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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 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

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

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

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

2002 Chevrolet Malibu Base

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

2002 Chevrolet Malibu Base

Burlington, NC

UnscoredInsufficient · 0
$2,200199,980 mi

Burlington, NC

2009 Ford Focus SES

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

2009 Ford Focus SES

Henderson, NC

UnscoredLimited · 6
$2,250204,450 mi

Comparison: 6 similar vehicles

Henderson, 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

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

2010 Ford Focus S

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

2010 Ford Focus S

Zebulon, NC

UnscoredInsufficient · 0
$2,495166,416 mi

Zebulon, 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

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Henderson, NC

UnscoredLimited · 15
$2,500336,067 mi

Comparison: 15 similar vehicles

Henderson, NC

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Wendell, NC

UnscoredLimited · 8
$2,500228,888 mi

Comparison: 8 similar vehicles

Wendell, 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

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

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Durham, NC

UnscoredInsufficient · 0
$2,800226,402 mi

Durham, 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

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

2012 Kia Soul Base

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

2012 Kia Soul Base

Kenly, NC

UnscoredLimited · 7
$2,900264,506 mi

Comparison: 7 similar vehicles

Kenly, 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

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

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Raleigh, NC

UnscoredModerate · 22
$2,930200,000 mi

Comparison: 22 similar vehicles

Raleigh, 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

2009 Honda Civic LX

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

2009 Honda Civic LX

Zebulon, NC

Salvage title
$2,995165,748 mi

Zebulon, NC

No Photo

2008 Mazda CX-9 Grand Touring

Henderson, NC

UnscoredInsufficient · 0
$2,995284,912 mi

Henderson, NC

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Wilson, NC

UnscoredInsufficient · 0
$2,995156,552 mi

Wilson, 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

2016 Kia Soul Base

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

2016 Kia Soul Base

Wendell, NC

UnscoredLimited · 15
$2,999248,477 mi

Comparison: 15 similar vehicles

Wendell, 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

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

2012 Honda Odyssey EX-L

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

2012 Honda Odyssey EX-L

Henderson, NC

UnscoredRobust · 52
$3,000230,684 mi

Comparison: 52 similar vehicles

Henderson, 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 Mazda MAZDA6 s

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

2005 Mazda MAZDA6 s

Durham, NC

UnscoredInsufficient · 0
$3,000Mileage not verified

Durham, NC

2004 Honda Accord EX

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

2004 Honda Accord EX

Durham, NC

UnscoredLimited · 13
$3,000218,000 mi

Comparison: 13 similar vehicles

Durham, 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

No Photo

2002 Subaru Legacy L

Raleigh, NC

UnscoredInsufficient · 0
$3,100197,524 mi

Raleigh, 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

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Henderson, NC

UnscoredInsufficient · 3
$3,200270,802 mi

Comparison: 3 similar vehicles

Henderson, 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

2013 Ford Focus SE

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

2013 Ford Focus SE

Burlington, NC

UnscoredModerate · 32
$3,300175,898 mi

Comparison: 32 similar vehicles

Burlington, 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

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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