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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

1,121 listings found

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

2002 Subaru Outback Base

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

2002 Subaru Outback Base

Island Park, NY

UnscoredLimited · 9
$3,450130,210 mi

Comparison: 9 similar vehicles

Island Park, NY

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Bronx, NY

UnscoredLimited · 5
$3,456233,638 mi

Comparison: 5 similar vehicles

Bronx, NY

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Irving, NY

UnscoredModerate · 25
$3,500225,000 mi

Comparison: 25 similar vehicles

Irving, NY

2006 Subaru Outback I

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

2006 Subaru Outback I

Albany, NY

UnscoredInsufficient · 0
$3,500203,639 mi

Albany, NY

2005 Subaru Outback I

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

2005 Subaru Outback I

Albany, NY

UnscoredLimited · 11
$3,500194,078 mi

Comparison: 11 similar vehicles

Albany, NY

2004 Subaru Impreza Outback Sport

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

2004 Subaru Impreza Outback Sport

South Fallsburg, NY

UnscoredInsufficient · 0
$3,500133,442 mi

South Fallsburg, NY

2008 Subaru Outback I Limited

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

2008 Subaru Outback I Limited

Saugerties, NY

UnscoredLimited · 7
$3,895245,281 mi

Comparison: 7 similar vehicles

Saugerties, NY

2013 Volkswagen Jetta SportWagen S

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

2013 Volkswagen Jetta SportWagen S

Staten Island, NY

UnscoredLimited · 7
$3,900154,924 mi

Comparison: 7 similar vehicles

Staten Island, NY

2003 Volkswagen Passat GLX

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

2003 Volkswagen Passat GLX

Yonkers, NY

UnscoredInsufficient · 0
$3,900Mileage not verified

Yonkers, NY

2002 Volkswagen Passat GLS

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

2002 Volkswagen Passat GLS

Harrison, NY

UnscoredInsufficient · 0
$3,927149,020 mi

Harrison, NY

2012 Hyundai Elantra Touring SE

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

2012 Hyundai Elantra Touring SE

Inwood, NY

UnscoredInsufficient · 4
$3,995127,622 mi

Comparison: 4 similar vehicles

Inwood, NY

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Poughkeepsie, NY

UnscoredRobust · 53
$3,995206,007 mi

Comparison: 53 similar vehicles

Poughkeepsie, NY

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Brooklyn, NY

UnscoredInsufficient · 4
$3,995177,396 mi

Comparison: 4 similar vehicles

Brooklyn, NY

2003 Volvo XC70 2.5T

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

2003 Volvo XC70 2.5T

Yonkers, NY

UnscoredInsufficient · 0
$3,995Mileage not verified

Yonkers, NY

2009 MINI Cooper S

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

2009 MINI Cooper S

Brooklyn, NY

UnscoredInsufficient · 4
$4,499103,550 mi

Comparison: 4 similar vehicles

Brooklyn, NY

2009 Toyota Matrix S

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

2009 Toyota Matrix S

Syracuse, NY

UnscoredLimited · 5
$4,500169,050 mi

Comparison: 5 similar vehicles

Syracuse, NY

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Tillson, NY

UnscoredModerate · 29
$4,700144,598 mi

Comparison: 29 similar vehicles

Tillson, NY

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Springville, NY

UnscoredInsufficient · 3
$4,799150,771 mi

Comparison: 3 similar vehicles

Springville, NY

2014 Subaru Outback 2.5i Premium

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

2014 Subaru Outback 2.5i Premium

Carmel Hamlet, NY

UnscoredInsufficient · 3
$4,950183,468 mi

Comparison: 3 similar vehicles

Carmel Hamlet, NY

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Carmel Hamlet, NY

UnscoredLimited · 8
$4,950182,680 mi

Comparison: 8 similar vehicles

Carmel Hamlet, NY

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Poughkeepsie, NY

UnscoredLimited · 5
$4,995Mileage not verified

Comparison: 5 similar vehicles

Poughkeepsie, NY

2009 Toyota Matrix Base

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

2009 Toyota Matrix Base

Cortland, NY

UnscoredLimited · 9
$4,995172,000 mi

Comparison: 9 similar vehicles

Cortland, NY

2005 Subaru Outback I

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

2005 Subaru Outback I

Little Falls, NY

UnscoredLimited · 9
$4,995137,330 mi

Comparison: 9 similar vehicles

Little Falls, NY

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Hopewell Junction, NY

UnscoredLimited · 18
$4,999157,372 mi

Comparison: 18 similar vehicles

Hopewell Junction, NY

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Deer Park, NY

UnscoredLimited · 8
$4,999131,811 mi

Comparison: 8 similar vehicles

Deer Park, NY

2010 Toyota Matrix Base

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

2010 Toyota Matrix Base

Glenmont, NY

UnscoredModerate · 22
$5,495162,755 mi

Comparison: 22 similar vehicles

Glenmont, NY

2010 Subaru Outback 3.6R Limited

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

2010 Subaru Outback 3.6R Limited

Syracuse, NY

UnscoredInsufficient · 0
$5,499138,027 mi

Syracuse, NY

2013 Subaru Outback Base

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

2013 Subaru Outback Base

Troy, NY

UnscoredLimited · 11
$5,500145,418 mi

Comparison: 11 similar vehicles

Troy, NY

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Lynbrook, NY

UnscoredInsufficient · 4
$5,700120,269 mi

Comparison: 4 similar vehicles

Lynbrook, NY

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Bronx, NY

UnscoredLimited · 12
$5,795123,833 mi

Comparison: 12 similar vehicles

Bronx, NY

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Bronx, NY

UnscoredLimited · 12
$5,800147,000 mi

Comparison: 12 similar vehicles

Bronx, NY

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Webster, NY

UnscoredLimited · 13
$5,950156,365 mi

Comparison: 13 similar vehicles

Webster, NY

2013 Volkswagen Jetta SportWagen SE

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

2013 Volkswagen Jetta SportWagen SE

East Meadow, NY

UnscoredInsufficient · 0
$5,995123,000 mi

East Meadow, NY

2013 Audi allroad Premium

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

2013 Audi allroad Premium

Brooklyn, NY

UnscoredLimited · 12
$5,995162,129 mi

Comparison: 12 similar vehicles

Brooklyn, NY

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Brooklyn, NY

UnscoredModerate · 29
$5,995148,629 mi

Comparison: 29 similar vehicles

Brooklyn, NY

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Rockville Centre, NY

UnscoredModerate · 26
$5,995154,743 mi

Comparison: 26 similar vehicles

Rockville Centre, NY

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Endicott, NY

UnscoredLimited · 17
$5,995153,000 mi

Comparison: 17 similar vehicles

Endicott, NY

2008 Pontiac Vibe Base

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

2008 Pontiac Vibe Base

Horseheads, NY

UnscoredInsufficient · 4
$5,99568,357 mi

Comparison: 4 similar vehicles

Horseheads, NY

2007 Subaru Outback I

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

2007 Subaru Outback I

Norwich, NY

UnscoredInsufficient · 4
$5,995135,000 mi

Comparison: 4 similar vehicles

Norwich, NY

2008 MINI Cooper Base

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

2008 MINI Cooper Base

Williamson, NY

UnscoredInsufficient · 0
$5,999110,000 mi

Williamson, NY

2007 Volvo XC70 2.5T

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

2007 Volvo XC70 2.5T

Briarcliff Manor, NY

UnscoredInsufficient · 4
$6,170129,000 mi

Comparison: 4 similar vehicles

Briarcliff Manor, NY

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Pawling, NY

UnscoredRobust · 58
$6,178158,108 mi

Comparison: 58 similar vehicles

Pawling, NY

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Brooklyn, NY

UnscoredLimited · 6
$6,450110,210 mi

Comparison: 6 similar vehicles

Brooklyn, NY

2012 Hyundai Elantra Touring GLS

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

2012 Hyundai Elantra Touring GLS

Brooklyn, NY

Fair PriceLimited · 12
$6,45082,260 mi

Market: $2,290 – $11,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Brooklyn, NY

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Glenmont, NY

UnscoredModerate · 35
$6,495125,826 mi

Comparison: 35 similar vehicles

Glenmont, NY

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Pawling, NY

UnscoredModerate · 30
$6,495122,000 mi

Comparison: 30 similar vehicles

Pawling, NY

2017 Volkswagen Golf Alltrack SEL

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

2017 Volkswagen Golf Alltrack SEL

Carmel Hamlet, NY

UnscoredLimited · 9
$6,500174,089 mi

Comparison: 9 similar vehicles

Carmel Hamlet, NY

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Webster, NY

UnscoredLimited · 17
$6,500145,000 mi

Comparison: 17 similar vehicles

Webster, NY

2010 MINI Cooper Base

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

2010 MINI Cooper Base

Chittenango, NY

UnscoredInsufficient · 0
$6,750116,289 mi

Chittenango, 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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