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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 3, 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

50,000+ listings found(add a location or filter to narrow results)

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Norton, OH

UnscoredInsufficient · 0
$1,175155,810 mi

Norton, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Youngstown, OH

UnscoredInsufficient · 3
$1,500Mileage not verified

Comparison: 3 similar vehicles

Youngstown, OH

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Carrollton, OH

Unscored
$1,700170,859 mi

Comparison: 13 similar vehicles

Carrollton, OH

2004 Chevrolet Classic Base

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

2004 Chevrolet Classic Base

Geneva, OH

UnscoredInsufficient · 0
$1,800173,169 mi

Geneva, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Tallmadge, OH

Unscored
$1,893Mileage not verified

Comparison: 18 similar vehicles

Tallmadge, OH

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Painesville, OH

Unscored
$1,995179,585 mi

Comparison: 27 similar vehicles

Painesville, OH

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Youngstown, OH

Unscored
$1,995215,750 mi

Comparison: 11 similar vehicles

Youngstown, 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: 11 similar vehicles

Canton, 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

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

North Canton, OH

UnscoredInsufficient · 4
$2,350112,218 mi

Comparison: 4 similar vehicles

North Canton, 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

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Canton, OH

UnscoredInsufficient · 4
$2,495155,272 mi

Comparison: 4 similar vehicles

Canton, OH

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Akron, OH

UnscoredInsufficient · 3
$2,495188,635 mi

Comparison: 3 similar vehicles

Akron, 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

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Akron, OH

UnscoredInsufficient · 4
$2,500187,272 mi

Comparison: 4 similar vehicles

Akron, 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

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

Unscored
$2,500219,573 mi

Comparison: 5 similar vehicles

Wintersville, OH

No Photo

2006 Hyundai Azera Limited

Painesville, OH

UnscoredInsufficient · 0
$2,500182,000 mi

Painesville, 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

2002 Honda Accord LX

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

2002 Honda Accord LX

Maple Heights, OH

UnscoredInsufficient · 0
$2,500116,410 mi

Maple Heights, 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: 16 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

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Akron, OH

Unscored
$2,620173,480 mi

Comparison: 5 similar vehicles

Akron, 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

2005 Lexus ES 330

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

2005 Lexus ES 330

Hudson, OH

UnscoredInsufficient · 3
$2,690233,407 mi

Comparison: 3 similar vehicles

Hudson, 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: 8 similar vehicles

Barberton, 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

UnscoredInsufficient · 3
$2,775132,215 mi

Comparison: 3 similar vehicles

Tallmadge, 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

2003 Saturn ION 2

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

2003 Saturn ION 2

Maple Heights, OH

UnscoredInsufficient · 0
$2,80052,922 mi

Maple Heights, 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

2010 Kia Forte EX

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

2010 Kia Forte EX

Youngstown, OH

UnscoredInsufficient · 3
$2,880191,773 mi

Comparison: 3 similar vehicles

Youngstown, OH

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Garrettsville, OH

Unscored
$2,888188,637 mi

Comparison: 6 similar vehicles

Garrettsville, 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

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Warren, OH

Unscored
$2,900167,913 mi

Comparison: 37 similar vehicles

Warren, 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
$2,900Mileage not verified

Comparison: 30 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

Unscored
$2,900203,010 mi

Comparison: 15 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 · 3
$2,900159,000 mi

Comparison: 3 similar vehicles

Hartville, OH

2013 Mazda MAZDA5 Grand Touring

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

2013 Mazda MAZDA5 Grand Touring

Akron, OH

UnscoredInsufficient · 0
$2,900171,795 mi

Akron, OH

2013 Kia Rio 5-Door LX

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

2013 Kia Rio 5-Door LX

Barberton, OH

Unscored
$2,900102,772 mi

Comparison: 9 similar vehicles

Barberton, OH

2013 Kia Forte LX

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

2013 Kia Forte LX

Warrensville Heights, OH

UnscoredInsufficient · 0
$2,900195,292 mi

Warrensville Heights, OH

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Barberton, OH

Unscored
$2,900183,216 mi

Comparison: 9 similar vehicles

Barberton, OH

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Girard, OH

Unscored
$2,900230,811 mi

Comparison: 23 similar vehicles

Girard, OH

2010 Pontiac G6

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

2010 Pontiac G6

Barberton, OH

UnscoredInsufficient · 0
$2,900216,920 mi

Barberton, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Warren, OH

Unscored
$2,900194,794 mi

Comparison: 5 similar vehicles

Warren, OH

2007 Honda Civic LX

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

2007 Honda Civic LX

Barberton, OH

Unscored
$2,900213,258 mi

Comparison: 16 similar vehicles

Barberton, 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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