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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 · October 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,278 listings found

2013 Kia Soul +

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

2013 Kia Soul +

Parma, OH

Unscored
$2,500136,629 mi

Comparison: 7 similar vehicles

Parma, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Parma, OH

UnscoredInsufficient · 4
$2,500114,328 mi

Comparison: 4 similar vehicles

Parma, OH

2014 Kia Soul Base

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

2014 Kia Soul Base

Parma, OH

Unscored
$2,650174,681 mi

Comparison: 8 similar vehicles

Parma, OH

2010 Volkswagen Jetta SE

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

2010 Volkswagen Jetta SE

Parma, OH

Unscored
$3,490125,000 mi

Comparison: 8 similar vehicles

Parma, OH

2012 Kia Soul Base

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

2012 Kia Soul Base

Parma, OH

Unscored
$3,900161,701 mi

Comparison: 38 similar vehicles

Parma, OH

2013 Kia Optima LX

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

2013 Kia Optima LX

Parma, OH

Salvage title
$3,995121,500 mi

Parma, OH

2012 Kia Optima EX

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

2012 Kia Optima EX

Parma, OH

Unscored
$3,995174,157 mi

Comparison: 5 similar vehicles

Parma, OH

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Parma, OH

Unscored
$3,995211,911 mi

Comparison: 6 similar vehicles

Parma, OH

2007 Lexus ES 350

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

2007 Lexus ES 350

Parma, OH

UnscoredInsufficient · 3
$3,995229,437 mi

Comparison: 3 similar vehicles

Parma, OH

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Parma, OH

Unscored
$3,999177,178 mi

Comparison: 11 similar vehicles

Parma, OH

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Parma, OH

Unscored
$3,999177,555 mi

Comparison: 8 similar vehicles

Parma, OH

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Parma, OH

UnscoredInsufficient · 4
$3,999127,205 mi

Comparison: 4 similar vehicles

Parma, OH

2011 Volkswagen Eos Komfort

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

2011 Volkswagen Eos Komfort

Parma, OH

UnscoredInsufficient · 0
$3,99996,649 mi

Parma, OH

2016 Volkswagen Passat SE

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

2016 Volkswagen Passat SE

Parma, OH

Unscored
$4,299169,512 mi

Comparison: 6 similar vehicles

Parma, OH

2014 Ford Fiesta S

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

2014 Ford Fiesta S

Parma, OH

UnscoredInsufficient · 0
$4,416141,975 mi

Parma, OH

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Parma, OH

Unscored
$4,450125,720 mi

Comparison: 7 similar vehicles

Parma, OH

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Parma, OH

Unscored
$4,595180,450 mi

Comparison: 11 similar vehicles

Parma, OH

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Parma, OH

Fair PriceModerate · 36
$4,89992,300 mi

Market: $2,995 – $9,295

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Parma, OH

2015 Kia Soul Base

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

2015 Kia Soul Base

Parma, OH

Unscored
$4,900171,125 mi

Comparison: 13 similar vehicles

Parma, OH

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Parma, OH

Unscored
$4,99099,631 mi

Comparison: 9 similar vehicles

Parma, OH

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Parma, OH

UnscoredInsufficient · 4
$4,995212,945 mi

Comparison: 4 similar vehicles

Parma, OH

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Parma, OH

Unscored
$4,995151,021 mi

Comparison: 6 similar vehicles

Parma, OH

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Parma, OH

UnscoredInsufficient · 4
$4,99589,361 mi

Comparison: 4 similar vehicles

Parma, OH

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Parma, OH

Unscored
$4,995245,821 mi

Comparison: 14 similar vehicles

Parma, OH

2017 Chevrolet Malibu 1FL

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

2017 Chevrolet Malibu 1FL

Parma, OH

UnscoredInsufficient · 4
$4,999153,686 mi

Comparison: 4 similar vehicles

Parma, OH

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Parma, OH

Unscored
$4,99995,634 mi

Comparison: 5 similar vehicles

Parma, OH

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Parma, OH

UnscoredInsufficient · 4
$4,999137,804 mi

Comparison: 4 similar vehicles

Parma, OH

2007 Honda Accord SE

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

2007 Honda Accord SE

Parma, OH

UnscoredInsufficient · 3
$4,999145,747 mi

Comparison: 3 similar vehicles

Parma, OH

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Parma, OH

Unscored
$4,999133,830 mi

Comparison: 5 similar vehicles

Parma, OH

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Parma, OH

Unscored
$4,99970,314 mi

Comparison: 8 similar vehicles

Parma, OH

2006 Honda CR-V LX

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

2006 Honda CR-V LX

Parma, OH

UnscoredInsufficient · 0
$4,999187,117 mi

Parma, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Parma, OH

UnscoredInsufficient · 3
$5,425160,395 mi

Comparison: 3 similar vehicles

Parma, OH

2012 Chrysler Town & Country Touring-L

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

2012 Chrysler Town & Country Touring-L

Parma, OH

UnscoredInsufficient · 3
$5,450123,949 mi

Comparison: 3 similar vehicles

Parma, OH

2005 Toyota Sequoia SR5

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

2005 Toyota Sequoia SR5

Parma, OH

UnscoredInsufficient · 3
$5,495196,047 mi

Comparison: 3 similar vehicles

Parma, OH

2016 Ford Transit Connect XL

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

2016 Ford Transit Connect XL

Parma, OH

UnscoredInsufficient · 3
$5,500229,360 mi

Comparison: 3 similar vehicles

Parma, OH

2013 Chevrolet Volt Base

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

2013 Chevrolet Volt Base

Parma, OH

Unscored
$5,500101,600 mi

Comparison: 7 similar vehicles

Parma, OH

2012 Kia Optima EX

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

2012 Kia Optima EX

Parma, OH

Unscored
$5,500222,186 mi

Comparison: 5 similar vehicles

Parma, OH

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Parma, OH

Unscored
$5,500132,421 mi

Comparison: 17 similar vehicles

Parma, OH

2009 Honda Civic EX

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

2009 Honda Civic EX

Parma, OH

Unscored
$5,500213,998 mi

Comparison: 21 similar vehicles

Parma, OH

2015 Ford Transit Base

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

2015 Ford Transit Base

Parma, OH

Unscored
$5,580300,193 mi

Comparison: 10 similar vehicles

Parma, OH

2011 Kia Soul Base

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

2011 Kia Soul Base

Parma, OH

Unscored
$5,690111,328 mi

Comparison: 8 similar vehicles

Parma, OH

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Parma, OH

Unscored
$5,800125,315 mi

Comparison: 15 similar vehicles

Parma, OH

2015 Kia Soul Base

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

2015 Kia Soul Base

Parma, OH

Unscored
$5,860146,877 mi

Comparison: 13 similar vehicles

Parma, OH

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Parma, OH

Unscored
$5,888111,834 mi

Comparison: 6 similar vehicles

Parma, OH

2019 Kia Soul Base

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

2019 Kia Soul Base

Parma, OH

Unscored
$5,90084,732 mi

Comparison: 8 similar vehicles

Parma, OH

2015 Kia Soul +

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

2015 Kia Soul +

Parma, OH

Unscored
$5,900154,338 mi

Comparison: 10 similar vehicles

Parma, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Parma, OH

UnscoredInsufficient · 4
$5,900110,183 mi

Comparison: 4 similar vehicles

Parma, OH

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Parma, OH

Unscored
$5,900112,489 mi

Comparison: 6 similar vehicles

Parma, OH

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Parma, OH

Unscored
$5,945167,332 mi

Comparison: 12 similar vehicles

Parma, OH

2016 Ford Focus SE

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

2016 Ford Focus SE

Parma, OH

Unscored
$5,990131,948 mi

Comparison: 15 similar vehicles

Parma, OH

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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