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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

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

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

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 · 9
$2,499194,700 mi

Comparison: 9 similar vehicles

New Haven, CT

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

2001 Ford Expedition Eddie Bauer

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

2001 Ford Expedition Eddie Bauer

Plainville, CT

UnscoredInsufficient · 0
$2,890209,929 mi

Plainville, CT

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Waterbury, CT

UnscoredModerate · 30
$2,950173,709 mi

Comparison: 30 similar vehicles

Waterbury, CT

2002 Chevrolet TrailBlazer LTZ

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

2002 Chevrolet TrailBlazer LTZ

Mahwah, NJ

UnscoredInsufficient · 0
$2,999149,011 mi

Mahwah, NJ

2001 Honda CR-V EX

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

2001 Honda CR-V EX

Bridgeport, CT

UnscoredInsufficient · 0
$2,999243,453 mi

Bridgeport, CT

2006 Toyota Highlander Sport

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

2006 Toyota Highlander Sport

Naugatuck, CT

UnscoredLimited · 10
$3,250225,100 mi

Comparison: 10 similar vehicles

Naugatuck, CT

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Waterbury, CT

UnscoredLimited · 5
$3,450108,550 mi

Comparison: 5 similar vehicles

Waterbury, CT

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Torrington, CT

UnscoredInsufficient · 0
$3,495100,123 mi

Torrington, CT

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Salisbury, CT

UnscoredModerate · 33
$3,500253,068 mi

Comparison: 33 similar vehicles

Salisbury, CT

2008 Suzuki SX4 Crossover Touring

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

2008 Suzuki SX4 Crossover Touring

Naugatuck, CT

UnscoredInsufficient · 0
$3,50094,000 mi

Naugatuck, CT

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

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

UnscoredRobust · 50
$3,750164,593 mi

Comparison: 50 similar vehicles

Carmel Hamlet, NY

2007 Acura MDX Technology & Entertainment Package

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

2007 Acura MDX Technology & Entertainment Package

Meriden, CT

UnscoredInsufficient · 0
$3,800219,563 mi

Meriden, CT

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 · 22
$3,898119,998 mi

Market: $2,500 – $9,495

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 297 days listed (based on current market benchmarks)

New Windsor, 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 · 38
$3,900211,000 mi

Comparison: 38 similar vehicles

New Windsor, NY

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Carmel Hamlet, NY

UnscoredRobust · 50
$3,950152,921 mi

Comparison: 50 similar vehicles

Carmel Hamlet, NY

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Carmel Hamlet, NY

UnscoredLimited · 13
$3,950156,005 mi

Comparison: 13 similar vehicles

Carmel Hamlet, 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

Plainville, CT

UnscoredLimited · 5
$3,988159,384 mi

Comparison: 5 similar vehicles

Plainville, CT

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

West Haven, CT

UnscoredLimited · 14
$3,990202,856 mi

Comparison: 14 similar vehicles

West Haven, CT

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Waterbury, CT

UnscoredLimited · 5
$3,995114,215 mi

Comparison: 5 similar vehicles

Waterbury, CT

2011 Hyundai Tucson Limited

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

2011 Hyundai Tucson Limited

Carmel Hamlet, NY

UnscoredLimited · 7
$3,995179,747 mi

Comparison: 7 similar vehicles

Carmel Hamlet, NY

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Montgomery, NY

UnscoredLimited · 10
$3,995156,000 mi

Comparison: 10 similar vehicles

Montgomery, NY

2008 Hyundai Santa Fe GLS

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

2008 Hyundai Santa Fe GLS

Carmel Hamlet, NY

UnscoredLimited · 15
$3,995124,920 mi

Comparison: 15 similar vehicles

Carmel Hamlet, NY

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Milford, CT

UnscoredLimited · 5
$3,995191,364 mi

Comparison: 5 similar vehicles

Milford, CT

2005 Subaru Forester XS

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

2005 Subaru Forester XS

Waterbury, CT

UnscoredInsufficient · 3
$3,995120,000 mi

Comparison: 3 similar vehicles

Waterbury, CT

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Bridgeport, CT

UnscoredLimited · 9
$3,995127,000 mi

Comparison: 9 similar vehicles

Bridgeport, CT

2002 Dodge Durango SPORT

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

2002 Dodge Durango SPORT

Torrington, CT

UnscoredInsufficient · 0
$3,995109,961 mi

Torrington, CT

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Yonkers, NY

UnscoredLimited · 5
$3,999Mileage not verified

Comparison: 5 similar vehicles

Yonkers, NY

2012 Dodge Journey Crew

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

2012 Dodge Journey Crew

New Windsor, NY

UnscoredInsufficient · 3
$4,000166,352 mi

Comparison: 3 similar vehicles

New Windsor, NY

2007 INFINITI FX 35

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

2007 INFINITI FX 35

Danbury, CT

UnscoredInsufficient · 0
$4,290221,608 mi

Danbury, CT

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Stamford, CT

UnscoredLimited · 10
$4,295247,554 mi

Comparison: 10 similar vehicles

Stamford, CT

2012 Subaru Forester X

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

2012 Subaru Forester X

Bridgeport, CT

UnscoredLimited · 16
$4,299154,000 mi

Comparison: 16 similar vehicles

Bridgeport, CT

2015 INFINITI QX60 Base

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

2015 INFINITI QX60 Base

North Haven, CT

UnscoredInsufficient · 3
$4,300189,200 mi

Comparison: 3 similar vehicles

North Haven, CT

2005 Nissan Armada LE

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

2005 Nissan Armada LE

Bridgeport, CT

UnscoredInsufficient · 0
$4,350Mileage not verified

Bridgeport, CT

2001 BMW X5 Base

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

2001 BMW X5 Base

Ramsey, NJ

UnscoredInsufficient · 0
$4,36499,594 mi

Ramsey, NJ

2012 Ford Escape XLT

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

2012 Ford Escape XLT

New Windsor, NY

UnscoredModerate · 46
$4,400123,999 mi

Comparison: 46 similar vehicles

New Windsor, NY

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Naugatuck, CT

UnscoredInsufficient · 0
$4,40083,538 mi

Naugatuck, CT

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Naugatuck, CT

UnscoredLimited · 8
$4,450Mileage not verified

Comparison: 8 similar vehicles

Naugatuck, CT

2008 Mazda CX-9 Grand Touring AWD

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

2008 Mazda CX-9 Grand Touring AWD

Berlin, CT

UnscoredLimited · 6
$4,450145,645 mi

Comparison: 6 similar vehicles

Berlin, CT

2008 Jeep Compass Sport

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

2008 Jeep Compass Sport

Plainville, CT

UnscoredInsufficient · 3
$4,488137,250 mi

Comparison: 3 similar vehicles

Plainville, CT

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Wallingford, CT

UnscoredLimited · 10
$4,488225,535 mi

Comparison: 10 similar vehicles

Wallingford, CT

2015 Subaru XV Crosstrek Premium

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

2015 Subaru XV Crosstrek Premium

Wallingford, CT

UnscoredLimited · 19
$4,500190,580 mi

Comparison: 19 similar vehicles

Wallingford, CT

2013 Jeep Compass Sport

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

2013 Jeep Compass Sport

Highland, NY

UnscoredLimited · 5
$4,500141,738 mi

Comparison: 5 similar vehicles

Highland, NY

2011 Subaru Forester XT Touring

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

2011 Subaru Forester XT Touring

Bridgeport, CT

UnscoredInsufficient · 0
$4,500171,140 mi

Bridgeport, CT

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Meriden, CT

UnscoredModerate · 20
$4,700129,762 mi

Comparison: 20 similar vehicles

Meriden, CT

2012 Jeep Compass Sport

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

2012 Jeep Compass Sport

Waterbury, CT

Fair PriceModerate · 20
$4,750117,550 mi

Market: $4,561 – $7,950

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

Waterbury, CT

2017 GMC Terrain SLE-2

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

2017 GMC Terrain SLE-2

Waterbury, CT

UnscoredModerate · 42
$4,795142,668 mi

Comparison: 42 similar vehicles

Waterbury, CT

2014 Jeep Patriot Limited

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

2014 Jeep Patriot Limited

New Windsor, NY

UnscoredInsufficient · 0
$4,900147,000 mi

New Windsor, NY

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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 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, and exports.
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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