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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)

2003 Toyota Matrix XR

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

2003 Toyota Matrix XR

Island Park, NY

UnscoredInsufficient · 0
$1,750185,128 mi

Island Park, NY

2000 Honda Civic LX

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

2000 Honda Civic LX

Island Park, NY

UnscoredInsufficient · 0
$1,775107,260 mi

Island Park, NY

2002 Honda Civic EX

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

2002 Honda Civic EX

Elmhurst, NY

UnscoredLimited · 7
$1,800141,908 mi

Comparison: 7 similar vehicles

Elmhurst, NY

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Yonkers, NY

UnscoredInsufficient · 3
$1,900134,797 mi

Comparison: 3 similar vehicles

Yonkers, NY

2006 Dodge Grand Caravan SE

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

2006 Dodge Grand Caravan SE

Island Park, NY

UnscoredInsufficient · 0
$1,950172,422 mi

Island Park, NY

2010 Nissan Versa S

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

2010 Nissan Versa S

Bronx, NY

Salvage title
$1,995Mileage not verified

Bronx, NY

2006 Honda Civic LX

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

2006 Honda Civic LX

North Bergen, NJ

UnscoredLimited · 10
$1,995195,131 mi

Comparison: 10 similar vehicles

North Bergen, NJ

2005 Chrysler Pacifica Touring

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

2005 Chrysler Pacifica Touring

Yonkers, NY

UnscoredInsufficient · 0
$1,995Mileage not verified

Yonkers, NY

2007 Chrysler Aspen Limited

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

2007 Chrysler Aspen Limited

Ansonia, CT

UnscoredInsufficient · 0
$1,999156,334 mi

Ansonia, CT

2002 Mercedes-Benz M-Class ML 320

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

2002 Mercedes-Benz M-Class ML 320

Yonkers, NY

UnscoredInsufficient · 0
$1,999Mileage not verified

Yonkers, NY

1998 Ford Econoline

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

1998 Ford Econoline

Ansonia, CT

UnscoredInsufficient · 0
$1,999Mileage not verified

Ansonia, CT

1982 Chevrolet Unknown

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

1982 Chevrolet Unknown

Ansonia, CT

UnscoredInsufficient · 0
$1,99930,042 mi

Ansonia, CT

2009 Toyota Sienna LE

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

2009 Toyota Sienna LE

Elmhurst, NY

UnscoredLimited · 7
$2,000300,897 mi

Comparison: 7 similar vehicles

Elmhurst, NY

No Photo

2008 Honda Civic EX-L

Bridgeport, CT

UnscoredLimited · 6
$2,100206,541 mi

Comparison: 6 similar vehicles

Bridgeport, CT

2001 Chevrolet Prizm Base

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

2001 Chevrolet Prizm Base

Island Park, NY

UnscoredInsufficient · 0
$2,250130,979 mi

Island Park, NY

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Island Park, NY

UnscoredInsufficient · 3
$2,350117,507 mi

Comparison: 3 similar vehicles

Island Park, NY

1999 Ford Econoline Van COMMERCIAL

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

1999 Ford Econoline Van COMMERCIAL

Corona, NY

UnscoredInsufficient · 0
$2,350249,805 mi

Corona, NY

2012 Volkswagen Jetta S

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

2012 Volkswagen Jetta S

Naugatuck, CT

UnscoredLimited · 7
$2,495190,889 mi

Comparison: 7 similar vehicles

Naugatuck, CT

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Bronx, NY

UnscoredLimited · 11
$2,495178,111 mi

Comparison: 11 similar vehicles

Bronx, NY

2007 Honda Civic EX

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

2007 Honda Civic EX

New Haven, CT

UnscoredLimited · 8
$2,498256,368 mi

Comparison: 8 similar vehicles

New Haven, CT

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

New Haven, CT

UnscoredLimited · 7
$2,499194,700 mi

Comparison: 7 similar vehicles

New Haven, CT

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Island Park, NY

UnscoredLimited · 5
$2,600171,333 mi

Comparison: 5 similar vehicles

Island Park, NY

2005 Mazda MAZDA6 i

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

2005 Mazda MAZDA6 i

Island Park, NY

UnscoredInsufficient · 0
$2,600158,558 mi

Island Park, NY

2005 Chrysler Town & Country LX

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

2005 Chrysler Town & Country LX

Island Park, NY

UnscoredInsufficient · 0
$2,650149,438 mi

Island Park, NY

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Island Park, NY

UnscoredInsufficient · 3
$2,650244,302 mi

Comparison: 3 similar vehicles

Island Park, NY

2010 Mazda CX-7 s Grand Touring

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

2010 Mazda CX-7 s Grand Touring

Island Park, NY

UnscoredInsufficient · 0
$2,700110,058 mi

Island Park, NY

2002 Honda Accord EX

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

2002 Honda Accord EX

Island Park, NY

UnscoredInsufficient · 3
$2,700102,191 mi

Comparison: 3 similar vehicles

Island Park, NY

2000 Toyota 4Runner SR5

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

2000 Toyota 4Runner SR5

Elmhurst, NY

Salvage title
$2,700231,333 mi

Elmhurst, NY

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Island Park, NY

UnscoredInsufficient · 3
$2,750154,321 mi

Comparison: 3 similar vehicles

Island Park, NY

1998 Mitsubishi Mirage LS

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

1998 Mitsubishi Mirage LS

Island Park, NY

UnscoredInsufficient · 0
$2,75099,506 mi

Island Park, NY

1998 Ford Explorer XL

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

1998 Ford Explorer XL

Island Park, NY

UnscoredInsufficient · 0
$2,775131,500 mi

Island Park, NY

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Bronx, NY

UnscoredLimited · 14
$2,778221,956 mi

Comparison: 14 similar vehicles

Bronx, NY

2010 Chevrolet HHR LT

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

2010 Chevrolet HHR LT

Bronx, NY

UnscoredInsufficient · 4
$2,789139,000 mi

Comparison: 4 similar vehicles

Bronx, NY

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Bronx, NY

UnscoredLimited · 14
$2,789192,879 mi

Comparison: 14 similar vehicles

Bronx, NY

2009 Volvo XC90 3.2

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

2009 Volvo XC90 3.2

Bronx, NY

UnscoredInsufficient · 4
$2,789251,807 mi

Comparison: 4 similar vehicles

Bronx, NY

2009 Toyota RAV4 Limited

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

2009 Toyota RAV4 Limited

Elmhurst, NY

UnscoredInsufficient · 4
$2,800283,477 mi

Comparison: 4 similar vehicles

Elmhurst, NY

2000 Chevrolet Monte Carlo LS

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

2000 Chevrolet Monte Carlo LS

Island Park, NY

UnscoredInsufficient · 0
$2,80081,619 mi

Island Park, NY

2009 Hyundai Sonata SE

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

2009 Hyundai Sonata SE

Bronx, NY

UnscoredModerate · 28
$2,897210,380 mi

Comparison: 28 similar vehicles

Bronx, NY

No Photo

2012 Chrysler Town & Country Touring

Yonkers, NY

UnscoredLimited · 16
$2,900177,690 mi

Comparison: 16 similar vehicles

Yonkers, NY

2012 Subaru Legacy I Limited

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

2012 Subaru Legacy I Limited

Island Park, NY

UnscoredLimited · 5
$2,900242,222 mi

Comparison: 5 similar vehicles

Island Park, NY

2009 Lexus RX 350

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

2009 Lexus RX 350

Yonkers, NY

UnscoredLimited · 11
$2,900177,385 mi

Comparison: 11 similar vehicles

Yonkers, NY

2006 Honda Civic LX

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

2006 Honda Civic LX

Island Park, NY

UnscoredLimited · 9
$2,900144,873 mi

Comparison: 9 similar vehicles

Island Park, NY

2006 Volkswagen Jetta TDI

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

2006 Volkswagen Jetta TDI

Island Park, NY

UnscoredInsufficient · 0
$2,900218,616 mi

Island Park, NY

2003 Volkswagen Passat GLS

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

2003 Volkswagen Passat GLS

Island Park, NY

UnscoredInsufficient · 3
$2,900170,000 mi

Comparison: 3 similar vehicles

Island Park, NY

2002 Jaguar X-Type Base

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

2002 Jaguar X-Type Base

Inwood, NY

UnscoredInsufficient · 0
$2,90094,000 mi

Inwood, NY

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Island Park, NY

UnscoredLimited · 8
$2,950212,306 mi

Comparison: 8 similar vehicles

Island Park, NY

2007 Honda Accord 3.0 SE

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

2007 Honda Accord 3.0 SE

Naugatuck, CT

UnscoredInsufficient · 0
$2,950305,651 mi

Naugatuck, CT

2005 Chevrolet Malibu LT

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

2005 Chevrolet Malibu LT

Naugatuck, CT

UnscoredInsufficient · 0
$2,95097,791 mi

Naugatuck, CT

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Island Park, NY

UnscoredInsufficient · 3
$2,950133,410 mi

Comparison: 3 similar vehicles

Island Park, NY

2007 Kia Spectra SX

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

2007 Kia Spectra SX

Bronx, NY

UnscoredInsufficient · 0
$2,987162,400 mi

Bronx, NY

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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