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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 5, 2026

6.8M+

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

99 listings found

2007 Scion tC Base

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

2007 Scion tC Base

Willowick, OH

Unscored
$2,744177,021 mi

Comparison: 6 similar vehicles

Willowick, OH

2016 Ford Taurus

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

2016 Ford Taurus

Willowick, OH

UnscoredInsufficient · 0
$2,89392,215 mi

Willowick, OH

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Willowick, OH

UnscoredInsufficient · 3
$3,844211,699 mi

Comparison: 3 similar vehicles

Willowick, OH

2008 Dodge Grand Caravan SE

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

2008 Dodge Grand Caravan SE

Willowick, OH

Unscored
$3,844168,467 mi

Comparison: 10 similar vehicles

Willowick, OH

2011 Kia Rio LX

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

2011 Kia Rio LX

Willowick, OH

UnscoredInsufficient · 3
$4,393131,861 mi

Comparison: 3 similar vehicles

Willowick, OH

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Willowick, OH

Unscored
$4,993189,022 mi

Comparison: 8 similar vehicles

Willowick, OH

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Willowick, OH

Unscored
$5,093169,302 mi

Comparison: 9 similar vehicles

Willowick, OH

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Willowick, OH

Unscored
$5,193187,019 mi

Comparison: 9 similar vehicles

Willowick, OH

2014 Mazda MAZDA6 i Sport

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

2014 Mazda MAZDA6 i Sport

Willowick, OH

UnscoredInsufficient · 3
$5,393176,116 mi

Comparison: 3 similar vehicles

Willowick, OH

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Willowick, OH

Unscored
$5,393189,830 mi

Comparison: 9 similar vehicles

Willowick, OH

2010 Chrysler Sebring Limited

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

2010 Chrysler Sebring Limited

Willowick, OH

Unscored
$5,393134,270 mi

Comparison: 11 similar vehicles

Willowick, OH

2010 Nissan Xterra S

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

2010 Nissan Xterra S

Willowick, OH

UnscoredInsufficient · 0
$5,393130,425 mi

Willowick, OH

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Willowick, OH

UnscoredInsufficient · 4
$5,393108,438 mi

Comparison: 4 similar vehicles

Willowick, OH

2014 Dodge Charger Police

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

2014 Dodge Charger Police

Willowick, OH

UnscoredInsufficient · 0
$5,893159,710 mi

Willowick, OH

2010 Toyota RAV4 Limited

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

2010 Toyota RAV4 Limited

Willowick, OH

Unscored
$5,893242,332 mi

Comparison: 9 similar vehicles

Willowick, OH

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Willowick, OH

UnscoredInsufficient · 3
$6,393194,749 mi

Comparison: 3 similar vehicles

Willowick, OH

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Willowick, OH

Unscored
$6,495169,972 mi

Comparison: 9 similar vehicles

Willowick, OH

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Willowick, OH

Fair PriceLimited · 14
$6,89391,390 mi

Market: $2,995 – $6,999

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Willowick, OH

2008 Mercury Grand Marquis LS

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

2008 Mercury Grand Marquis LS

Willowick, OH

UnscoredInsufficient · 0
$6,89394,724 mi

Willowick, OH

2016 Jeep Cherokee Sport

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

2016 Jeep Cherokee Sport

Willowick, OH

Unscored
$6,993161,538 mi

Comparison: 18 similar vehicles

Willowick, OH

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Willowick, OH

Fair PriceModerate · 24
$6,99789,393 mi

Market: $4,900 – $9,285

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Willowick, OH

2013 Toyota Camry XLE Hybrid

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

2013 Toyota Camry XLE Hybrid

Willowick, OH

UnscoredInsufficient · 0
$6,997205,666 mi

Willowick, OH

2014 Mercedes-Benz C-Class C300 Sport

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

2014 Mercedes-Benz C-Class C300 Sport

Willowick, OH

UnscoredInsufficient · 4
$7,193118,807 mi

Comparison: 4 similar vehicles

Willowick, OH

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Willowick, OH

Fair PriceLimited · 12
$7,393117,314 mi

Market: $5,999 – $17,988

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Willowick, OH

2016 Chevrolet Malibu Limited 1LZ

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

2016 Chevrolet Malibu Limited 1LZ

Willowick, OH

Unscored
$7,393160,371 mi

Comparison: 13 similar vehicles

Willowick, OH

2016 Subaru Forester i Premium

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

2016 Subaru Forester i Premium

Willowick, OH

Unscored
$7,393179,617 mi

Comparison: 9 similar vehicles

Willowick, OH

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Willowick, OH

UnscoredInsufficient · 4
$7,393110,369 mi

Comparison: 4 similar vehicles

Willowick, OH

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Willowick, OH

Unscored
$7,393143,357 mi

Comparison: 51 similar vehicles

Willowick, OH

2004 Audi TT Base

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

2004 Audi TT Base

Willowick, OH

UnscoredInsufficient · 4
$7,39398,202 mi

Comparison: 4 similar vehicles

Willowick, OH

2000 GMC Sonoma SL

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

2000 GMC Sonoma SL

Willowick, OH

UnscoredInsufficient · 0
$7,39382,477 mi

Willowick, OH

1994 Chevrolet Suburban

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

1994 Chevrolet Suburban

Willowick, OH

UnscoredInsufficient · 0
$7,397118,137 mi

Willowick, OH

2011 Volvo C70 T5

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

2011 Volvo C70 T5

Willowick, OH

UnscoredInsufficient · 0
$7,893125,619 mi

Willowick, OH

2016 Subaru Forester i

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

2016 Subaru Forester i

Willowick, OH

Unscored
$8,393167,210 mi

Comparison: 27 similar vehicles

Willowick, OH

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Willowick, OH

Unscored
$8,393123,240 mi

Comparison: 13 similar vehicles

Willowick, OH

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Willowick, OH

Fair PriceLimited · 18
$8,393118,361 mi

Market: $3,800 – $10,911

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Willowick, OH

2014 Hyundai Tucson SE

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

2014 Hyundai Tucson SE

Willowick, OH

Unscored
$8,39390,932 mi

Comparison: 9 similar vehicles

Willowick, OH

2014 Volvo S80 T6

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

2014 Volvo S80 T6

Willowick, OH

UnscoredInsufficient · 0
$8,393134,477 mi

Willowick, OH

2007 Honda CR-V LX

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

2007 Honda CR-V LX

Willowick, OH

Unscored
$8,393102,245 mi

Comparison: 5 similar vehicles

Willowick, OH

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Willowick, OH

UnscoredInsufficient · 4
$8,89394,528 mi

Comparison: 4 similar vehicles

Willowick, OH

1993 Cadillac Sixty Special

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

1993 Cadillac Sixty Special

Willowick, OH

UnscoredInsufficient · 0
$8,893113,186 mi

Willowick, OH

1992 Cadillac Allante

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

1992 Cadillac Allante

Willowick, OH

UnscoredInsufficient · 0
$8,89361,277 mi

Willowick, OH

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Willowick, OH

UnscoredInsufficient · 4
$8,99381,418 mi

Comparison: 4 similar vehicles

Willowick, OH

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Willowick, OH

Unscored
$8,995147,615 mi

Comparison: 10 similar vehicles

Willowick, OH

2017 GMC Acadia SLT-1

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

2017 GMC Acadia SLT-1

Willowick, OH

Unscored
$9,393150,294 mi

Comparison: 10 similar vehicles

Willowick, OH

2017 Buick Enclave Convenience

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

2017 Buick Enclave Convenience

Willowick, OH

Fair PriceLimited · 16
$9,393106,926 mi

Market: $7,995 – $16,250

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Willowick, OH

2016 Cadillac SRX Luxury Collection

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

2016 Cadillac SRX Luxury Collection

Willowick, OH

UnscoredInsufficient · 3
$9,393114,598 mi

Comparison: 3 similar vehicles

Willowick, OH

2016 Mercedes-Benz GLC GLC300

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

2016 Mercedes-Benz GLC GLC300

Willowick, OH

Unscored
$9,393236,086 mi

Comparison: 11 similar vehicles

Willowick, OH

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Willowick, OH

Unscored
$9,393158,667 mi

Comparison: 13 similar vehicles

Willowick, OH

2014 Mazda CX-5 Touring

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

2014 Mazda CX-5 Touring

Willowick, OH

Unscored
$9,393148,187 mi

Comparison: 9 similar vehicles

Willowick, OH

1993 Cadillac Allante

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

1993 Cadillac Allante

Willowick, OH

UnscoredInsufficient · 0
$9,39349,227 mi

Willowick, OH

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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