate · 25
$4,897118,600 mi

Market: $2,500 – $10,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Totowa, NJ

2013 BMW X1 28i

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

2013 BMW X1 28i

Totowa, NJ

Unscored
$4,997115,980 mi

Comparison: 5 similar vehicles

Totowa, NJ

2008 Acura TSX Base

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

2008 Acura TSX Base

Totowa, NJ

Unscored
$4,997181,891 mi

Comparison: 37 similar vehicles

Totowa, NJ

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Totowa, NJ

Fair PriceLimited · 10
$4,997111,479 mi

Market: $2,200 – $8,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Totowa, NJ

2011 Toyota Avalon

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

2011 Toyota Avalon

Totowa, NJ

Unscored
$5,297127,706 mi

Comparison: 9 similar vehicles

Totowa, NJ

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Totowa, NJ

UnscoredInsufficient · 0
$5,29794,792 mi

Totowa, NJ

2009 Lexus ES 350

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

2009 Lexus ES 350

Totowa, NJ

Unscored
$5,297179,485 mi

Comparison: 31 similar vehicles

Totowa, NJ

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Totowa, NJ

Unscored
$5,697122,540 mi

Comparison: 6 similar vehicles

Totowa, NJ

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Totowa, NJ

Fair PriceLimited · 11
$5,79767,047 mi

Market: $3,995 – $16,488

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 363 days listed (based on current market benchmarks)

Totowa, NJ

2015 Volkswagen Tiguan S

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

2015 Volkswagen Tiguan S

Totowa, NJ

Fair PriceLimited · 16
$5,797106,932 mi

Market: $4,499 – $12,900

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Totowa, NJ

2010 Ford Explorer Limited

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

2010 Ford Explorer Limited

Totowa, NJ

UnscoredInsufficient · 0
$5,995106,593 mi

Totowa, NJ

2008 Chevrolet Colorado Work Truck

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

2008 Chevrolet Colorado Work Truck

Totowa, NJ

UnscoredInsufficient · 0
$5,995129,147 mi

Totowa, NJ

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Totowa, NJ

UnscoredInsufficient · 4
$5,995212,617 mi

Comparison: 4 similar vehicles

Totowa, NJ

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Totowa, NJ

Unscored
$5,995139,346 mi

Comparison: 5 similar vehicles

Totowa, NJ

2017 Mitsubishi Outlander Sport SE

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

2017 Mitsubishi Outlander Sport SE

Totowa, NJ

UnscoredInsufficient · 4
$5,997225,369 mi

Comparison: 4 similar vehicles

Totowa, NJ

2012 Toyota Yaris L

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

2012 Toyota Yaris L

Totowa, NJ

Unscored
$5,997164,392 mi

Comparison: 13 similar vehicles

Totowa, NJ

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Totowa, NJ

Unscored
$6,497165,258 mi

Comparison: 13 similar vehicles

Totowa, NJ

2015 Jeep Cherokee Limited

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

2015 Jeep Cherokee Limited

Totowa, NJ

Fair PriceLimited · 11
$6,995117,712 mi

Market: $3,497 – $14,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Totowa, NJ

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Totowa, NJ

Fair PriceLimited · 12
$6,99577,584 mi

Market: $2,300 – $9,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Totowa, NJ

2010 Nissan Altima S

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

2010 Nissan Altima S

Totowa, NJ

OverpricedLimited · 16
$6,99568,621 mi

Market: $1,800 – $6,497

Comparison: 16 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Totowa, NJ

2003 Mercedes-Benz C-Class C320

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

2003 Mercedes-Benz C-Class C320

Totowa, NJ

UnscoredInsufficient · 0
$6,99557,075 mi

Totowa, NJ

2013 FIAT 500 Abarth

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

2013 FIAT 500 Abarth

Totowa, NJ

UnscoredInsufficient · 4
$7,297104,213 mi

Comparison: 4 similar vehicles

Totowa, 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

Totowa, NJ

Unscored
$7,797155,173 mi

Comparison: 11 similar vehicles

Totowa, NJ

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Totowa, NJ

Unscored
$7,897120,442 mi

Comparison: 53 similar vehicles

Totowa, NJ

2007 Lincoln Town Car Signature

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

2007 Lincoln Town Car Signature

Totowa, NJ

UnscoredInsufficient · 0
$7,995109,583 mi

Totowa, NJ

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Totowa, NJ

Salvage title
$7,997184,004 mi

Totowa, NJ

2013 BMW X1 28i

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

2013 BMW X1 28i

Totowa, NJ

Unscored
$8,50096,526 mi

Comparison: 6 similar vehicles

Totowa, NJ

2015 GMC Terrain SLE-2

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

2015 GMC Terrain SLE-2

Totowa, NJ

Fair PriceLimited · 10
$8,79792,666 mi

Market: $5,499 – $9,882

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 261 days listed (based on current market benchmarks)

Totowa, NJ

2015 RAM Promaster City SLT

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

2015 RAM Promaster City SLT

Totowa, NJ

Unscored
$8,995132,375 mi

Comparison: 10 similar vehicles

Totowa, NJ

2013 Mercedes-Benz S-Class S550

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

2013 Mercedes-Benz S-Class S550

Totowa, NJ

Unscored
$8,995127,397 mi

Comparison: 5 similar vehicles

Totowa, NJ

2012 BMW X3 xDrive35i

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

2012 BMW X3 xDrive35i

Totowa, NJ

UnscoredInsufficient · 4
$8,99568,705 mi

Comparison: 4 similar vehicles

Totowa, NJ

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Totowa, NJ

Unscored
$8,99586,817 mi

Comparison: 6 similar vehicles

Totowa, NJ

2011 Lincoln Town Car Signature Limited

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

2011 Lincoln Town Car Signature Limited

Totowa, NJ

UnscoredInsufficient · 0
$8,995129,455 mi

Totowa, NJ

2018 Hyundai Tucson SE

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

2018 Hyundai Tucson SE

Totowa, NJ

Fair PriceModerate · 24
$8,997103,363 mi

Market: $7,960 – $15,998

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Totowa, NJ

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Totowa, NJ

Unscored
$8,997218,439 mi

Comparison: 11 similar vehicles

Totowa, NJ

2013 Honda Odyssey EX

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

2013 Honda Odyssey EX

Totowa, NJ

Unscored
$8,997125,841 mi

Comparison: 26 similar vehicles

Totowa, NJ

2018 Mazda CX-9 Touring

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

2018 Mazda CX-9 Touring

Totowa, NJ

Unscored
$9,397159,305 mi

Comparison: 20 similar vehicles

Totowa, 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 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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