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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

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

2009 Acura TL Technology Package

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

2009 Acura TL Technology Package

Kannapolis, NC

UnscoredInsufficient · 3
$1,400175,940 mi

Comparison: 3 similar vehicles

Kannapolis, NC

2007 Lincoln Town Car Signature Limited

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

2007 Lincoln Town Car Signature Limited

Winston-Salem, NC

UnscoredInsufficient · 0
$1,500144,604 mi

Winston-Salem, NC

2004 Toyota Camry

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

2004 Toyota Camry

Concord, NC

UnscoredInsufficient · 0
$1,500300,245 mi

Concord, NC

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Fort Mill, SC

UnscoredInsufficient · 0
$1,800256,905 mi

Fort Mill, SC

2015 Nissan Pathfinder SV

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

2015 Nissan Pathfinder SV

Gastonia, NC

UnscoredLimited · 5
$1,905180,012 mi

Comparison: 5 similar vehicles

Gastonia, NC

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Winston-Salem, NC

UnscoredInsufficient · 3
$2,000Mileage not verified

Comparison: 3 similar vehicles

Winston-Salem, NC

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Concord, NC

UnscoredInsufficient · 0
$2,000168,580 mi

Concord, NC

2004 Mazda Tribute LX

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

2004 Mazda Tribute LX

Advance, NC

UnscoredInsufficient · 0
$2,000250,065 mi

Advance, NC

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Indian Trail, NC

UnscoredInsufficient · 0
$2,300286,358 mi

Indian Trail, NC

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Fort Mill, SC

UnscoredInsufficient · 3
$2,396149,000 mi

Comparison: 3 similar vehicles

Fort Mill, SC

2014 Acura ILX

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

2014 Acura ILX

Kannapolis, NC

UnscoredInsufficient · 3
$2,400109,841 mi

Comparison: 3 similar vehicles

Kannapolis, NC

2006 Honda CR-V LX

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

2006 Honda CR-V LX

Winston-Salem, NC

Salvage title
$2,495207,067 mi

Winston-Salem, NC

2005 Hyundai Sonata LX

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

2005 Hyundai Sonata LX

Mocksville, NC

UnscoredInsufficient · 0
$2,499160,601 mi

Mocksville, NC

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Concord, NC

Salvage title
$2,500215,635 mi

Concord, NC

2009 Mercedes-Benz E-Class E350 Sport/Luxury

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

2009 Mercedes-Benz E-Class E350 Sport/Luxury

Indian Trail, NC

UnscoredInsufficient · 0
$2,500208,550 mi

Indian Trail, NC

2008 Honda Civic EX-L

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

2008 Honda Civic EX-L

Concord, NC

Salvage title
$2,500226,820 mi

Concord, NC

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Winston-Salem, NC

UnscoredInsufficient · 4
$2,500248,000 mi

Comparison: 4 similar vehicles

Winston-Salem, NC

2006 Honda Civic EX

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

2006 Honda Civic EX

Concord, NC

UnscoredLimited · 8
$2,500210,980 mi

Comparison: 8 similar vehicles

Concord, NC

2006 Nissan Sentra 1.8 S

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

2006 Nissan Sentra 1.8 S

Concord, NC

UnscoredInsufficient · 0
$2,500164,735 mi

Concord, NC

2005 Ford Five Hundred SE

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

2005 Ford Five Hundred SE

Concord, NC

UnscoredInsufficient · 0
$2,500227,550 mi

Concord, NC

2005 Hyundai Santa Fe GLS

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

2005 Hyundai Santa Fe GLS

Concord, NC

UnscoredInsufficient · 4
$2,500238,345 mi

Comparison: 4 similar vehicles

Concord, NC

2003 Ford Focus ZX3

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

2003 Ford Focus ZX3

Newton, NC

UnscoredInsufficient · 0
$2,500117,352 mi

Newton, NC

2003 Toyota Avalon XL

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

2003 Toyota Avalon XL

Hickory, NC

UnscoredLimited · 11
$2,500290,300 mi

Comparison: 11 similar vehicles

Hickory, NC

2000 Honda Accord

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

2000 Honda Accord

Hickory, NC

UnscoredInsufficient · 0
$2,500287,314 mi

Hickory, NC

1995 Ford Thunderbird

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

1995 Ford Thunderbird

Hickory, NC

UnscoredInsufficient · 0
$2,500123,197 mi

Hickory, NC

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Concord, NC

UnscoredLimited · 5
$2,588255,422 mi

Comparison: 5 similar vehicles

Concord, NC

2000 Ford Explorer XLS

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

2000 Ford Explorer XLS

Stanley, NC

Salvage title
$2,650122,900 mi

Stanley, NC

2006 Subaru Forester X

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

2006 Subaru Forester X

Fort Mill, SC

UnscoredLimited · 5
$2,700230,000 mi

Comparison: 5 similar vehicles

Fort Mill, SC

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Charlotte, NC

UnscoredLimited · 7
$2,898220,047 mi

Comparison: 7 similar vehicles

Charlotte, NC

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Rock Hill, SC

UnscoredModerate · 46
$2,900218,918 mi

Comparison: 46 similar vehicles

Rock Hill, SC

2010 Chevrolet Equinox LS

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

2010 Chevrolet Equinox LS

Rock Hill, SC

UnscoredInsufficient · 0
$2,900144,300 mi

Rock Hill, SC

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Oakboro, NC

UnscoredLimited · 13
$2,900259,231 mi

Comparison: 13 similar vehicles

Oakboro, NC

2003 Mercury Grand Marquis GS

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

2003 Mercury Grand Marquis GS

Asheboro, NC

UnscoredInsufficient · 0
$2,900242,389 mi

Asheboro, NC

1995 Chevrolet Unknown

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

1995 Chevrolet Unknown

Conover, NC

UnscoredInsufficient · 0
$2,900198,000 mi

Conover, NC

2008 GMC Acadia SLE

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

2008 GMC Acadia SLE

Stanley, NC

UnscoredInsufficient · 0
$2,950197,200 mi

Stanley, NC

2014 Ford Focus S

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

2014 Ford Focus S

Winston-Salem, NC

UnscoredInsufficient · 4
$2,995135,227 mi

Comparison: 4 similar vehicles

Winston-Salem, NC

No Photo

2007 Ford Freestyle SEL

Asheboro, NC

UnscoredInsufficient · 0
$2,995Mileage not verified

Asheboro, NC

2005 Honda Accord EX

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

2005 Honda Accord EX

Gastonia, NC

UnscoredModerate · 23
$2,995189,000 mi

Comparison: 23 similar vehicles

Gastonia, NC

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

Gastonia, NC

UnscoredLimited · 14
$2,995245,981 mi

Comparison: 14 similar vehicles

Gastonia, NC

2004 Volvo S60 2.4

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

2004 Volvo S60 2.4

Township of Taylorsville, NC

UnscoredInsufficient · 0
$2,995180,469 mi

Township of Taylorsville, NC

2002 Acura TL Base

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

2002 Acura TL Base

Gastonia, NC

UnscoredInsufficient · 0
$2,995195,500 mi

Gastonia, NC

1998 Honda Accord EX

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

1998 Honda Accord EX

Gastonia, NC

UnscoredInsufficient · 0
$2,995234,600 mi

Gastonia, NC

1996 Ford Explorer XL

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

1996 Ford Explorer XL

Asheboro, NC

UnscoredInsufficient · 0
$2,995Mileage not verified

Asheboro, NC

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Thomasville, NC

UnscoredInsufficient · 4
$2,999176,025 mi

Comparison: 4 similar vehicles

Thomasville, NC

2002 Toyota Sienna XLE

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

2002 Toyota Sienna XLE

Charlotte, NC

UnscoredInsufficient · 0
$2,999253,781 mi

Charlotte, NC

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Concord, NC

UnscoredModerate · 32
$3,000243,375 mi

Comparison: 32 similar vehicles

Concord, NC

2013 Chevrolet Sonic LTZ

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

2013 Chevrolet Sonic LTZ

Charlotte, NC

UnscoredInsufficient · 0
$3,000120,833 mi

Charlotte, NC

2013 Dodge Charger Police

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

2013 Dodge Charger Police

Albemarle, NC

UnscoredInsufficient · 4
$3,000176,835 mi

Comparison: 4 similar vehicles

Albemarle, NC

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Concord, NC

UnscoredLimited · 11
$3,000183,475 mi

Comparison: 11 similar vehicles

Concord, NC

2011 Ford Escape Hybrid

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

2011 Ford Escape Hybrid

Asheboro, NC

UnscoredInsufficient · 0
$3,000Mileage not verified

Asheboro, 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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