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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

26,437 listings found

2012 Scion tC Base

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

2012 Scion tC Base

Sanford, NC

UnscoredInsufficient · 0
$1,793180,175 mi

Sanford, NC

2007 Pontiac Vibe Base

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

2007 Pontiac Vibe Base

Smithfield, NC

UnscoredInsufficient · 0
$1,800195,968 mi

Smithfield, 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

2014 Mitsubishi Lancer ES

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

2014 Mitsubishi Lancer ES

Garner, NC

Salvage title
$2,200171,678 mi

Garner, NC

2007 Mitsubishi Eclipse GS

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

2007 Mitsubishi Eclipse GS

Garner, NC

UnscoredInsufficient · 0
$2,200162,009 mi

Garner, NC

2006 Saturn ION 3

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

2006 Saturn ION 3

Fayetteville, NC

UnscoredInsufficient · 0
$2,285148,809 mi

Fayetteville, NC

2000 Honda Accord EX LEATHER

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

2000 Honda Accord EX LEATHER

Fayetteville, NC

UnscoredInsufficient · 0
$2,300204,477 mi

Fayetteville, NC

2006 Chevrolet HHR LT

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

2006 Chevrolet HHR LT

Roseboro, NC

UnscoredInsufficient · 3
$2,350250,061 mi

Comparison: 3 similar vehicles

Roseboro, NC

2007 Ford Econoline Van Commercial

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

2007 Ford Econoline Van Commercial

Garner, NC

UnscoredInsufficient · 4
$2,395308,865 mi

Comparison: 4 similar vehicles

Garner, NC

2002 Buick Century Custom

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

2002 Buick Century Custom

Fayetteville, NC

UnscoredInsufficient · 0
$2,495Mileage not verified

Fayetteville, NC

1999 Chevrolet Express Base

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

1999 Chevrolet Express Base

Raleigh, NC

UnscoredInsufficient · 0
$2,499211,240 mi

Raleigh, NC

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Hope Mills, NC

UnscoredLimited · 18
$2,500190,060 mi

Comparison: 18 similar vehicles

Hope Mills, NC

2009 Pontiac G6

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

2009 Pontiac G6

Fayetteville, NC

UnscoredInsufficient · 3
$2,500193,795 mi

Comparison: 3 similar vehicles

Fayetteville, 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

2008 Scion xB Base

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

2008 Scion xB Base

Fayetteville, NC

UnscoredLimited · 7
$2,500267,739 mi

Comparison: 7 similar vehicles

Fayetteville, 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

2006 Hyundai Elantra GLS

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

2006 Hyundai Elantra GLS

Roseboro, NC

UnscoredInsufficient · 0
$2,650177,500 mi

Roseboro, NC

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Roseboro, NC

UnscoredInsufficient · 0
$2,650230,350 mi

Roseboro, 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

2014 Kia Forte EX

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

2014 Kia Forte EX

Garner, NC

UnscoredLimited · 8
$2,800180,004 mi

Comparison: 8 similar vehicles

Garner, 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

2006 Kia Spectra 5

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

2006 Kia Spectra 5

Sanford, NC

UnscoredInsufficient · 0
$2,850Mileage not verified

Sanford, 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

2010 Chrysler Sebring Limited

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

2010 Chrysler Sebring Limited

Hope Mills, NC

UnscoredInsufficient · 0
$2,900167,274 mi

Hope Mills, NC

2009 Nissan cube SL

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

2009 Nissan cube SL

Princeton, NC

Salvage title
$2,900167,215 mi

Princeton, NC

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

Garner, NC

UnscoredInsufficient · 3
$2,950263,303 mi

Comparison: 3 similar vehicles

Garner, 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 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

2012 Kia Rio LX

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

2012 Kia Rio LX

Raleigh, NC

UnscoredInsufficient · 0
$2,995175,535 mi

Raleigh, NC

2005 Audi Allroad quattro Base

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

2005 Audi Allroad quattro Base

Fuquay-Varina, NC

UnscoredInsufficient · 0
$2,995225,000 mi

Fuquay-Varina, NC

2004 Mitsubishi Lancer OZ-Rally

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

2004 Mitsubishi Lancer OZ-Rally

Raleigh, NC

UnscoredInsufficient · 0
$2,998151,550 mi

Raleigh, NC

2003 MINI Base

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

2003 MINI Base

Raleigh, NC

UnscoredInsufficient · 0
$2,998121,946 mi

Raleigh, 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

UnscoredLimited · 14
$2,999145,412 mi

Comparison: 14 similar vehicles

Clayton, NC

2005 Volvo S60 2.5T

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

2005 Volvo S60 2.5T

Sanford, NC

UnscoredInsufficient · 0
$2,999213,793 mi

Sanford, 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

2006 Chevrolet HHR LT

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

2006 Chevrolet HHR LT

Lillington, NC

UnscoredInsufficient · 3
$3,000178,766 mi

Comparison: 3 similar vehicles

Lillington, NC

2005 Volvo S40 2.4i

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

2005 Volvo S40 2.4i

Fayetteville, NC

UnscoredInsufficient · 0
$3,000215,096 mi

Fayetteville, NC

2009 Scion xD Base

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

2009 Scion xD Base

Lillington, NC

UnscoredInsufficient · 0
$3,100228,505 mi

Lillington, NC

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Roseboro, NC

UnscoredInsufficient · 4
$3,150202,476 mi

Comparison: 4 similar vehicles

Roseboro, NC

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Raleigh, NC

UnscoredLimited · 12
$3,199198,254 mi

Comparison: 12 similar vehicles

Raleigh, NC

2010 Chevrolet Traverse 2LT

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

2010 Chevrolet Traverse 2LT

Smithfield, NC

UnscoredInsufficient · 0
$3,199Mileage not verified

Smithfield, NC

2009 Kia Borrego LX

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

2009 Kia Borrego LX

Garner, NC

UnscoredInsufficient · 0
$3,200232,580 mi

Garner, NC

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Angier, NC

UnscoredModerate · 25
$3,200207,952 mi

Comparison: 25 similar vehicles

Angier, NC

2001 Acura CL Base

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

2001 Acura CL Base

Fayetteville, NC

UnscoredInsufficient · 0
$3,388130,346 mi

Fayetteville, NC

2008 Volvo S60 2.5T

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

2008 Volvo S60 2.5T

Raleigh, NC

UnscoredInsufficient · 0
$3,444137,257 mi

Raleigh, NC

1992 Toyota Corolla

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

1992 Toyota Corolla

Raleigh, NC

UnscoredInsufficient · 0
$3,444174,400 mi

Raleigh, NC

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Raleigh, NC

UnscoredLimited · 7
$3,450134,076 mi

Comparison: 7 similar vehicles

Raleigh, NC

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Mount Olive, NC

UnscoredModerate · 36
$3,450272,341 mi

Comparison: 36 similar vehicles

Mount Olive, 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

Roseboro, NC

UnscoredLimited · 12
$3,450227,256 mi

Comparison: 12 similar vehicles

Roseboro, NC

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Raleigh, NC

UnscoredInsufficient · 0
$3,450119,137 mi

Raleigh, 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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