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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

34,385 listings found

No Photo

2017 Chevrolet Sonic LS

Winston-Salem, NC

UnscoredInsufficient · 3
$1,500112,862 mi

Comparison: 3 similar vehicles

Winston-Salem, NC

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Winston-Salem, NC

UnscoredLimited · 10
$1,500141,305 mi

Comparison: 10 similar vehicles

Winston-Salem, NC

1985 Honda Unknown

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

1985 Honda Unknown

Hickory, NC

UnscoredInsufficient · 0
$1,99531,511 mi

Hickory, NC

2016 Mazda MAZDA3 i Touring

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

2016 Mazda MAZDA3 i Touring

Winston-Salem, NC

UnscoredModerate · 23
$2,000152,355 mi

Comparison: 23 similar vehicles

Winston-Salem, NC

2013 Kia Soul +

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

2013 Kia Soul +

Winston-Salem, NC

UnscoredModerate · 28
$2,00080,539 mi

Comparison: 28 similar vehicles

Winston-Salem, 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 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

2001 Daewoo Leganza

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

2001 Daewoo Leganza

Hickory, NC

UnscoredInsufficient · 0
$2,00076,819 mi

Hickory, 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

2001 Chrysler Town & Country LIMITED

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

2001 Chrysler Town & Country LIMITED

Hickory, NC

UnscoredInsufficient · 0
$2,45089,367 mi

Hickory, NC

No Photo

2005 Saturn ION 3

Lenoir, NC

UnscoredInsufficient · 0
$2,488159,087 mi

Lenoir, NC

No Photo

2004 Pontiac Grand Prix GT1

Lenoir, NC

UnscoredInsufficient · 0
$2,488327,899 mi

Lenoir, 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

1994 Ford Ranger XL

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

1994 Ford Ranger XL

Lenoir, NC

UnscoredInsufficient · 0
$2,499230,288 mi

Lenoir, NC

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Winston-Salem, NC

UnscoredInsufficient · 3
$2,500105,259 mi

Comparison: 3 similar vehicles

Winston-Salem, 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

2007 Lexus LS Base

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

2007 Lexus LS Base

Winston-Salem, NC

UnscoredModerate · 25
$2,500184,161 mi

Comparison: 25 similar vehicles

Winston-Salem, NC

2007 BMW 3 Series 328xi

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

2007 BMW 3 Series 328xi

Winston-Salem, NC

UnscoredLimited · 5
$2,500178,910 mi

Comparison: 5 similar vehicles

Winston-Salem, 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

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

No Photo

2006 Hyundai Sonata LX

Lenoir, NC

UnscoredLimited · 11
$2,588227,144 mi

Comparison: 11 similar vehicles

Lenoir, NC

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Winston-Salem, NC

UnscoredLimited · 7
$2,600130,000 mi

Comparison: 7 similar vehicles

Winston-Salem, NC

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Lenoir, NC

UnscoredLimited · 11
$2,750240,000 mi

Comparison: 11 similar vehicles

Lenoir, NC

2004 Honda Civic VP

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

2004 Honda Civic VP

Mount Airy, NC

UnscoredInsufficient · 0
$2,800203,478 mi

Mount Airy, NC

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Hudson, NC

UnscoredInsufficient · 0
$2,900180,000 mi

Hudson, 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

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

UnscoredInsufficient · 3
$2,950194,367 mi

Comparison: 3 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

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 · 3
$2,995135,227 mi

Comparison: 3 similar vehicles

Winston-Salem, 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

2005 Honda Accord LX

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

2005 Honda Accord LX

Lenoir, NC

UnscoredLimited · 12
$2,999301,292 mi

Comparison: 12 similar vehicles

Lenoir, NC

2005 Lexus ES 330

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

2005 Lexus ES 330

Lenoir, NC

UnscoredLimited · 10
$2,999Mileage not verified

Comparison: 10 similar vehicles

Lenoir, NC

2002 Pontiac Bonneville SSEi

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

2002 Pontiac Bonneville SSEi

Valdese, NC

UnscoredInsufficient · 0
$2,999155,950 mi

Valdese, NC

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Lenoir, NC

UnscoredInsufficient · 0
$2,999271,228 mi

Lenoir, 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

2007 Dodge Caravan SE

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

2007 Dodge Caravan SE

Hudson, NC

UnscoredInsufficient · 0
$3,000177,000 mi

Hudson, NC

2007 Honda Odyssey Touring

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

2007 Honda Odyssey Touring

Newton, NC

UnscoredInsufficient · 3
$3,000176,116 mi

Comparison: 3 similar vehicles

Newton, 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

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 · 8
$3,000222,736 mi

Comparison: 8 similar vehicles

Hickory, NC

1999 Toyota Corolla VE

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

1999 Toyota Corolla VE

Hickory, NC

UnscoredInsufficient · 0
$3,000198,168 mi

Hickory, NC

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Mocksville, NC

UnscoredModerate · 37
$3,200179,210 mi

Comparison: 37 similar vehicles

Mocksville, NC

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Mocksville, NC

UnscoredInsufficient · 0
$3,200237,271 mi

Mocksville, NC

2009 Honda Civic LX

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

2009 Honda Civic LX

Mooresville, NC

UnscoredModerate · 20
$3,200260,273 mi

Comparison: 20 similar vehicles

Mooresville, 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

Winston-Salem, NC

UnscoredInsufficient · 0
$3,299219,653 mi

Winston-Salem, NC

1999 Acura TL Base

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

1999 Acura TL Base

Mooresville, NC

UnscoredInsufficient · 0
$3,300269,203 mi

Mooresville, NC

2003 Toyota Avalon XL

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

2003 Toyota Avalon XL

Winston-Salem, NC

UnscoredLimited · 8
$3,399350,991 mi

Comparison: 8 similar vehicles

Winston-Salem, NC

2006 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

Lexington, NC

UnscoredInsufficient · 0
$3,450169,777 mi

Lexington, NC

No Photo

2005 Pontiac Grand Prix

Lenoir, NC

UnscoredInsufficient · 0
$3,488228,303 mi

Lenoir, 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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