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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 15, 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

33,765 listings found

1999 Buick Park Avenue Base

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

1999 Buick Park Avenue Base

Camden, NC

UnscoredInsufficient · 0
$1,295143,412 mi

Camden, NC

2009 Nissan Altima S

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

2009 Nissan Altima S

Wilmington, NC

UnscoredLimited · 11
$2,000188,216 mi

Comparison: 11 similar vehicles

Wilmington, 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

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

UnscoredInsufficient · 4
$2,250204,450 mi

Comparison: 4 similar vehicles

Henderson, NC

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Ayden, NC

UnscoredInsufficient · 0
$2,250224,215 mi

Ayden, NC

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Bethel, NC

UnscoredLimited · 5
$2,295295,291 mi

Comparison: 5 similar vehicles

Bethel, 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

2014 Acura ILX

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

2014 Acura ILX

Kannapolis, NC

UnscoredInsufficient · 3
$2,400109,841 mi

Comparison: 3 similar vehicles

Kannapolis, NC

No Photo

2004 Pontiac Grand Prix GT1

Lenoir, NC

UnscoredInsufficient · 0
$2,488327,899 mi

Lenoir, 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

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

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

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

2009 Mercedes-Benz E-Class E350 Sport/Luxury

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

2009 Mercedes-Benz E-Class E350 Sport/Luxury

Indian Trail, NC

UnscoredInsufficient · 0
$2,500208,550 mi

Indian Trail, 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

2006 Nissan Sentra 1.8 S

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

2006 Nissan Sentra 1.8 S

Concord, NC

UnscoredInsufficient · 0
$2,500164,735 mi

Concord, NC

2005 Buick LeSabre Limited

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

2005 Buick LeSabre Limited

Roanoke Rapids, NC

UnscoredInsufficient · 0
$2,500217,452 mi

Roanoke Rapids, NC

2003 Toyota Avalon XL

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

2003 Toyota Avalon XL

Hickory, NC

UnscoredLimited · 10
$2,500290,300 mi

Comparison: 10 similar vehicles

Hickory, NC

2000 Mercedes-Benz C-Class C280

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

2000 Mercedes-Benz C-Class C280

Roanoke Rapids, NC

UnscoredInsufficient · 0
$2,500154,980 mi

Roanoke Rapids, NC

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Concord, NC

UnscoredLimited · 5
$2,588255,422 mi

Comparison: 5 similar vehicles

Concord, NC

No Photo

2006 Hyundai Sonata LX

Lenoir, NC

UnscoredLimited · 11
$2,588227,144 mi

Comparison: 11 similar vehicles

Lenoir, 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

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

2010 Chrysler Sebring Limited

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

2010 Chrysler Sebring Limited

Bethel, NC

UnscoredLimited · 11
$2,800186,960 mi

Comparison: 11 similar vehicles

Bethel, 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

2010 Chrysler Sebring Limited

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

2010 Chrysler Sebring Limited

Garner, NC

Fair PriceLimited · 17
$2,900167,274 mi

Market: $2,800 – $9,900

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Garner, NC

2007 Honda Civic EX

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

2007 Honda Civic EX

Kernersville, NC

UnscoredInsufficient · 3
$2,900282,125 mi

Comparison: 3 similar vehicles

Kernersville, NC

2006 Volvo S40 2.4i

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

2006 Volvo S40 2.4i

Charlotte, NC

UnscoredInsufficient · 0
$2,900189,530 mi

Charlotte, 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

2003 Mercury Grand Marquis GS

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

2003 Mercury Grand Marquis GS

Asheboro, NC

UnscoredInsufficient · 0
$2,900242,389 mi

Asheboro, NC

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Mayodan, NC

UnscoredInsufficient · 0
$2,950229,000 mi

Mayodan, NC

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Asheboro, NC

UnscoredInsufficient · 0
$2,983184,115 mi

Asheboro, NC

No Photo

2007 Hyundai Sonata SE

Rocky Mount, NC

UnscoredInsufficient · 0
$2,989206,618 mi

Rocky Mount, NC

No Photo

1999 Mercury Grand Marquis LS

Rocky Mount, NC

UnscoredInsufficient · 0
$2,989234,270 mi

Rocky Mount, 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 · 4
$2,995135,227 mi

Comparison: 4 similar vehicles

Winston-Salem, NC

2012 Honda Accord EX

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

2012 Honda Accord EX

Hamlet, NC

UnscoredLimited · 9
$2,995220,082 mi

Comparison: 9 similar vehicles

Hamlet, 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

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 Honda Accord EX

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

2005 Honda Accord EX

Gastonia, NC

UnscoredModerate · 23
$2,995189,000 mi

Comparison: 23 similar vehicles

Gastonia, 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

2003 Lexus ES 300

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

2003 Lexus ES 300

Bethel, NC

UnscoredInsufficient · 0
$2,995258,599 mi

Bethel, NC

2002 Acura TL Base

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

2002 Acura TL Base

Gastonia, NC

UnscoredInsufficient · 0
$2,995195,500 mi

Gastonia, NC

2000 Mercury Grand Marquis LS

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

2000 Mercury Grand Marquis LS

Morganton, NC

UnscoredInsufficient · 0
$2,995272,536 mi

Morganton, NC

1998 Honda Accord EX

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

1998 Honda Accord EX

Gastonia, NC

UnscoredInsufficient · 0
$2,995234,600 mi

Gastonia, 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

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Delco, NC

UnscoredInsufficient · 0
$2,999168,636 mi

Delco, 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 · 11
$2,999301,292 mi

Comparison: 11 similar vehicles

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, 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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