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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 11, 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

95 listings found

2003 Mercedes-Benz M-Class ML500

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

2003 Mercedes-Benz M-Class ML500

Campbell, CA

UnscoredInsufficient · 0
$4,900Mileage not verified

Campbell, CA

2015 Volvo S60 T5 Premier

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

2015 Volvo S60 T5 Premier

Campbell, CA

UnscoredInsufficient · 4
$5,495135,660 mi

Comparison: 4 similar vehicles

Campbell, CA

2007 Toyota Prius Touring

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

2007 Toyota Prius Touring

Campbell, CA

Unscored
$5,923173,313 mi

Comparison: 8 similar vehicles

Campbell, CA

2010 Chevrolet Equinox LS

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

2010 Chevrolet Equinox LS

Campbell, CA

UnscoredInsufficient · 0
$5,999132,442 mi

Campbell, CA

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

Campbell, CA

Unscored
$6,895128,286 mi

Comparison: 6 similar vehicles

Campbell, CA

2007 Honda Civic EX

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

2007 Honda Civic EX

Campbell, CA

Unscored
$7,016159,019 mi

Comparison: 6 similar vehicles

Campbell, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Campbell, CA

Fair PriceLimited · 16
$7,495102,890 mi

Market: $5,985 – $16,130

Comparison: 16 similar vehicles

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

Campbell, CA

2010 Volkswagen Touareg TDI

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

2010 Volkswagen Touareg TDI

Campbell, CA

UnscoredInsufficient · 0
$7,700174,431 mi

Campbell, CA

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

Campbell, CA

Unscored
$7,770102,490 mi

Comparison: 6 similar vehicles

Campbell, CA

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Campbell, CA

Unscored
$7,89591,880 mi

Comparison: 6 similar vehicles

Campbell, CA

2006 Hyundai Tiburon GT

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

2006 Hyundai Tiburon GT

Campbell, CA

UnscoredInsufficient · 0
$7,89567,301 mi

Campbell, CA

2018 Ford Focus S

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

2018 Ford Focus S

Campbell, CA

UnscoredInsufficient · 0
$7,99581,895 mi

Campbell, CA

2010 Honda CR-V LX

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

2010 Honda CR-V LX

Campbell, CA

Unscored
$8,123160,313 mi

Comparison: 6 similar vehicles

Campbell, CA

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Campbell, CA

UnscoredInsufficient · 0
$8,39556,646 mi

Campbell, CA

2010 Mercedes-Benz GL-Class GL450

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

2010 Mercedes-Benz GL-Class GL450

Campbell, CA

Unscored
$8,47090,414 mi

Comparison: 6 similar vehicles

Campbell, CA

2010 Honda Odyssey EX-L

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

2010 Honda Odyssey EX-L

Campbell, CA

Unscored
$8,470106,022 mi

Comparison: 7 similar vehicles

Campbell, CA

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Campbell, CA

UnscoredInsufficient · 3
$8,49561,563 mi

Comparison: 3 similar vehicles

Campbell, CA

2013 Toyota Camry LE

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

2013 Toyota Camry LE

Campbell, CA

Unscored
$8,500120,500 mi

Comparison: 5 similar vehicles

Campbell, CA

2012 MINI Countryman S

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

2012 MINI Countryman S

Campbell, CA

UnscoredInsufficient · 4
$8,900Mileage not verified

Comparison: 4 similar vehicles

Campbell, CA

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Campbell, CA

Unscored
$9,89585,870 mi

Comparison: 5 similar vehicles

Campbell, CA

2012 Volkswagen GTI Base

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

2012 Volkswagen GTI Base

Campbell, CA

Unscored
$9,89586,289 mi

Comparison: 7 similar vehicles

Campbell, CA

2014 Ford Transit Connect XL

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

2014 Ford Transit Connect XL

Campbell, CA

UnscoredInsufficient · 4
$9,970131,697 mi

Comparison: 4 similar vehicles

Campbell, CA

2006 Jeep Grand Cherokee Overland

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

2006 Jeep Grand Cherokee Overland

Campbell, CA

UnscoredInsufficient · 0
$9,97077,511 mi

Campbell, CA

1995 Mercedes-Benz S-Class

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

1995 Mercedes-Benz S-Class

Campbell, CA

Salvage title
$9,995102,471 mi

Campbell, CA

2006 Subaru Outback XT

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

2006 Subaru Outback XT

Campbell, CA

UnscoredInsufficient · 0
$10,123111,674 mi

Campbell, CA

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Campbell, CA

UnscoredInsufficient · 3
$10,49560,620 mi

Comparison: 3 similar vehicles

Campbell, CA

2005 Mercedes-Benz SLK-Class SLK350

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

2005 Mercedes-Benz SLK-Class SLK350

Campbell, CA

UnscoredInsufficient · 3
$10,800Mileage not verified

Comparison: 3 similar vehicles

Campbell, CA

2017 Subaru Crosstrek Limited

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

2017 Subaru Crosstrek Limited

Campbell, CA

Unscored
$10,970126,785 mi

Comparison: 13 similar vehicles

Campbell, CA

2012 Mercedes-Benz GLK-Class GLK350

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

2012 Mercedes-Benz GLK-Class GLK350

Campbell, CA

Unscored
$10,97066,091 mi

Comparison: 7 similar vehicles

Campbell, CA

2015 BMW i3

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

2015 BMW i3

Campbell, CA

UnscoredInsufficient · 0
$11,800Mileage not verified

Campbell, CA

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Campbell, CA

UnscoredInsufficient · 0
$11,89523,752 mi

Campbell, CA

2017 Mazda Mazda3 Touring

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

2017 Mazda Mazda3 Touring

Campbell, CA

Fair PriceLimited · 10
$11,970117,822 mi

Market: $11,500 – $16,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Campbell, CA

2012 Land Rover Range Rover HSE

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

2012 Land Rover Range Rover HSE

Campbell, CA

UnscoredInsufficient · 0
$11,97082,010 mi

Campbell, CA

2004 Lexus GX 470

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

2004 Lexus GX 470

Campbell, CA

UnscoredInsufficient · 0
$11,970191,400 mi

Campbell, CA

2017 Mercedes-Benz GLA-Class GLA250

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

2017 Mercedes-Benz GLA-Class GLA250

Campbell, CA

UnscoredInsufficient · 4
$12,47079,861 mi

Comparison: 4 similar vehicles

Campbell, CA

2018 Ford Escape SE

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

2018 Ford Escape SE

Campbell, CA

UnscoredInsufficient · 3
$12,89543,901 mi

Comparison: 3 similar vehicles

Campbell, CA

2017 INFINITI QX30 Sport

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

2017 INFINITI QX30 Sport

Campbell, CA

UnscoredInsufficient · 0
$12,89584,066 mi

Campbell, CA

2015 Isuzu NPR

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

2015 Isuzu NPR

Campbell, CA

UnscoredInsufficient · 0
$13,123145,791 mi

Campbell, CA

2021 Hyundai Elantra SEL

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

2021 Hyundai Elantra SEL

Campbell, CA

Fair PriceLimited · 14
$13,39569,760 mi

Market: $10,999 – $18,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Campbell, CA

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Campbell, CA

UnscoredInsufficient · 4
$13,970132,908 mi

Comparison: 4 similar vehicles

Campbell, CA

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Campbell, CA

UnscoredInsufficient · 3
$13,970107,460 mi

Comparison: 3 similar vehicles

Campbell, CA

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Campbell, CA

UnscoredInsufficient · 0
$14,126111,300 mi

Campbell, CA

2019 Audi Q5 Premium Plus

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

2019 Audi Q5 Premium Plus

Campbell, CA

UnscoredInsufficient · 3
$14,99895,293 mi

Comparison: 3 similar vehicles

Campbell, CA

2019 Subaru Crosstrek Limited

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

2019 Subaru Crosstrek Limited

Campbell, CA

Fair PriceLimited · 11
$15,470102,902 mi

Market: $13,400 – $18,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Campbell, CA

2019 Subaru Forester Base

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

2019 Subaru Forester Base

Campbell, CA

UnscoredInsufficient · 3
$15,47093,970 mi

Comparison: 3 similar vehicles

Campbell, CA

2019 Subaru Forester Premium

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

2019 Subaru Forester Premium

Campbell, CA

Fair PriceModerate · 33
$15,77090,207 mi

Market: $14,299 – $19,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Campbell, CA

2017 Subaru Outback Premium

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

2017 Subaru Outback Premium

Campbell, CA

UnscoredInsufficient · 4
$15,800106,123 mi

Comparison: 4 similar vehicles

Campbell, CA

2014 Mercedes-Benz Sprinter Cab Chassis Base

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

2014 Mercedes-Benz Sprinter Cab Chassis Base

Campbell, CA

UnscoredInsufficient · 0
$15,809240,312 mi

Campbell, CA

2017 Honda Accord Sport

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

2017 Honda Accord Sport

Campbell, CA

Fair PriceModerate · 20
$15,97098,834 mi

Market: $12,649 – $19,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Campbell, CA

2018 Honda CR-V EX-L

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

2018 Honda CR-V EX-L

Campbell, CA

UnscoredInsufficient · 4
$15,999131,992 mi

Comparison: 4 similar vehicles

Campbell, CA

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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