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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

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

1999 Chevrolet Tahoe LS

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

1999 Chevrolet Tahoe LS

Johnson City, NY

UnscoredLimited · 9
$1,200190,500 mi

Comparison: 9 similar vehicles

Johnson City, NY

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

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Staten Island, NY

UnscoredLimited · 12
$2,494117,534 mi

Comparison: 12 similar vehicles

Staten Island, NY

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

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

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 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 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

2008 Hyundai Tucson Limited

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

2008 Hyundai Tucson Limited

Carmel Hamlet, NY

UnscoredInsufficient · 0
$2,850181,250 mi

Carmel Hamlet, 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

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

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

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Seneca Falls, NY

UnscoredInsufficient · 3
$2,995119,450 mi

Comparison: 3 similar vehicles

Seneca Falls, NY

2011 Chevrolet Suburban LS

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

2011 Chevrolet Suburban LS

Arverne, NY

UnscoredInsufficient · 0
$2,995258,000 mi

Arverne, NY

2011 Jeep Compass Limited

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

2011 Jeep Compass Limited

East Islip, NY

Salvage title
$2,995172,000 mi

East Islip, NY

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Brooklyn, NY

UnscoredLimited · 9
$2,995134,009 mi

Comparison: 9 similar vehicles

Brooklyn, NY

2005 Nissan Pathfinder SE Off Road

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

2005 Nissan Pathfinder SE Off Road

Corona, NY

UnscoredInsufficient · 0
$2,995175,408 mi

Corona, NY

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Ozone Park, NY

UnscoredInsufficient · 4
$2,99594,209 mi

Comparison: 4 similar vehicles

Ozone Park, NY

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

Albany, NY

UnscoredLimited · 11
$2,999183,850 mi

Comparison: 11 similar vehicles

Albany, NY

2011 Volvo XC90 3.2

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

2011 Volvo XC90 3.2

Little Valley, NY

UnscoredInsufficient · 4
$3,200122,366 mi

Comparison: 4 similar vehicles

Little Valley, NY

2000 Honda CR-V LX

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

2000 Honda CR-V LX

Island Park, NY

UnscoredInsufficient · 3
$3,200128,943 mi

Comparison: 3 similar vehicles

Island Park, NY

No Photo

2008 BMW X5 3.0si

Albany, NY

UnscoredLimited · 6
$3,299157,200 mi

Comparison: 6 similar vehicles

Albany, NY

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Brooklyn, NY

UnscoredModerate · 25
$3,427251,672 mi

Comparison: 25 similar vehicles

Brooklyn, NY

2015 Cadillac SRX Luxury Collection

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

2015 Cadillac SRX Luxury Collection

Staten Island, NY

UnscoredLimited · 5
$3,494182,345 mi

Comparison: 5 similar vehicles

Staten Island, NY

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Horseheads, NY

UnscoredInsufficient · 3
$3,495245,587 mi

Comparison: 3 similar vehicles

Horseheads, NY

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Brooklyn, NY

UnscoredLimited · 5
$3,499212,105 mi

Comparison: 5 similar vehicles

Brooklyn, NY

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Irving, NY

UnscoredInsufficient · 3
$3,500291,000 mi

Comparison: 3 similar vehicles

Irving, NY

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Brooklyn, NY

UnscoredInsufficient · 0
$3,500111,007 mi

Brooklyn, NY

2008 Land Rover LR2 SE

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

2008 Land Rover LR2 SE

Arverne, NY

UnscoredInsufficient · 0
$3,500234,000 mi

Arverne, NY

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Staten Island, NY

UnscoredLimited · 19
$3,500195,000 mi

Comparison: 19 similar vehicles

Staten Island, NY

2004 Dodge Durango ST

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

2004 Dodge Durango ST

New Rochelle, NY

UnscoredInsufficient · 0
$3,500175,098 mi

New Rochelle, NY

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Bronx, NY

UnscoredInsufficient · 4
$3,543172,347 mi

Comparison: 4 similar vehicles

Bronx, NY

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Queens, NY

UnscoredLimited · 5
$3,595178,188 mi

Comparison: 5 similar vehicles

Queens, NY

2011 Nissan Murano S

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

2011 Nissan Murano S

Island Park, NY

UnscoredLimited · 5
$3,600145,926 mi

Comparison: 5 similar vehicles

Island Park, NY

2003 Mazda Tribute ES

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

2003 Mazda Tribute ES

Yonkers, NY

UnscoredInsufficient · 0
$3,600186,965 mi

Yonkers, NY

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Carmel Hamlet, NY

UnscoredModerate · 39
$3,750164,593 mi

Comparison: 39 similar vehicles

Carmel Hamlet, NY

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Holley, NY

UnscoredLimited · 16
$3,799128,029 mi

Comparison: 16 similar vehicles

Holley, NY

2013 Honda CR-V EX

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

2013 Honda CR-V EX

Ridgewood, NY

UnscoredLimited · 14
$3,800207,405 mi

Comparison: 14 similar vehicles

Ridgewood, NY

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Troy, NY

UnscoredRobust · 54
$3,800148,800 mi

Comparison: 54 similar vehicles

Troy, NY

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Massapequa, NY

UnscoredLimited · 7
$3,822161,211 mi

Comparison: 7 similar vehicles

Massapequa, NY

2010 Mazda CX-7 i SV

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

2010 Mazda CX-7 i SV

Bronx, NY

UnscoredInsufficient · 3
$3,876159,954 mi

Comparison: 3 similar vehicles

Bronx, NY

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

New Windsor, NY

Fair PriceModerate · 24
$3,898119,998 mi

Market: $2,500 – $8,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 291 days listed (based on current market benchmarks)

New Windsor, NY

2012 Mitsubishi Outlander Sport SE

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

2012 Mitsubishi Outlander Sport SE

Irving, NY

UnscoredInsufficient · 3
$3,900199,000 mi

Comparison: 3 similar vehicles

Irving, NY

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

New Windsor, NY

UnscoredModerate · 36
$3,900211,000 mi

Comparison: 36 similar vehicles

New Windsor, NY

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Wantagh, NY

UnscoredModerate · 48
$3,900142,323 mi

Comparison: 48 similar vehicles

Wantagh, NY

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Wantagh, NY

UnscoredModerate · 24
$3,900122,603 mi

Comparison: 24 similar vehicles

Wantagh, 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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