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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

408 listings found

2011 MINI Cooper Base

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

2011 MINI Cooper Base

Roxboro, NC

Unscored
$3,975172,100 mi

Comparison: 8 similar vehicles

Roxboro, NC

2006 Volkswagen Passat 2.0T

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

2006 Volkswagen Passat 2.0T

Roxboro, NC

UnscoredInsufficient · 0
$3,97572,550 mi

Roxboro, NC

2011 Nissan Versa S

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

2011 Nissan Versa S

Roxboro, NC

Unscored
$4,200147,300 mi

Comparison: 9 similar vehicles

Roxboro, NC

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Roxboro, NC

Unscored
$4,295223,363 mi

Comparison: 11 similar vehicles

Roxboro, NC

2005 Ford Expedition XLS

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

2005 Ford Expedition XLS

Roxboro, NC

UnscoredInsufficient · 0
$4,495206,548 mi

Roxboro, NC

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Roxboro, NC

Unscored
$4,575154,800 mi

Comparison: 15 similar vehicles

Roxboro, NC

2010 Nissan Altima

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

2010 Nissan Altima

Roxboro, NC

UnscoredInsufficient · 0
$4,775135,750 mi

Roxboro, NC

2012 Nissan Versa S

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

2012 Nissan Versa S

Roxboro, NC

Unscored
$4,950276,290 mi

Comparison: 19 similar vehicles

Roxboro, NC

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Roxboro, NC

Unscored
$4,950135,092 mi

Comparison: 6 similar vehicles

Roxboro, NC

2004 Mazda Tribute LX

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

2004 Mazda Tribute LX

Roxboro, NC

UnscoredInsufficient · 0
$4,950218,728 mi

Roxboro, NC

1999 Lexus GS 300

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

1999 Lexus GS 300

Roxboro, NC

UnscoredInsufficient · 0
$4,950297,772 mi

Roxboro, NC

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Roxboro, NC

Unscored
$4,975153,700 mi

Comparison: 14 similar vehicles

Roxboro, NC

2009 Volkswagen Rabbit S

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

2009 Volkswagen Rabbit S

Roxboro, NC

UnscoredInsufficient · 0
$4,975117,100 mi

Roxboro, NC

2013 Volkswagen Jetta GLI

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

2013 Volkswagen Jetta GLI

Roxboro, NC

UnscoredInsufficient · 3
$4,999202,854 mi

Comparison: 3 similar vehicles

Roxboro, NC

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Roxboro, NC

Unscored
$5,495193,967 mi

Comparison: 39 similar vehicles

Roxboro, NC

2015 Kia Optima EX

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

2015 Kia Optima EX

Roxboro, NC

Unscored
$5,679181,586 mi

Comparison: 49 similar vehicles

Roxboro, NC

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Roxboro, NC

Unscored
$5,950223,682 mi

Comparison: 14 similar vehicles

Roxboro, NC

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Roxboro, NC

Unscored
$5,950196,259 mi

Comparison: 13 similar vehicles

Roxboro, NC

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Roxboro, NC

Unscored
$5,950137,363 mi

Comparison: 7 similar vehicles

Roxboro, NC

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Roxboro, NC

UnscoredInsufficient · 3
$5,950214,522 mi

Comparison: 3 similar vehicles

Roxboro, NC

2010 Honda Fit Base

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

2010 Honda Fit Base

Roxboro, NC

UnscoredInsufficient · 4
$5,950191,130 mi

Comparison: 4 similar vehicles

Roxboro, NC

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Roxboro, NC

UnscoredInsufficient · 0
$5,950149,234 mi

Roxboro, NC

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Roxboro, NC

UnscoredInsufficient · 0
$5,950131,778 mi

Roxboro, NC

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Roxboro, NC

UnscoredInsufficient · 3
$5,950222,240 mi

Comparison: 3 similar vehicles

Roxboro, NC

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Roxboro, NC

Fair PriceRobust · 51
$5,975118,800 mi

Market: $4,190 – $13,200

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 456 days listed (based on current market benchmarks)

Roxboro, NC

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Roxboro, NC

Unscored
$6,475139,200 mi

Comparison: 11 similar vehicles

Roxboro, NC

2005 Chevrolet Tahoe

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

2005 Chevrolet Tahoe

Roxboro, NC

UnscoredInsufficient · 0
$6,676178,742 mi

Roxboro, NC

2010 Mazda MAZDA3 i SV

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

2010 Mazda MAZDA3 i SV

Roxboro, NC

UnscoredInsufficient · 0
$6,687136,280 mi

Roxboro, NC

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Roxboro, NC

UnscoredInsufficient · 0
$6,789309,128 mi

Roxboro, NC

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Roxboro, NC

Unscored
$6,950218,665 mi

Comparison: 28 similar vehicles

Roxboro, NC

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Roxboro, NC

Unscored
$6,950172,167 mi

Comparison: 20 similar vehicles

Roxboro, NC

2013 Jeep Compass Sport

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

2013 Jeep Compass Sport

Roxboro, NC

Unscored
$6,950181,126 mi

Comparison: 5 similar vehicles

Roxboro, NC

2013 Ford Focus SE

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

2013 Ford Focus SE

Roxboro, NC

Unscored
$6,950180,878 mi

Comparison: 35 similar vehicles

Roxboro, NC

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Roxboro, NC

Unscored
$6,950152,471 mi

Comparison: 21 similar vehicles

Roxboro, NC

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Roxboro, NC

OverpricedLimited · 13
$6,950170,221 mi

Market: $3,500 – $6,490

Comparison: 13 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Roxboro, NC

2012 Nissan Murano SL

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

2012 Nissan Murano SL

Roxboro, NC

Unscored
$6,950205,042 mi

Comparison: 10 similar vehicles

Roxboro, NC

2011 Honda Accord Crosstour EX-L V6

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

2011 Honda Accord Crosstour EX-L V6

Roxboro, NC

UnscoredInsufficient · 0
$6,950226,411 mi

Roxboro, NC

2011 Kia Soul Base

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

2011 Kia Soul Base

Roxboro, NC

Unscored
$6,950157,953 mi

Comparison: 25 similar vehicles

Roxboro, NC

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Roxboro, NC

UnscoredInsufficient · 0
$6,950154,108 mi

Roxboro, NC

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Roxboro, NC

UnscoredInsufficient · 3
$6,950180,823 mi

Comparison: 3 similar vehicles

Roxboro, NC

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Roxboro, NC

Unscored
$6,950226,156 mi

Comparison: 19 similar vehicles

Roxboro, NC

2007 Lexus ES 350

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

2007 Lexus ES 350

Roxboro, NC

UnscoredInsufficient · 3
$6,950202,297 mi

Comparison: 3 similar vehicles

Roxboro, NC

2003 BMW Z4 2.5

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

2003 BMW Z4 2.5

Roxboro, NC

Unscored
$6,950129,830 mi

Comparison: 5 similar vehicles

Roxboro, NC

2015 GMC Acadia SLE1

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

2015 GMC Acadia SLE1

Roxboro, NC

UnscoredInsufficient · 0
$6,975189,450 mi

Roxboro, NC

2012 Chevrolet Captiva Sport LT

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

2012 Chevrolet Captiva Sport LT

Roxboro, NC

UnscoredInsufficient · 0
$6,98890,687 mi

Roxboro, NC

2018 Nissan Versa Sedan S Plus

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

2018 Nissan Versa Sedan S Plus

Roxboro, NC

Fair PriceModerate · 35
$7,00083,765 mi

Market: $5,500 – $9,234

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Roxboro, NC

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Roxboro, NC

UnscoredInsufficient · 3
$7,688122,411 mi

Comparison: 3 similar vehicles

Roxboro, NC

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Roxboro, NC

Unscored
$7,950128,891 mi

Comparison: 20 similar vehicles

Roxboro, NC

2017 Ford Fusion S

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

2017 Ford Fusion S

Roxboro, NC

Unscored
$7,950237,387 mi

Comparison: 12 similar vehicles

Roxboro, NC

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Roxboro, NC

Unscored
$7,950162,449 mi

Comparison: 8 similar vehicles

Roxboro, 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 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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