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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

2,142 listings found

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Wilmington, NC

UnscoredInsufficient · 3
$3,495187,543 mi

Comparison: 3 similar vehicles

Wilmington, NC

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Zebulon, NC

UnscoredInsufficient · 4
$3,495175,284 mi

Comparison: 4 similar vehicles

Zebulon, NC

2002 Toyota Camry Solara SLE

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

2002 Toyota Camry Solara SLE

Smithfield, NC

UnscoredInsufficient · 0
$3,499197,715 mi

Smithfield, NC

2008 Volkswagen Eos Turbo

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

2008 Volkswagen Eos Turbo

Fayetteville, NC

UnscoredInsufficient · 0
$3,500209,457 mi

Fayetteville, NC

2002 Ford Mustang Deluxe

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

2002 Ford Mustang Deluxe

Gastonia, NC

UnscoredInsufficient · 0
$3,500203,720 mi

Gastonia, NC

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Raleigh, NC

UnscoredLimited · 6
$3,699171,550 mi

Comparison: 6 similar vehicles

Raleigh, NC

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Clayton, NC

Fair PriceLimited · 12
$3,90080,111 mi

Market: $1,200 – $8,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Clayton, NC

2009 Volkswagen Eos Lux

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

2009 Volkswagen Eos Lux

Matthews, NC

UnscoredInsufficient · 4
$3,900142,440 mi

Comparison: 4 similar vehicles

Matthews, NC

2000 Volvo C70 LT

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

2000 Volvo C70 LT

Garner, NC

UnscoredInsufficient · 0
$3,900101,218 mi

Garner, NC

2004 Mercedes-Benz CLK-Class CLK320

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

2004 Mercedes-Benz CLK-Class CLK320

Raleigh, NC

UnscoredInsufficient · 0
$3,95085,341 mi

Raleigh, NC

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Zebulon, NC

UnscoredLimited · 11
$3,995121,575 mi

Comparison: 11 similar vehicles

Zebulon, NC

2007 Volkswagen Eos 2.0T

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

2007 Volkswagen Eos 2.0T

Sneads Ferry, NC

UnscoredInsufficient · 0
$3,998243,364 mi

Sneads Ferry, NC

2005 MINI Cooper Base

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

2005 MINI Cooper Base

Siler City, NC

UnscoredInsufficient · 3
$4,228166,855 mi

Comparison: 3 similar vehicles

Siler City, NC

2001 Mercedes-Benz SLK 320

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

2001 Mercedes-Benz SLK 320

Raleigh, NC

UnscoredInsufficient · 0
$4,44491,244 mi

Raleigh, NC

2002 Chrysler Sebring LX

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

2002 Chrysler Sebring LX

Hamlet, NC

UnscoredInsufficient · 0
$4,495117,824 mi

Hamlet, NC

2002 Toyota Camry Solara SLE

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

2002 Toyota Camry Solara SLE

Raleigh, NC

UnscoredInsufficient · 0
$4,549181,448 mi

Raleigh, NC

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Clayton, NC

UnscoredInsufficient · 4
$4,60078,747 mi

Comparison: 4 similar vehicles

Clayton, NC

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Winston-Salem, NC

UnscoredLimited · 11
$4,795183,174 mi

Comparison: 11 similar vehicles

Winston-Salem, NC

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Charlotte, NC

Fair PriceLimited · 10
$4,900106,447 mi

Market: $4,200 – $8,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Charlotte, NC

2008 Volkswagen Eos Komfort

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

2008 Volkswagen Eos Komfort

Mount Airy, NC

UnscoredInsufficient · 0
$4,900117,683 mi

Mount Airy, NC

1999 BMW 3 Series Base

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

1999 BMW 3 Series Base

Raleigh, NC

UnscoredInsufficient · 0
$4,950114,739 mi

Raleigh, NC

2012 FIAT 500 Lounge

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

2012 FIAT 500 Lounge

Rural Hall, NC

UnscoredInsufficient · 3
$4,99591,009 mi

Comparison: 3 similar vehicles

Rural Hall, NC

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Washington, NC

UnscoredInsufficient · 4
$4,995181,428 mi

Comparison: 4 similar vehicles

Washington, NC

No Photo

2008 Pontiac G6 GT

Louisburg, NC

UnscoredInsufficient · 0
$4,995125,000 mi

Louisburg, NC

2006 MINI Cooper S

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

2006 MINI Cooper S

Mint Hill, NC

UnscoredInsufficient · 0
$4,995223,344 mi

Mint Hill, NC

2002 Mercedes-Benz CLK-Class CLK320

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

2002 Mercedes-Benz CLK-Class CLK320

Garner, NC

UnscoredInsufficient · 0
$4,997106,308 mi

Garner, NC

2011 MINI Cooper Base

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

2011 MINI Cooper Base

Winston-Salem, NC

UnscoredLimited · 6
$4,999160,547 mi

Comparison: 6 similar vehicles

Winston-Salem, NC

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

New Bern, NC

UnscoredInsufficient · 4
$4,999Mileage not verified

Comparison: 4 similar vehicles

New Bern, NC

2004 Nissan 350Z Roadster Enthusiast

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

2004 Nissan 350Z Roadster Enthusiast

Woodleaf, NC

UnscoredInsufficient · 0
$4,999Mileage not verified

Woodleaf, NC

2004 Mercedes-Benz SLK-Class SLK320

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

2004 Mercedes-Benz SLK-Class SLK320

Graham, NC

UnscoredInsufficient · 0
$4,999125,656 mi

Graham, NC

2006 Audi A4 Base

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

2006 Audi A4 Base

Winston-Salem, NC

UnscoredInsufficient · 0
$5,000152,000 mi

Winston-Salem, NC

2005 Saab 9-3 Arc

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

2005 Saab 9-3 Arc

Indian Trail, NC

UnscoredInsufficient · 0
$5,000125,693 mi

Indian Trail, NC

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Hope Mills, NC

UnscoredLimited · 12
$5,100230,968 mi

Comparison: 12 similar vehicles

Hope Mills, NC

2012 Volvo C70 T5

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

2012 Volvo C70 T5

Piney Green, NC

UnscoredLimited · 5
$5,200281,140 mi

Comparison: 5 similar vehicles

Piney Green, NC

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Advance, NC

UnscoredInsufficient · 3
$5,200153,000 mi

Comparison: 3 similar vehicles

Advance, NC

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Yadkinville, NC

UnscoredLimited · 10
$5,295161,255 mi

Comparison: 10 similar vehicles

Yadkinville, NC

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Tarboro, NC

UnscoredInsufficient · 3
$5,29996,535 mi

Comparison: 3 similar vehicles

Tarboro, NC

2005 BMW Z4 3

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

2005 BMW Z4 3

Eden, NC

UnscoredInsufficient · 0
$5,300122,901 mi

Eden, NC

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Roseboro, NC

Great DealLimited · 17
$5,35091,112 mi

Market: $6,750 – $19,000

Comparison: 17 similar vehicles

Competitively priced ~21% below the typical range compared to similar vehicles · 13 days listed (based on current market benchmarks)

Roseboro, NC

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Concord, NC

UnscoredLimited · 12
$5,400200,000 mi

Comparison: 12 similar vehicles

Concord, NC

2010 Volkswagen Eos Komfort

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

2010 Volkswagen Eos Komfort

Mount Olive, NC

UnscoredInsufficient · 0
$5,450109,958 mi

Mount Olive, NC

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Garner, NC

UnscoredInsufficient · 3
$5,500173,393 mi

Comparison: 3 similar vehicles

Garner, NC

2003 BMW Z4 3

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

2003 BMW Z4 3

Charlotte, NC

UnscoredInsufficient · 3
$5,500121,579 mi

Comparison: 3 similar vehicles

Charlotte, NC

2002 Jaguar XK Series XK8 Convertible

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

2002 Jaguar XK Series XK8 Convertible

Moyock, NC

UnscoredInsufficient · 0
$5,50077,403 mi

Moyock, NC

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Mount Airy, NC

UnscoredLimited · 6
$5,600173,134 mi

Comparison: 6 similar vehicles

Mount Airy, NC

2002 Lexus SC 430

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

2002 Lexus SC 430

High Point, NC

UnscoredModerate · 26
$5,888211,458 mi

Comparison: 26 similar vehicles

High Point, NC

2007 Mitsubishi Eclipse Spyder GS

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

2007 Mitsubishi Eclipse Spyder GS

Clayton, NC

UnscoredInsufficient · 0
$5,89976,029 mi

Clayton, NC

2010 INFINITI G Convertible Anniversary Edition

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

2010 INFINITI G Convertible Anniversary Edition

Indian Trail, NC

UnscoredInsufficient · 0
$5,900142,650 mi

Indian Trail, NC

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Raleigh, NC

UnscoredLimited · 5
$5,948146,060 mi

Comparison: 5 similar vehicles

Raleigh, NC

2013 Volkswagen Eos Komfort

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

2013 Volkswagen Eos Komfort

Raleigh, NC

UnscoredLimited · 7
$5,95098,817 mi

Comparison: 7 similar vehicles

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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