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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 3, 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

288 listings found

2000 Lincoln Town Car EXECUTIVE

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

2000 Lincoln Town Car EXECUTIVE

Mason, OH

UnscoredInsufficient · 0
$2,898172,179 mi

Mason, OH

2004 Honda Accord LX

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

2004 Honda Accord LX

Mason, OH

UnscoredInsufficient · 4
$3,950192,223 mi

Comparison: 4 similar vehicles

Mason, OH

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Mason, OH

Unscored
$4,093167,295 mi

Comparison: 19 similar vehicles

Mason, OH

2017 Kia Sedona SX Limited

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

2017 Kia Sedona SX Limited

Mason, OH

UnscoredInsufficient · 0
$4,898200,487 mi

Mason, OH

2009 Hyundai Sonata SE

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

2009 Hyundai Sonata SE

Mason, OH

UnscoredInsufficient · 0
$4,950100,352 mi

Mason, OH

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Mason, OH

Unscored
$5,462166,125 mi

Comparison: 19 similar vehicles

Mason, OH

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Mason, OH

Unscored
$5,495192,448 mi

Comparison: 6 similar vehicles

Mason, OH

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Mason, OH

Unscored
$5,500147,575 mi

Comparison: 6 similar vehicles

Mason, OH

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

Mason, OH

Unscored
$5,700174,790 mi

Comparison: 19 similar vehicles

Mason, OH

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Mason, OH

Unscored
$5,750186,487 mi

Comparison: 21 similar vehicles

Mason, OH

2015 Ford Flex SEL

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

2015 Ford Flex SEL

Mason, OH

UnscoredInsufficient · 4
$5,798147,149 mi

Comparison: 4 similar vehicles

Mason, OH

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Mason, OH

Unscored
$5,89892,298 mi

Comparison: 9 similar vehicles

Mason, OH

2016 Lincoln MKZ Base

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

2016 Lincoln MKZ Base

Mason, OH

UnscoredInsufficient · 3
$5,950128,190 mi

Comparison: 3 similar vehicles

Mason, OH

1992 Mercedes-Benz 400

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

1992 Mercedes-Benz 400

Mason, OH

UnscoredInsufficient · 0
$5,99783,358 mi

Mason, OH

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Mason, OH

UnscoredInsufficient · 4
$5,998120,107 mi

Comparison: 4 similar vehicles

Mason, OH

2013 Volkswagen Tiguan S

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

2013 Volkswagen Tiguan S

Mason, OH

Unscored
$5,998127,430 mi

Comparison: 6 similar vehicles

Mason, OH

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Mason, OH

Unscored
$6,398123,478 mi

Comparison: 8 similar vehicles

Mason, OH

2009 Honda CR-V LX

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

2009 Honda CR-V LX

Mason, OH

Unscored
$6,650182,413 mi

Comparison: 18 similar vehicles

Mason, OH

2011 Honda Pilot EX

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

2011 Honda Pilot EX

Mason, OH

UnscoredInsufficient · 3
$6,750180,853 mi

Comparison: 3 similar vehicles

Mason, OH

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Mason, OH

Unscored
$6,798141,763 mi

Comparison: 8 similar vehicles

Mason, OH

2011 Cadillac CTS Base

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

2011 Cadillac CTS Base

Mason, OH

UnscoredInsufficient · 3
$6,898136,476 mi

Comparison: 3 similar vehicles

Mason, OH

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Mason, OH

Unscored
$6,898125,546 mi

Comparison: 19 similar vehicles

Mason, OH

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Mason, OH

Unscored
$7,297146,135 mi

Comparison: 7 similar vehicles

Mason, OH

2012 Toyota Camry L

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

2012 Toyota Camry L

Mason, OH

UnscoredInsufficient · 3
$7,298182,898 mi

Comparison: 3 similar vehicles

Mason, OH

2018 Ford Fiesta SE

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

2018 Ford Fiesta SE

Mason, OH

UnscoredInsufficient · 4
$7,393111,283 mi

Comparison: 4 similar vehicles

Mason, OH

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Mason, OH

Unscored
$7,450145,148 mi

Comparison: 15 similar vehicles

Mason, OH

2012 Honda Insight EX

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

2012 Honda Insight EX

Mason, OH

UnscoredInsufficient · 0
$7,495133,937 mi

Mason, OH

2016 FIAT 500X Trekking Plus

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

2016 FIAT 500X Trekking Plus

Mason, OH

UnscoredInsufficient · 0
$7,59875,862 mi

Mason, OH

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Mason, OH

Unscored
$7,79757,110 mi

Comparison: 7 similar vehicles

Mason, OH

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Mason, OH

Unscored
$7,998123,568 mi

Comparison: 9 similar vehicles

Mason, OH

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Mason, OH

UnscoredInsufficient · 4
$7,998114,789 mi

Comparison: 4 similar vehicles

Mason, OH

2011 Toyota Venza Base

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

2011 Toyota Venza Base

Mason, OH

UnscoredInsufficient · 3
$8,000150,429 mi

Comparison: 3 similar vehicles

Mason, OH

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Mason, OH

Unscored
$8,333104,468 mi

Comparison: 6 similar vehicles

Mason, OH

2017 Kia Sedona LX

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

2017 Kia Sedona LX

Mason, OH

UnscoredInsufficient · 3
$8,495136,709 mi

Comparison: 3 similar vehicles

Mason, OH

2014 Honda Odyssey EX-L

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

2014 Honda Odyssey EX-L

Mason, OH

Unscored
$8,950169,134 mi

Comparison: 8 similar vehicles

Mason, OH

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Mason, OH

Unscored
$8,995125,860 mi

Comparison: 15 similar vehicles

Mason, OH

2013 Ford Focus SE

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

2013 Ford Focus SE

Mason, OH

UnscoredInsufficient · 0
$8,99546,120 mi

Mason, OH

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Mason, OH

Unscored
$8,995141,342 mi

Comparison: 58 similar vehicles

Mason, OH

2010 Honda Civic LX

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

2010 Honda Civic LX

Mason, OH

Fair PriceModerate · 22
$8,99593,873 mi

Market: $1,948 – $13,399

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Mason, OH

2010 Lexus IS 250

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

2010 Lexus IS 250

Mason, OH

UnscoredInsufficient · 4
$8,995143,831 mi

Comparison: 4 similar vehicles

Mason, OH

2013 Cadillac CTS Sedan Luxury Collection

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

2013 Cadillac CTS Sedan Luxury Collection

Mason, OH

UnscoredInsufficient · 3
$8,998102,024 mi

Comparison: 3 similar vehicles

Mason, OH

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

Mason, OH

Fair PriceModerate · 23
$9,198111,920 mi

Market: $7,562 – $13,590

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 87 days listed (based on current market benchmarks)

Mason, OH

2012 Toyota Sienna LE

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

2012 Toyota Sienna LE

Mason, OH

Unscored
$9,228159,080 mi

Comparison: 17 similar vehicles

Mason, OH

2014 Honda CR-V EX

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

2014 Honda CR-V EX

Mason, OH

Unscored
$9,250170,050 mi

Comparison: 5 similar vehicles

Mason, OH

2011 INFINITI M 37

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

2011 INFINITI M 37

Mason, OH

UnscoredInsufficient · 0
$9,281154,073 mi

Mason, OH

2014 Chevrolet Tahoe LTZ

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

2014 Chevrolet Tahoe LTZ

Mason, OH

Unscored
$9,331188,166 mi

Comparison: 9 similar vehicles

Mason, OH

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Mason, OH

Unscored
$9,422175,593 mi

Comparison: 5 similar vehicles

Mason, OH

2015 Volvo S60 T5 Platinum

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

2015 Volvo S60 T5 Platinum

Mason, OH

UnscoredInsufficient · 0
$9,495106,098 mi

Mason, OH

2013 Acura RDX Technology Package

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

2013 Acura RDX Technology Package

Mason, OH

Unscored
$9,495164,269 mi

Comparison: 11 similar vehicles

Mason, OH

2009 Acura TL Technology Package

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

2009 Acura TL Technology Package

Mason, OH

UnscoredInsufficient · 3
$9,495121,508 mi

Comparison: 3 similar vehicles

Mason, 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 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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