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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)

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Washington, NC

UnscoredModerate · 26
$1,550201,209 mi

Comparison: 26 similar vehicles

Washington, NC

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 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Greenville, NC

UnscoredLimited · 5
$1,960209,219 mi

Comparison: 5 similar vehicles

Greenville, 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

2004 Nissan Pathfinder SE

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

2004 Nissan Pathfinder SE

Fayetteville, NC

UnscoredInsufficient · 0
$2,000365,582 mi

Fayetteville, NC

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Lenoir, NC

UnscoredInsufficient · 3
$2,299206,642 mi

Comparison: 3 similar vehicles

Lenoir, NC

2012 Volvo XC90 3.2

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

2012 Volvo XC90 3.2

Hendersonville, NC

UnscoredInsufficient · 3
$2,300271,725 mi

Comparison: 3 similar vehicles

Hendersonville, NC

2006 Volvo XC90 2.5T

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

2006 Volvo XC90 2.5T

Ayden, NC

UnscoredInsufficient · 0
$2,450222,824 mi

Ayden, 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

2010 Jeep Commander Sport

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

2010 Jeep Commander Sport

Greenville, NC

UnscoredInsufficient · 0
$2,500267,000 mi

Greenville, NC

2008 INFINITI QX Base

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

2008 INFINITI QX Base

Fayetteville, NC

UnscoredInsufficient · 0
$2,500223,541 mi

Fayetteville, 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

2004 Cadillac SRX Base

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

2004 Cadillac SRX Base

Tarboro, NC

UnscoredInsufficient · 0
$2,500162,899 mi

Tarboro, NC

2002 Ford Escape XLT Choice

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

2002 Ford Escape XLT Choice

Fayetteville, NC

UnscoredInsufficient · 0
$2,500232,887 mi

Fayetteville, NC

1998 Jeep Grand Cherokee LAREDO

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

1998 Jeep Grand Cherokee LAREDO

Candler, NC

UnscoredLimited · 8
$2,500209,258 mi

Comparison: 8 similar vehicles

Candler, NC

1997 GMC Jimmy SL

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

1997 GMC Jimmy SL

Graham, NC

UnscoredInsufficient · 0
$2,500280,521 mi

Graham, 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

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Bethel, NC

UnscoredLimited · 11
$2,799275,680 mi

Comparison: 11 similar vehicles

Bethel, NC

2016 Jeep Compass High Altitude

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

2016 Jeep Compass High Altitude

Fayetteville, NC

UnscoredInsufficient · 4
$2,800186,071 mi

Comparison: 4 similar vehicles

Fayetteville, NC

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Hope Mills, NC

UnscoredInsufficient · 3
$2,800180,000 mi

Comparison: 3 similar vehicles

Hope Mills, NC

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Wendell, NC

UnscoredInsufficient · 0
$2,850349,287 mi

Wendell, NC

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

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Garner, NC

UnscoredLimited · 13
$2,900149,934 mi

Comparison: 13 similar vehicles

Garner, 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

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Raleigh, NC

UnscoredLimited · 5
$2,950191,310 mi

Comparison: 5 similar vehicles

Raleigh, NC

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Mayodan, NC

UnscoredInsufficient · 3
$2,950249,000 mi

Comparison: 3 similar vehicles

Mayodan, NC

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Lenoir, NC

UnscoredLimited · 5
$2,950194,367 mi

Comparison: 5 similar vehicles

Lenoir, NC

2006 Kia Sorento LX

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

2006 Kia Sorento LX

Elkin, NC

UnscoredInsufficient · 3
$2,950189,452 mi

Comparison: 3 similar vehicles

Elkin, NC

2006 Hyundai Santa Fe GLS

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

2006 Hyundai Santa Fe GLS

Fuquay-Varina, NC

UnscoredInsufficient · 0
$2,990128,200 mi

Fuquay-Varina, NC

No Photo

2008 Mazda CX-9 Grand Touring

Henderson, NC

UnscoredInsufficient · 0
$2,995284,912 mi

Henderson, NC

No Photo

2007 Ford Freestyle SEL

Asheboro, NC

UnscoredInsufficient · 0
$2,995Mileage not verified

Asheboro, NC

2007 Kia Sportage LX

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

2007 Kia Sportage LX

Morganton, NC

UnscoredInsufficient · 0
$2,995173,769 mi

Morganton, 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

Fair PriceLimited · 14
$2,995245,981 mi

Market: $2,187 – $6,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Gastonia, NC

2017 Dodge Journey GT

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

2017 Dodge Journey GT

Bethel, NC

UnscoredInsufficient · 0
$2,997274,568 mi

Bethel, NC

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Clayton, NC

Fair PriceLimited · 14
$2,999145,412 mi

Market: $2,700 – $8,995

Comparison: 14 similar vehicles

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

Clayton, 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

2003 Chevrolet TrailBlazer LS

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

2003 Chevrolet TrailBlazer LS

Mayodan, NC

UnscoredInsufficient · 0
$2,999198,385 mi

Mayodan, NC

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Wilson, NC

UnscoredLimited · 17
$3,000146,521 mi

Comparison: 17 similar vehicles

Wilson, 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

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

2011 Subaru Forester X

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

2011 Subaru Forester X

Greenville, NC

UnscoredInsufficient · 4
$3,000167,937 mi

Comparison: 4 similar vehicles

Greenville, NC

2008 Audi Q7 Premium

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

2008 Audi Q7 Premium

Winston-Salem, NC

UnscoredLimited · 6
$3,000198,000 mi

Comparison: 6 similar vehicles

Winston-Salem, NC

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Hope Mills, NC

UnscoredInsufficient · 4
$3,000208,114 mi

Comparison: 4 similar vehicles

Hope Mills, NC

2007 Ford Escape XLT

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

2007 Ford Escape XLT

Huntersville, NC

UnscoredInsufficient · 3
$3,000151,640 mi

Comparison: 3 similar vehicles

Huntersville, NC

2006 Buick Rendezvous CX

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

2006 Buick Rendezvous CX

Hickory, NC

UnscoredInsufficient · 0
$3,000221,657 mi

Hickory, NC

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Concord, NC

UnscoredLimited · 9
$3,000186,685 mi

Comparison: 9 similar vehicles

Concord, NC

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Hickory, NC

UnscoredLimited · 9
$3,000222,736 mi

Comparison: 9 similar vehicles

Hickory, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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