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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 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

12,444 listings found

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Cambridge, OH

UnscoredLimited · 6
$1,995200,941 mi

Comparison: 6 similar vehicles

Cambridge, OH

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Cambridge, OH

Salvage title
$2,191173,828 mi

Cambridge, OH

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Lisbon, OH

UnscoredInsufficient · 3
$2,250163,373 mi

Comparison: 3 similar vehicles

Lisbon, OH

2008 Mercury Mariner V6

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

2008 Mercury Mariner V6

New Philadelphia, OH

UnscoredLimited · 5
$2,495192,731 mi

Comparison: 5 similar vehicles

New Philadelphia, OH

2003 Honda Accord EX

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

2003 Honda Accord EX

New Philadelphia, OH

UnscoredLimited · 6
$2,495224,528 mi

Comparison: 6 similar vehicles

New Philadelphia, OH

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

New Philadelphia, OH

UnscoredModerate · 24
$2,500203,440 mi

Comparison: 24 similar vehicles

New Philadelphia, OH

1986 Dodge Ram Wagon

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

1986 Dodge Ram Wagon

Bridgeport, OH

Salvage title
$2,5951,229 mi

Bridgeport, OH

1996 Honda Civic

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

1996 Honda Civic

Coshocton, OH

UnscoredInsufficient · 0
$2,990150,651 mi

Coshocton, OH

2009 Dodge Grand Caravan SE

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

2009 Dodge Grand Caravan SE

New Philadelphia, OH

UnscoredLimited · 6
$2,995163,562 mi

Comparison: 6 similar vehicles

New Philadelphia, OH

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Wintersville, OH

UnscoredLimited · 6
$2,995219,573 mi

Comparison: 6 similar vehicles

Wintersville, OH

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Minerva, OH

UnscoredLimited · 12
$3,148225,271 mi

Comparison: 12 similar vehicles

Minerva, OH

2008 Jeep Grand Cherokee Limited

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

2008 Jeep Grand Cherokee Limited

Minerva, OH

UnscoredInsufficient · 0
$3,148239,753 mi

Minerva, OH

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Steubenville, OH

UnscoredModerate · 26
$3,206176,001 mi

Comparison: 26 similar vehicles

Steubenville, OH

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Cambridge, OH

UnscoredInsufficient · 0
$3,291173,357 mi

Cambridge, OH

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

Cambridge, OH

UnscoredLimited · 11
$3,295245,371 mi

Comparison: 11 similar vehicles

Cambridge, OH

2008 Ford Taurus Limited

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

2008 Ford Taurus Limited

Minerva, OH

UnscoredLimited · 5
$3,298144,838 mi

Comparison: 5 similar vehicles

Minerva, OH

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Dover, OH

UnscoredModerate · 27
$3,348180,803 mi

Comparison: 27 similar vehicles

Dover, OH

2010 Hyundai Accent GLS

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

2010 Hyundai Accent GLS

Minerva, OH

UnscoredInsufficient · 0
$3,398155,317 mi

Minerva, OH

2003 Ford Escape Limited

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

2003 Ford Escape Limited

Minerva, OH

UnscoredInsufficient · 0
$3,398188,982 mi

Minerva, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Cambridge, OH

UnscoredModerate · 41
$3,495173,791 mi

Comparison: 41 similar vehicles

Cambridge, OH

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Marietta, OH

UnscoredInsufficient · 0
$3,499176,714 mi

Marietta, OH

2005 Saab 9-3 Linear

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

2005 Saab 9-3 Linear

Carrollton, OH

UnscoredInsufficient · 0
$3,500194,669 mi

Carrollton, OH

2009 Kia Rondo LX

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

2009 Kia Rondo LX

Bridgeport, OH

UnscoredInsufficient · 0
$3,595119,542 mi

Bridgeport, OH

2008 Nissan Rogue S

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

2008 Nissan Rogue S

Bridgeport, OH

UnscoredInsufficient · 4
$3,595147,127 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Carrollton, OH

UnscoredLimited · 10
$3,739231,793 mi

Comparison: 10 similar vehicles

Carrollton, OH

2010 Honda CR-V EX-L

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

2010 Honda CR-V EX-L

Woodsfield, OH

UnscoredModerate · 47
$3,799237,203 mi

Comparison: 47 similar vehicles

Woodsfield, OH

2009 Hyundai Santa Fe GLS

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

2009 Hyundai Santa Fe GLS

Dover, OH

UnscoredLimited · 7
$3,853148,769 mi

Comparison: 7 similar vehicles

Dover, OH

2006 Scion xB Base

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

2006 Scion xB Base

East Liverpool, OH

UnscoredInsufficient · 3
$3,895268,372 mi

Comparison: 3 similar vehicles

East Liverpool, OH

2015 Ford Explorer Sport

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

2015 Ford Explorer Sport

Minerva, OH

UnscoredLimited · 7
$3,898178,290 mi

Comparison: 7 similar vehicles

Minerva, OH

2011 GMC Terrain SLT-1

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

2011 GMC Terrain SLT-1

Minerva, OH

UnscoredInsufficient · 3
$3,898219,343 mi

Comparison: 3 similar vehicles

Minerva, OH

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Carrollton, OH

UnscoredInsufficient · 0
$3,900130,473 mi

Carrollton, OH

2015 Nissan Altima S

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

2015 Nissan Altima S

Canonsburg, PA

UnscoredLimited · 10
$3,975173,161 mi

Comparison: 10 similar vehicles

Canonsburg, PA

No Photo

2013 Dodge Grand Caravan SXT

Cambridge, OH

UnscoredModerate · 32
$3,988156,442 mi

Comparison: 32 similar vehicles

Cambridge, OH

No Photo

2010 Lincoln MKS EcoBoost

Cambridge, OH

UnscoredInsufficient · 3
$3,988191,712 mi

Comparison: 3 similar vehicles

Cambridge, OH

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Cambridge, OH

UnscoredRobust · 53
$3,995204,033 mi

Comparison: 53 similar vehicles

Cambridge, OH

2015 Ford Flex SE

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

2015 Ford Flex SE

Bridgeport, OH

UnscoredInsufficient · 0
$3,995191,098 mi

Bridgeport, OH

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Cambridge, OH

UnscoredLimited · 5
$3,995218,172 mi

Comparison: 5 similar vehicles

Cambridge, OH

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Bellaire, OH

UnscoredModerate · 26
$3,995207,426 mi

Comparison: 26 similar vehicles

Bellaire, OH

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Bellaire, OH

UnscoredLimited · 7
$3,995181,115 mi

Comparison: 7 similar vehicles

Bellaire, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Cambridge, OH

UnscoredRobust · 56
$3,995189,287 mi

Comparison: 56 similar vehicles

Cambridge, OH

2012 Suzuki SX4 Crossover Premium

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

2012 Suzuki SX4 Crossover Premium

Bridgeport, OH

UnscoredLimited · 5
$3,995118,279 mi

Comparison: 5 similar vehicles

Bridgeport, OH

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Cambridge, OH

UnscoredLimited · 6
$3,995221,209 mi

Comparison: 6 similar vehicles

Cambridge, OH

2010 Nissan cube

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

2010 Nissan cube

Cambridge, OH

UnscoredInsufficient · 0
$3,995229,613 mi

Cambridge, OH

2009 Jeep Liberty Sport

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

2009 Jeep Liberty Sport

East Liverpool, OH

UnscoredModerate · 22
$3,995149,025 mi

Comparison: 22 similar vehicles

East Liverpool, OH

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Bridgeport, OH

UnscoredModerate · 32
$3,995195,496 mi

Comparison: 32 similar vehicles

Bridgeport, OH

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Bridgeport, OH

UnscoredInsufficient · 0
$3,99573,795 mi

Bridgeport, OH

2008 Subaru Forester Sports 2.5 X

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

2008 Subaru Forester Sports 2.5 X

Byesville, OH

UnscoredInsufficient · 0
$3,995190,655 mi

Byesville, OH

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Bridgeport, OH

UnscoredLimited · 9
$3,995130,917 mi

Comparison: 9 similar vehicles

Bridgeport, OH

2002 Mercedes-Benz E-Class E320 4Matic

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

2002 Mercedes-Benz E-Class E320 4Matic

Washington, PA

UnscoredInsufficient · 3
$3,995130,055 mi

Comparison: 3 similar vehicles

Washington, PA

2009 Volkswagen Routan SEL

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

2009 Volkswagen Routan SEL

Marietta, OH

UnscoredInsufficient · 0
$3,999200,048 mi

Marietta, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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