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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 4, 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

10,093 listings found

2002 Pontiac Grand Prix GT

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

2002 Pontiac Grand Prix GT

Clearwater, FL

UnscoredInsufficient · 0
$1,495200,345 mi

Clearwater, FL

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Clearwater, FL

UnscoredInsufficient · 3
$1,900257,430 mi

Comparison: 3 similar vehicles

Clearwater, FL

2003 Mercury Mountaineer Luxury

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

2003 Mercury Mountaineer Luxury

Clearwater, FL

UnscoredInsufficient · 0
$2,495116,300 mi

Clearwater, FL

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Clearwater, FL

UnscoredInsufficient · 0
$2,499130,000 mi

Clearwater, FL

2005 Saturn L300 2

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

2005 Saturn L300 2

Clearwater, FL

UnscoredInsufficient · 0
$2,750138,800 mi

Clearwater, FL

2003 Mercedes-Benz M-Class ML 320

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

2003 Mercedes-Benz M-Class ML 320

Clearwater, FL

UnscoredInsufficient · 0
$2,888186,530 mi

Clearwater, FL

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Clearwater, FL

Unscored
$2,988189,080 mi

Comparison: 6 similar vehicles

Clearwater, FL

2010 Cadillac DTS Luxury Collection

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

2010 Cadillac DTS Luxury Collection

Clearwater, FL

UnscoredInsufficient · 0
$2,990134,091 mi

Clearwater, FL

2010 Kia Sedona LX

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

2010 Kia Sedona LX

Clearwater, FL

UnscoredInsufficient · 3
$2,995214,289 mi

Comparison: 3 similar vehicles

Clearwater, FL

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Clearwater, FL

UnscoredInsufficient · 0
$2,995115,310 mi

Clearwater, FL

2012 Nissan Altima S

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

2012 Nissan Altima S

Clearwater, FL

Unscored
$3,000225,206 mi

Comparison: 14 similar vehicles

Clearwater, FL

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Clearwater, FL

Unscored
$3,093164,157 mi

Comparison: 6 similar vehicles

Clearwater, FL

2010 Kia Sedona LX

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

2010 Kia Sedona LX

Clearwater, FL

UnscoredInsufficient · 3
$3,194138,774 mi

Comparison: 3 similar vehicles

Clearwater, FL

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Clearwater, FL

UnscoredInsufficient · 0
$3,194111,000 mi

Clearwater, FL

2005 Ford Focus ZX4 SES

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

2005 Ford Focus ZX4 SES

Clearwater, FL

UnscoredInsufficient · 0
$3,194122,069 mi

Clearwater, FL

2003 Pontiac Grand Prix GT

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

2003 Pontiac Grand Prix GT

Clearwater, FL

UnscoredInsufficient · 0
$3,194128,354 mi

Clearwater, FL

2007 Mitsubishi Raider LS 2wd

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

2007 Mitsubishi Raider LS 2wd

Clearwater, FL

UnscoredInsufficient · 0
$3,390165,680 mi

Clearwater, FL

2004 Jaguar XJ Series XJ8

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

2004 Jaguar XJ Series XJ8

Clearwater, FL

UnscoredInsufficient · 0
$3,400116,359 mi

Clearwater, FL

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Clearwater, FL

Salvage title
$3,494128,881 mi

Clearwater, FL

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Clearwater, FL

Unscored
$3,495137,713 mi

Comparison: 7 similar vehicles

Clearwater, FL

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Clearwater, FL

UnscoredInsufficient · 3
$3,495192,001 mi

Comparison: 3 similar vehicles

Clearwater, FL

2010 Nissan Altima S

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

2010 Nissan Altima S

Clearwater, FL

Unscored
$3,495145,056 mi

Comparison: 5 similar vehicles

Clearwater, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Clearwater, FL

Unscored
$3,495147,811 mi

Comparison: 7 similar vehicles

Clearwater, FL

2008 Mitsubishi Eclipse Spyder GS

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

2008 Mitsubishi Eclipse Spyder GS

Clearwater, FL

UnscoredInsufficient · 0
$3,495110,104 mi

Clearwater, FL

2006 Chevrolet HHR LS

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

2006 Chevrolet HHR LS

Clearwater, FL

UnscoredInsufficient · 0
$3,495116,931 mi

Clearwater, FL

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Clearwater, FL

UnscoredInsufficient · 4
$3,500130,610 mi

Comparison: 4 similar vehicles

Clearwater, FL

2003 Toyota Camry SE

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

2003 Toyota Camry SE

Clearwater, FL

UnscoredInsufficient · 0
$3,588188,120 mi

Clearwater, FL

2009 Cadillac DTS 1SA

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

2009 Cadillac DTS 1SA

Clearwater, FL

UnscoredInsufficient · 0
$3,694102,178 mi

Clearwater, FL

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Clearwater, FL

UnscoredInsufficient · 0
$3,69467,266 mi

Clearwater, FL

2011 Chevrolet Cruze LTZ

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

2011 Chevrolet Cruze LTZ

Clearwater, FL

Salvage title
$3,69598,950 mi

Clearwater, FL

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Clearwater, FL

Unscored
$3,888206,601 mi

Comparison: 5 similar vehicles

Clearwater, FL

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Clearwater, FL

Salvage title
$3,900169,381 mi

Clearwater, FL

2016 Kia Forte LX

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

2016 Kia Forte LX

Clearwater, FL

Unscored
$3,900135,999 mi

Comparison: 5 similar vehicles

Clearwater, FL

2007 Jeep Grand Cherokee Limited

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

2007 Jeep Grand Cherokee Limited

Clearwater, FL

UnscoredInsufficient · 0
$3,900179,929 mi

Clearwater, FL

2012 Nissan Rogue

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

2012 Nissan Rogue

Clearwater, FL

UnscoredInsufficient · 0
$3,977103,267 mi

Clearwater, FL

2017 Nissan Versa Note S Plus

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

2017 Nissan Versa Note S Plus

Clearwater, FL

UnscoredInsufficient · 0
$3,995141,831 mi

Clearwater, FL

2014 Kia Soul +

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

2014 Kia Soul +

Clearwater, FL

Unscored
$3,995122,785 mi

Comparison: 5 similar vehicles

Clearwater, FL

2014 FIAT 500L Trekking

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

2014 FIAT 500L Trekking

Clearwater, FL

UnscoredInsufficient · 4
$3,995114,869 mi

Comparison: 4 similar vehicles

Clearwater, FL

2013 Ford Escape SE

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

2013 Ford Escape SE

Clearwater, FL

Unscored
$3,995134,926 mi

Comparison: 14 similar vehicles

Clearwater, FL

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Clearwater, FL

Unscored
$3,995137,280 mi

Comparison: 5 similar vehicles

Clearwater, FL

2010 Mitsubishi Lancer ES

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

2010 Mitsubishi Lancer ES

Clearwater, FL

UnscoredInsufficient · 0
$3,995128,050 mi

Clearwater, FL

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

Clearwater, FL

UnscoredInsufficient · 3
$3,995103,369 mi

Comparison: 3 similar vehicles

Clearwater, FL

2008 Hyundai Sonata LIMITED

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

2008 Hyundai Sonata LIMITED

Clearwater, FL

UnscoredInsufficient · 0
$3,995143,674 mi

Clearwater, FL

2003 Chevrolet Venture

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

2003 Chevrolet Venture

Clearwater, FL

UnscoredInsufficient · 0
$3,995129,506 mi

Clearwater, FL

2001 Acura TL Base

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

2001 Acura TL Base

Clearwater, FL

UnscoredInsufficient · 0
$3,995114,235 mi

Clearwater, FL

2009 Lexus RX 350

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

2009 Lexus RX 350

Clearwater, FL

UnscoredInsufficient · 3
$3,999198,718 mi

Comparison: 3 similar vehicles

Clearwater, FL

2007 Cadillac DTS Luxury I

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

2007 Cadillac DTS Luxury I

Clearwater, FL

Unscored
$3,999106,151 mi

Comparison: 5 similar vehicles

Clearwater, FL

2005 Ford Mustang GT Deluxe

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

2005 Ford Mustang GT Deluxe

Clearwater, FL

UnscoredInsufficient · 0
$4,098Mileage not verified

Clearwater, FL

2012 Ford Edge SE

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

2012 Ford Edge SE

Clearwater, FL

Unscored
$4,194130,092 mi

Comparison: 5 similar vehicles

Clearwater, FL

2008 Hyundai Santa Fe GLS

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

2008 Hyundai Santa Fe GLS

Clearwater, FL

Unscored
$4,194133,049 mi

Comparison: 19 similar vehicles

Clearwater, FL

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 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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