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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,944 listings found

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Reynoldsburg, OH

UnscoredLimited · 7
$1,495245,639 mi

Comparison: 7 similar vehicles

Reynoldsburg, OH

2004 Chrysler Sebring LIMITED

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

2004 Chrysler Sebring LIMITED

Cincinnati, OH

UnscoredInsufficient · 0
$1,97794,870 mi

Cincinnati, OH

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Malta, OH

UnscoredInsufficient · 4
$2,000115,502 mi

Comparison: 4 similar vehicles

Malta, OH

1998 Ford Mustang Base

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

1998 Ford Mustang Base

North Lima, OH

UnscoredInsufficient · 0
$2,49596,421 mi

North Lima, OH

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

Cincinnati, OH

UnscoredInsufficient · 0
$2,877153,296 mi

Cincinnati, OH

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

North Ridgeville, OH

UnscoredInsufficient · 0
$2,995212,425 mi

North Ridgeville, OH

2007 Mitsubishi Eclipse Spyder GS

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

2007 Mitsubishi Eclipse Spyder GS

Georgetown, OH

UnscoredLimited · 10
$2,995193,878 mi

Comparison: 10 similar vehicles

Georgetown, OH

2006 Saab 9-3 2.0T

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

2006 Saab 9-3 2.0T

Liberty Township, OH

UnscoredInsufficient · 0
$2,999247,000 mi

Liberty Township, OH

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Akron, OH

UnscoredInsufficient · 3
$3,300179,859 mi

Comparison: 3 similar vehicles

Akron, OH

2001 Mitsubishi Eclipse GT

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

2001 Mitsubishi Eclipse GT

Milford, OH

UnscoredInsufficient · 0
$3,389Mileage not verified

Milford, OH

2009 Chrysler Sebring LX

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

2009 Chrysler Sebring LX

Hamilton, OH

UnscoredLimited · 5
$3,50079,497 mi

Comparison: 5 similar vehicles

Hamilton, OH

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Middletown, OH

UnscoredLimited · 10
$3,500122,143 mi

Comparison: 10 similar vehicles

Middletown, OH

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Mansfield, OH

UnscoredLimited · 5
$3,695198,561 mi

Comparison: 5 similar vehicles

Mansfield, OH

2000 Mercedes-Benz CLK CLK320

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

2000 Mercedes-Benz CLK CLK320

Youngstown, OH

UnscoredInsufficient · 0
$3,950120,000 mi

Youngstown, OH

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

North Ridgeville, OH

UnscoredLimited · 7
$3,995106,497 mi

Comparison: 7 similar vehicles

North Ridgeville, OH

2008 Saab 9-3 2.0T

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

2008 Saab 9-3 2.0T

Hamilton, OH

UnscoredInsufficient · 3
$3,995133,108 mi

Comparison: 3 similar vehicles

Hamilton, OH

2007 Mitsubishi Eclipse Spyder GS

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

2007 Mitsubishi Eclipse Spyder GS

Zanesville, OH

UnscoredLimited · 13
$3,995182,426 mi

Comparison: 13 similar vehicles

Zanesville, OH

2005 Audi A4 Base

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

2005 Audi A4 Base

Columbus, OH

UnscoredInsufficient · 3
$3,995142,826 mi

Comparison: 3 similar vehicles

Columbus, OH

2004 Volkswagen New Beetle GLS

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

2004 Volkswagen New Beetle GLS

Mount Vernon, OH

UnscoredInsufficient · 3
$3,995128,934 mi

Comparison: 3 similar vehicles

Mount Vernon, OH

2000 Mercedes-Benz CLK CLK320

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

2000 Mercedes-Benz CLK CLK320

Euclid, OH

UnscoredInsufficient · 0
$3,995111,169 mi

Euclid, 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

2005 MINI Cooper Base

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

2005 MINI Cooper Base

Cleveland, OH

UnscoredLimited · 18
$3,99989,400 mi

Comparison: 18 similar vehicles

Cleveland, OH

2000 Chrysler Sebring JXI

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

2000 Chrysler Sebring JXI

Ashland, OH

UnscoredInsufficient · 0
$4,00085,453 mi

Ashland, OH

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Tiffin, OH

UnscoredLimited · 7
$4,240156,008 mi

Comparison: 7 similar vehicles

Tiffin, OH

2008 Volkswagen Eos Turbo

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

2008 Volkswagen Eos Turbo

Akron, OH

UnscoredInsufficient · 0
$4,46096,868 mi

Akron, OH

2008 BMW 6 Series 650i

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

2008 BMW 6 Series 650i

Tipp City, OH

UnscoredInsufficient · 3
$4,490119,000 mi

Comparison: 3 similar vehicles

Tipp City, OH

2001 Volkswagen Cabrio GLX

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

2001 Volkswagen Cabrio GLX

Toledo, OH

Salvage title
$4,495133,931 mi

Toledo, OH

2008 Volvo C70 T5

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

2008 Volvo C70 T5

Youngstown, OH

UnscoredInsufficient · 0
$4,500110,847 mi

Youngstown, OH

2004 Chrysler Sebring LIMITED

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

2004 Chrysler Sebring LIMITED

Youngstown, OH

UnscoredInsufficient · 0
$4,50076,888 mi

Youngstown, OH

2011 MINI Cooper S

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

2011 MINI Cooper S

Toledo, OH

UnscoredInsufficient · 4
$4,590137,000 mi

Comparison: 4 similar vehicles

Toledo, OH

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

Brookfield, OH

UnscoredLimited · 6
$4,59577,800 mi

Comparison: 6 similar vehicles

Brookfield, OH

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

Brookfield, OH

UnscoredLimited · 6
$4,59590,673 mi

Comparison: 6 similar vehicles

Brookfield, OH

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Columbus, OH

UnscoredInsufficient · 4
$4,598166,729 mi

Comparison: 4 similar vehicles

Columbus, OH

2012 Volvo C70 T5

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

2012 Volvo C70 T5

Ontario, OH

UnscoredInsufficient · 0
$4,60081,094 mi

Ontario, OH

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Euclid, OH

UnscoredLimited · 6
$4,900109,000 mi

Comparison: 6 similar vehicles

Euclid, OH

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Akron, OH

UnscoredInsufficient · 4
$4,950139,723 mi

Comparison: 4 similar vehicles

Akron, OH

2007 Volvo C70 T5

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

2007 Volvo C70 T5

Bedford, OH

UnscoredInsufficient · 0
$4,950114,653 mi

Bedford, 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

Fair PriceLimited · 18
$4,99099,631 mi

Market: $4,240 – $9,900

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Parma, OH

2005 Chrysler Sebring Touring

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

2005 Chrysler Sebring Touring

Cleveland, OH

UnscoredInsufficient · 0
$4,99078,609 mi

Cleveland, OH

2013 Volkswagen Eos Lux

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

2013 Volkswagen Eos Lux

Akron, OH

UnscoredInsufficient · 0
$4,995130,609 mi

Akron, OH

2012 FIAT 500 Lounge

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

2012 FIAT 500 Lounge

Middletown, OH

UnscoredInsufficient · 0
$4,99584,378 mi

Middletown, OH

2009 Mitsubishi Eclipse Spyder GS

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

2009 Mitsubishi Eclipse Spyder GS

Beloit, OH

UnscoredInsufficient · 0
$4,995112,598 mi

Beloit, OH

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Girard, OH

Fair PriceModerate · 21
$4,99589,654 mi

Market: $2,995 – $6,800

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Girard, OH

2007 Mitsubishi Eclipse Spyder GS

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

2007 Mitsubishi Eclipse Spyder GS

Van Wert, OH

UnscoredLimited · 9
$4,995101,007 mi

Comparison: 9 similar vehicles

Van Wert, OH

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Middletown, OH

UnscoredInsufficient · 0
$4,995247,015 mi

Middletown, OH

2006 Audi A4 Base

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

2006 Audi A4 Base

Hamilton, OH

UnscoredLimited · 6
$4,995132,140 mi

Comparison: 6 similar vehicles

Hamilton, OH

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Circleville, OH

UnscoredLimited · 5
$4,995118,034 mi

Comparison: 5 similar vehicles

Circleville, OH

1998 Ford Mustang GT

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

1998 Ford Mustang GT

Montpelier, OH

UnscoredLimited · 5
$4,995120,000 mi

Comparison: 5 similar vehicles

Montpelier, OH

1998 Chrysler Sebring JXI

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

1998 Chrysler Sebring JXI

Sidney, OH

UnscoredInsufficient · 0
$4,997114,770 mi

Sidney, OH

2002 Ford Mustang Premium

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

2002 Ford Mustang Premium

Cincinnati, OH

UnscoredInsufficient · 0
$4,999134,176 mi

Cincinnati, 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 manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
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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