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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 9, 2026

7.3M+

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

37,158 listings found

2007 Subaru Outback

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

2007 Subaru Outback

Mansfield, OH

UnscoredInsufficient · 0
$1,200218,794 mi

Mansfield, OH

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Orrville, OH

Unscored
$1,943251,178 mi

Comparison: 7 similar vehicles

Orrville, OH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Orrville, OH

Unscored
$1,948207,275 mi

Comparison: 39 similar vehicles

Orrville, OH

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

UnscoredInsufficient · 4
$1,995200,941 mi

Comparison: 4 similar vehicles

Cambridge, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Cambridge, OH

Unscored
$1,995213,604 mi

Comparison: 23 similar vehicles

Cambridge, OH

2006 Chevrolet Malibu Maxx LT

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

2006 Chevrolet Malibu Maxx LT

Medina, OH

UnscoredInsufficient · 0
$1,995183,563 mi

Medina, OH

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Orrville, OH

Unscored
$2,148197,005 mi

Comparison: 28 similar vehicles

Orrville, OH

2009 Ford Focus SE

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

2009 Ford Focus SE

Canton, OH

Unscored
$2,219170,100 mi

Comparison: 16 similar vehicles

Canton, OH

2010 Nissan Versa S

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

2010 Nissan Versa S

Dover, OH

UnscoredInsufficient · 3
$2,289236,416 mi

Comparison: 3 similar vehicles

Dover, OH

2003 Dodge Caravan SE

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

2003 Dodge Caravan SE

Mogadore, OH

UnscoredInsufficient · 0
$2,295140,809 mi

Mogadore, OH

2008 Volkswagen Rabbit S

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

2008 Volkswagen Rabbit S

Uniontown, OH

UnscoredInsufficient · 0
$2,300129,580 mi

Uniontown, OH

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Mansfield, OH

Unscored
$2,338147,575 mi

Comparison: 17 similar vehicles

Mansfield, OH

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Norton, OH

UnscoredInsufficient · 0
$2,398176,228 mi

Norton, OH

No Photo

2002 Hyundai Sonata Base

Akron, OH

UnscoredInsufficient · 0
$2,400174,150 mi

Akron, OH

2001 Honda CR-V LX

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

2001 Honda CR-V LX

Barberton, OH

UnscoredInsufficient · 0
$2,400212,449 mi

Barberton, OH

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Orrville, OH

Unscored
$2,443259,657 mi

Comparison: 11 similar vehicles

Orrville, OH

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Medina, OH

Unscored
$2,495230,582 mi

Comparison: 20 similar vehicles

Medina, 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

Unscored
$2,495192,731 mi

Comparison: 9 similar vehicles

New Philadelphia, OH

1998 Volkswagen New Beetle Base

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

1998 Volkswagen New Beetle Base

New Philadelphia, OH

UnscoredInsufficient · 0
$2,495109,010 mi

New Philadelphia, OH

1992 Ford F-150

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

1992 Ford F-150

Medina, OH

UnscoredInsufficient · 0
$2,495123,059 mi

Medina, OH

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Akron, OH

UnscoredInsufficient · 0
$2,499232,899 mi

Akron, OH

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Canton, OH

Unscored
$2,500160,000 mi

Comparison: 5 similar vehicles

Canton, OH

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Mount Vernon, OH

Unscored
$2,500251,235 mi

Comparison: 7 similar vehicles

Mount Vernon, OH

2008 Chevrolet Malibu LTZ

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

2008 Chevrolet Malibu LTZ

Akron, OH

UnscoredInsufficient · 0
$2,500174,577 mi

Akron, OH

2006 Kia Sedona EX

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

2006 Kia Sedona EX

Akron, OH

UnscoredInsufficient · 0
$2,500130,002 mi

Akron, OH

2003 Suzuki XL-7

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

2003 Suzuki XL-7

Akron, OH

UnscoredInsufficient · 0
$2,500132,486 mi

Akron, OH

2002 Chevrolet Malibu LS

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

2002 Chevrolet Malibu LS

Akron, OH

UnscoredInsufficient · 0
$2,500162,000 mi

Akron, 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

Unscored
$2,502239,753 mi

Comparison: 6 similar vehicles

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
$2,502188,982 mi

Minerva, OH

2007 Honda Civic LX

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

2007 Honda Civic LX

Medina, OH

Fair PriceLimited · 15
$2,595Mileage not verified

Market: $2,500 – $9,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Medina, OH

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Akron, OH

Unscored
$2,600210,065 mi

Comparison: 10 similar vehicles

Akron, OH

2007 Chrysler PT Cruiser Base

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

2007 Chrysler PT Cruiser Base

Akron, OH

UnscoredInsufficient · 0
$2,600160,158 mi

Akron, 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
$2,602155,317 mi

Minerva, OH

2008 Kia Optima LX

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

2008 Kia Optima LX

Akron, OH

UnscoredInsufficient · 3
$2,686177,689 mi

Comparison: 3 similar vehicles

Akron, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Barberton, OH

Unscored
$2,700142,515 mi

Comparison: 5 similar vehicles

Barberton, 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

Unscored
$2,750144,885 mi

Comparison: 7 similar vehicles

Minerva, OH

2002 Chevrolet Astro Base

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

2002 Chevrolet Astro Base

Medina, OH

UnscoredInsufficient · 0
$2,75092,298 mi

Medina, OH

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Tallmadge, OH

Unscored
$2,775132,215 mi

Comparison: 18 similar vehicles

Tallmadge, OH

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Akron, OH

UnscoredInsufficient · 0
$2,790145,566 mi

Akron, OH

2008 Hyundai Accent GLS

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

2008 Hyundai Accent GLS

Medina, OH

UnscoredInsufficient · 0
$2,795Mileage not verified

Medina, OH

No Photo

2011 Toyota Camry Base

Akron, OH

UnscoredInsufficient · 3
$2,800219,000 mi

Comparison: 3 similar vehicles

Akron, OH

2008 Subaru Forester 2.5 X

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

2008 Subaru Forester 2.5 X

Akron, OH

UnscoredInsufficient · 0
$2,800173,943 mi

Akron, OH

2000 Lincoln Navigator Base

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

2000 Lincoln Navigator Base

Barberton, OH

UnscoredInsufficient · 0
$2,800169,010 mi

Barberton, OH

2007 Toyota Prius Touring

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

2007 Toyota Prius Touring

Akron, OH

UnscoredInsufficient · 4
$2,860191,357 mi

Comparison: 4 similar vehicles

Akron, OH

2009 Chrysler Town & Country LX

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

2009 Chrysler Town & Country LX

Massillon, OH

UnscoredInsufficient · 0
$2,895177,575 mi

Massillon, 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

Unscored
$2,898203,440 mi

Comparison: 18 similar vehicles

New Philadelphia, OH

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Salem, OH

Unscored
$2,900183,383 mi

Comparison: 27 similar vehicles

Salem, OH

2014 Chrysler 200 Touring

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

2014 Chrysler 200 Touring

Barberton, OH

UnscoredInsufficient · 4
$2,900203,010 mi

Comparison: 4 similar vehicles

Barberton, OH

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Uniontown, OH

Unscored
$2,900131,721 mi

Comparison: 14 similar vehicles

Uniontown, OH

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Hartville, OH

UnscoredInsufficient · 4
$2,900159,000 mi

Comparison: 4 similar vehicles

Hartville, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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