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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

2,409 listings found

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

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: 25 similar vehicles

Medina, OH

2007 Mercury Montego Premier

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

2007 Mercury Montego Premier

Medina, OH

UnscoredInsufficient · 0
$2,495118,155 mi

Medina, 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

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

2007 Dodge Dakota SLT

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

2007 Dodge Dakota SLT

Medina, OH

UnscoredInsufficient · 0
$2,795185,021 mi

Medina, OH

2013 Ford Expedition XLT

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

2013 Ford Expedition XLT

Medina, OH

Unscored
$2,995209,929 mi

Comparison: 5 similar vehicles

Medina, OH

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Medina, OH

Salvage title
$2,995141,158 mi

Medina, OH

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Medina, OH

Unscored
$2,995277,015 mi

Comparison: 5 similar vehicles

Medina, OH

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Medina, OH

Unscored
$2,995161,191 mi

Comparison: 25 similar vehicles

Medina, OH

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Medina, OH

Unscored
$2,995177,795 mi

Comparison: 6 similar vehicles

Medina, OH

2003 Ford Econoline Wagon XL

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

2003 Ford Econoline Wagon XL

Medina, OH

UnscoredInsufficient · 0
$2,995255,882 mi

Medina, OH

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Medina, OH

UnscoredInsufficient · 4
$3,495150,317 mi

Comparison: 4 similar vehicles

Medina, OH

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Medina, OH

UnscoredInsufficient · 3
$3,595235,224 mi

Comparison: 3 similar vehicles

Medina, OH

2008 Mazda MAZDA5 Sport

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

2008 Mazda MAZDA5 Sport

Medina, OH

UnscoredInsufficient · 0
$3,743136,584 mi

Medina, OH

2008 Ford Taurus Limited

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

2008 Ford Taurus Limited

Medina, OH

Salvage title
$3,99578,276 mi

Medina, OH

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Medina, OH

UnscoredInsufficient · 3
$3,99575,464 mi

Comparison: 3 similar vehicles

Medina, OH

2007 Chrysler 300 Touring

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

2007 Chrysler 300 Touring

Medina, OH

UnscoredInsufficient · 0
$3,995136,865 mi

Medina, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Medina, OH

Unscored
$3,995149,623 mi

Comparison: 6 similar vehicles

Medina, OH

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Medina, OH

UnscoredInsufficient · 3
$3,995149,032 mi

Comparison: 3 similar vehicles

Medina, OH

1996 Ford Econoline

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

1996 Ford Econoline

Medina, OH

UnscoredInsufficient · 0
$3,995192,756 mi

Medina, OH

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Medina, OH

Unscored
$4,243193,060 mi

Comparison: 7 similar vehicles

Medina, OH

2008 Chrysler PT Cruiser Touring Edition

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

2008 Chrysler PT Cruiser Touring Edition

Medina, OH

UnscoredInsufficient · 0
$4,295Mileage not verified

Medina, OH

2005 Toyota Highlander Limited

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

2005 Toyota Highlander Limited

Medina, OH

UnscoredInsufficient · 0
$4,295285,789 mi

Medina, 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

Medina, OH

UnscoredInsufficient · 4
$4,400204,937 mi

Comparison: 4 similar vehicles

Medina, OH

2014 Hyundai Sonata SE

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

2014 Hyundai Sonata SE

Medina, OH

Unscored
$4,495209,213 mi

Comparison: 5 similar vehicles

Medina, OH

2010 Ford Explorer Eddie Bauer

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

2010 Ford Explorer Eddie Bauer

Medina, OH

Unscored
$4,495142,329 mi

Comparison: 6 similar vehicles

Medina, OH

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Medina, OH

UnscoredInsufficient · 3
$4,495189,005 mi

Comparison: 3 similar vehicles

Medina, OH

2013 Acura RDX Technology Package

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

2013 Acura RDX Technology Package

Medina, OH

Unscored
$4,500206,000 mi

Comparison: 8 similar vehicles

Medina, OH

2009 Volvo S80 T6

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

2009 Volvo S80 T6

Medina, OH

UnscoredInsufficient · 0
$4,500155,000 mi

Medina, OH

2013 Chevrolet Suburban LTZ

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

2013 Chevrolet Suburban LTZ

Medina, OH

Unscored
$4,595Mileage not verified

Comparison: 13 similar vehicles

Medina, OH

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Medina, OH

Unscored
$4,994136,544 mi

Comparison: 11 similar vehicles

Medina, OH

2016 Ford Taurus

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

2016 Ford Taurus

Medina, OH

UnscoredInsufficient · 0
$4,995146,829 mi

Medina, OH

2016 Dodge Journey R/T

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

2016 Dodge Journey R/T

Medina, OH

UnscoredInsufficient · 3
$4,995172,297 mi

Comparison: 3 similar vehicles

Medina, OH

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Medina, OH

Salvage title
$4,99591,715 mi

Medina, OH

2015 Kia Forte LX

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

2015 Kia Forte LX

Medina, OH

Unscored
$4,995169,297 mi

Comparison: 5 similar vehicles

Medina, OH

2014 Buick Verano 1SD

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

2014 Buick Verano 1SD

Medina, OH

Unscored
$4,995180,419 mi

Comparison: 17 similar vehicles

Medina, OH

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Medina, OH

UnscoredInsufficient · 3
$4,995161,240 mi

Comparison: 3 similar vehicles

Medina, OH

2013 Ford Escape SE

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

2013 Ford Escape SE

Medina, OH

Unscored
$4,995145,606 mi

Comparison: 26 similar vehicles

Medina, OH

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Medina, OH

Unscored
$4,99589,468 mi

Comparison: 10 similar vehicles

Medina, OH

2012 GMC Sierra 1500 Work Truck

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

2012 GMC Sierra 1500 Work Truck

Medina, OH

UnscoredInsufficient · 4
$4,995133,022 mi

Comparison: 4 similar vehicles

Medina, OH

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Medina, OH

Unscored
$4,995124,897 mi

Comparison: 12 similar vehicles

Medina, OH

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Medina, OH

Unscored
$4,995140,964 mi

Comparison: 9 similar vehicles

Medina, OH

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Medina, OH

Unscored
$4,995146,702 mi

Comparison: 19 similar vehicles

Medina, OH

2010 RAM Dakota ST

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

2010 RAM Dakota ST

Medina, OH

UnscoredInsufficient · 0
$4,995154,442 mi

Medina, OH

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Medina, OH

Unscored
$4,995105,976 mi

Comparison: 8 similar vehicles

Medina, OH

2009 Chrysler Town & Country Touring

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

2009 Chrysler Town & Country Touring

Medina, OH

Unscored
$4,995134,605 mi

Comparison: 6 similar vehicles

Medina, OH

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Medina, OH

Unscored
$4,995164,033 mi

Comparison: 20 similar vehicles

Medina, OH

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Medina, OH

Unscored
$4,99580,139 mi

Comparison: 7 similar vehicles

Medina, OH

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Medina, OH

Unscored
$4,995160,511 mi

Comparison: 6 similar vehicles

Medina, 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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