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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 6, 2026

7.1M+

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

460 listings found

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Marion, NC

UnscoredInsufficient · 0
$3,495171,095 mi

Marion, NC

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Marion, NC

Unscored
$3,790216,075 mi

Comparison: 6 similar vehicles

Marion, NC

2008 Pontiac G6

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

2008 Pontiac G6

Marion, NC

UnscoredInsufficient · 0
$3,995230,843 mi

Marion, NC

2003 Isuzu Rodeo S

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

2003 Isuzu Rodeo S

Marion, NC

UnscoredInsufficient · 0
$3,995220,078 mi

Marion, NC

2002 Chevrolet TrailBlazer LTZ

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

2002 Chevrolet TrailBlazer LTZ

Marion, NC

UnscoredInsufficient · 0
$3,995234,467 mi

Marion, NC

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Marion, NC

Unscored
$4,294268,000 mi

Comparison: 18 similar vehicles

Marion, NC

2014 Ford Focus SE

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

2014 Ford Focus SE

Marion, NC

Unscored
$4,495181,183 mi

Comparison: 94 similar vehicles

Marion, NC

2010 Hyundai Elantra Blue

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

2010 Hyundai Elantra Blue

Marion, NC

UnscoredInsufficient · 0
$4,495182,340 mi

Marion, NC

2005 Subaru Outback I

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

2005 Subaru Outback I

Marion, NC

UnscoredInsufficient · 3
$4,495225,723 mi

Comparison: 3 similar vehicles

Marion, NC

2013 Nissan JUKE S

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

2013 Nissan JUKE S

Marion, NC

Unscored
$4,995161,219 mi

Comparison: 15 similar vehicles

Marion, NC

2012 Subaru Impreza 2.0I Premium

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

2012 Subaru Impreza 2.0I Premium

Marion, NC

Unscored
$4,995230,532 mi

Comparison: 8 similar vehicles

Marion, NC

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Marion, NC

Unscored
$4,995236,634 mi

Comparison: 17 similar vehicles

Marion, NC

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Marion, NC

Unscored
$4,995221,764 mi

Comparison: 6 similar vehicles

Marion, NC

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Marion, NC

OverpricedLimited · 11
$4,995161,475 mi

Market: $2,399 – $3,000

Comparison: 11 similar vehicles

Priced ~67% above the typical market range for similar vehicles (based on current market benchmarks)

Marion, NC

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Marion, NC

Unscored
$4,995216,127 mi

Comparison: 8 similar vehicles

Marion, NC

2003 Lincoln LS Base

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

2003 Lincoln LS Base

Marion, NC

UnscoredInsufficient · 0
$4,995181,830 mi

Marion, NC

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Marion, NC

Unscored
$5,495225,527 mi

Comparison: 26 similar vehicles

Marion, NC

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Marion, NC

Unscored
$5,495209,467 mi

Comparison: 5 similar vehicles

Marion, NC

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Marion, NC

Unscored
$5,495Mileage not verified

Comparison: 8 similar vehicles

Marion, NC

2006 Chevrolet Impala SS

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

2006 Chevrolet Impala SS

Marion, NC

UnscoredInsufficient · 4
$5,495131,030 mi

Comparison: 4 similar vehicles

Marion, NC

2006 Cadillac Escalade ESV Base

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

2006 Cadillac Escalade ESV Base

Marion, NC

UnscoredInsufficient · 0
$5,495242,433 mi

Marion, NC

2001 Chrysler PT Cruiser Base

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

2001 Chrysler PT Cruiser Base

Marion, NC

UnscoredInsufficient · 3
$5,495124,404 mi

Comparison: 3 similar vehicles

Marion, NC

2003 INFINITI FX45 Base

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

2003 INFINITI FX45 Base

Marion, NC

UnscoredInsufficient · 0
$5,500Mileage not verified

Marion, NC

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Marion, NC

Unscored
$5,995156,843 mi

Comparison: 46 similar vehicles

Marion, NC

2009 Chevrolet HHR LS

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

2009 Chevrolet HHR LS

Marion, NC

UnscoredInsufficient · 0
$5,995145,337 mi

Marion, NC

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Marion, NC

UnscoredInsufficient · 3
$5,995167,899 mi

Comparison: 3 similar vehicles

Marion, NC

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Marion, NC

Unscored
$5,997142,347 mi

Comparison: 38 similar vehicles

Marion, NC

2014 Mitsubishi Outlander Sport ES

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

2014 Mitsubishi Outlander Sport ES

Marion, NC

UnscoredInsufficient · 4
$5,998158,885 mi

Comparison: 4 similar vehicles

Marion, NC

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Marion, NC

Unscored
$6,250164,081 mi

Comparison: 46 similar vehicles

Marion, NC

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Marion, NC

Unscored
$6,289128,659 mi

Comparison: 7 similar vehicles

Marion, NC

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Marion, NC

Unscored
$6,495165,116 mi

Comparison: 26 similar vehicles

Marion, NC

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Marion, NC

UnscoredInsufficient · 3
$6,495174,261 mi

Comparison: 3 similar vehicles

Marion, NC

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Marion, NC

Unscored
$6,495184,457 mi

Comparison: 69 similar vehicles

Marion, NC

2011 Dodge Nitro SE

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

2011 Dodge Nitro SE

Marion, NC

UnscoredInsufficient · 0
$6,495127,575 mi

Marion, NC

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Marion, NC

UnscoredInsufficient · 4
$6,495224,977 mi

Comparison: 4 similar vehicles

Marion, NC

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Marion, NC

Unscored
$6,500167,388 mi

Comparison: 49 similar vehicles

Marion, NC

2016 Nissan Quest SV

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

2016 Nissan Quest SV

Marion, NC

UnscoredInsufficient · 4
$6,590184,826 mi

Comparison: 4 similar vehicles

Marion, NC

2013 smart fortwo pure

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

2013 smart fortwo pure

Marion, NC

UnscoredInsufficient · 3
$6,59575,270 mi

Comparison: 3 similar vehicles

Marion, NC

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Marion, NC

Unscored
$6,625234,129 mi

Comparison: 5 similar vehicles

Marion, NC

2015 Chevrolet Malibu Fleet

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

2015 Chevrolet Malibu Fleet

Marion, NC

Unscored
$6,835163,804 mi

Comparison: 10 similar vehicles

Marion, NC

2012 FIAT 500 Sport

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

2012 FIAT 500 Sport

Marion, NC

UnscoredInsufficient · 4
$6,895115,242 mi

Comparison: 4 similar vehicles

Marion, NC

2006 Volkswagen New Beetle 2.5

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

2006 Volkswagen New Beetle 2.5

Marion, NC

UnscoredInsufficient · 3
$6,900156,634 mi

Comparison: 3 similar vehicles

Marion, NC

2002 Jeep Wrangler SPORT

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

2002 Jeep Wrangler SPORT

Marion, NC

UnscoredInsufficient · 3
$6,900246,000 mi

Comparison: 3 similar vehicles

Marion, NC

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Marion, NC

Unscored
$6,950278,465 mi

Comparison: 75 similar vehicles

Marion, NC

2017 Chevrolet Sonic Premier

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

2017 Chevrolet Sonic Premier

Marion, NC

Unscored
$6,995165,450 mi

Comparison: 7 similar vehicles

Marion, NC

2015 smart fortwo pure

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

2015 smart fortwo pure

Marion, NC

UnscoredInsufficient · 0
$6,99565,843 mi

Marion, NC

2013 Jeep Compass Latitude

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

2013 Jeep Compass Latitude

Marion, NC

UnscoredInsufficient · 3
$6,995106,580 mi

Comparison: 3 similar vehicles

Marion, NC

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Marion, NC

UnscoredInsufficient · 4
$6,999150,300 mi

Comparison: 4 similar vehicles

Marion, NC

2006 Jaguar S-Type V6

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

2006 Jaguar S-Type V6

Marion, NC

UnscoredInsufficient · 0
$7,180140,345 mi

Marion, NC

2016 Jeep Compass 75th Anniversary Edition

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

2016 Jeep Compass 75th Anniversary Edition

Marion, NC

UnscoredInsufficient · 0
$7,225118,537 mi

Marion, NC

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 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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