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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)

2018 Isuzu FTR

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

2018 Isuzu FTR

Burlington, NJ

UnscoredInsufficient · 0
$1,200178,923 mi

Burlington, NJ

2004 Nissan Sentra 1.8 S

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

2004 Nissan Sentra 1.8 S

Newark, NJ

UnscoredInsufficient · 3
$1,200182,000 mi

Comparison: 3 similar vehicles

Newark, NJ

2004 Dodge Durango ST

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

2004 Dodge Durango ST

Philadelphia, PA

UnscoredInsufficient · 0
$1,300163,000 mi

Philadelphia, PA

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Paterson, NJ

UnscoredInsufficient · 0
$1,350160,528 mi

Paterson, NJ

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Philadelphia, PA

UnscoredLimited · 13
$1,400Mileage not verified

Comparison: 13 similar vehicles

Philadelphia, PA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Philadelphia, PA

UnscoredLimited · 17
$1,400Mileage not verified

Comparison: 17 similar vehicles

Philadelphia, PA

2011 Nissan Versa S

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

2011 Nissan Versa S

Rockledge, PA

UnscoredLimited · 19
$1,495196,184 mi

Comparison: 19 similar vehicles

Rockledge, PA

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Paterson, NJ

UnscoredInsufficient · 3
$1,497171,955 mi

Comparison: 3 similar vehicles

Paterson, NJ

2013 Honda Civic LX

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

2013 Honda Civic LX

Philadelphia, PA

UnscoredModerate · 21
$1,500Mileage not verified

Comparison: 21 similar vehicles

Philadelphia, PA

2012 Nissan Altima S

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

2012 Nissan Altima S

Newark, NJ

UnscoredModerate · 32
$1,500194,749 mi

Comparison: 32 similar vehicles

Newark, NJ

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Newark, NJ

UnscoredLimited · 10
$1,500150,000 mi

Comparison: 10 similar vehicles

Newark, NJ

2010 GMC Acadia SLE

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

2010 GMC Acadia SLE

Newark, NJ

UnscoredInsufficient · 0
$1,500157,000 mi

Newark, NJ

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Newark, NJ

UnscoredInsufficient · 3
$1,500Mileage not verified

Comparison: 3 similar vehicles

Newark, NJ

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Burlington, NJ

UnscoredInsufficient · 4
$1,500273,589 mi

Comparison: 4 similar vehicles

Burlington, NJ

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Newark, NJ

UnscoredLimited · 7
$1,500137,389 mi

Comparison: 7 similar vehicles

Newark, NJ

2005 Chevrolet Malibu Maxx LT

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

2005 Chevrolet Malibu Maxx LT

Newark, NJ

UnscoredInsufficient · 0
$1,50094,000 mi

Newark, NJ

2005 Pontiac Montana Base

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

2005 Pontiac Montana Base

Newark, NJ

UnscoredInsufficient · 0
$1,500221,000 mi

Newark, NJ

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Atlantic Highlands, NJ

UnscoredInsufficient · 3
$1,500197,465 mi

Comparison: 3 similar vehicles

Atlantic Highlands, NJ

2012 Dodge Grand Caravan SE

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

2012 Dodge Grand Caravan SE

Newark, NJ

UnscoredLimited · 19
$1,540143,098 mi

Comparison: 19 similar vehicles

Newark, NJ

2012 Nissan Altima S

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

2012 Nissan Altima S

Philadelphia, PA

UnscoredLimited · 13
$1,600Mileage not verified

Comparison: 13 similar vehicles

Philadelphia, PA

2012 Mazda CX-9 Touring

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

2012 Mazda CX-9 Touring

Philadelphia, PA

UnscoredLimited · 15
$1,600Mileage not verified

Comparison: 15 similar vehicles

Philadelphia, PA

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Newark, NJ

UnscoredLimited · 6
$1,600142,063 mi

Comparison: 6 similar vehicles

Newark, NJ

2008 Ford Explorer XLT

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

2008 Ford Explorer XLT

Philadelphia, PA

UnscoredLimited · 7
$1,600Mileage not verified

Comparison: 7 similar vehicles

Philadelphia, PA

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Philadelphia, PA

UnscoredInsufficient · 0
$1,600Mileage not verified

Philadelphia, PA

2006 Subaru B9 Tribeca

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

2006 Subaru B9 Tribeca

Newark, NJ

UnscoredInsufficient · 0
$1,600143,079 mi

Newark, NJ

2005 Mercedes-Benz C-Class C240 4Matic

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

2005 Mercedes-Benz C-Class C240 4Matic

Philadelphia, PA

UnscoredInsufficient · 4
$1,600150,000 mi

Comparison: 4 similar vehicles

Philadelphia, PA

2009 Nissan Versa Base

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

2009 Nissan Versa Base

Newark, NJ

UnscoredInsufficient · 0
$1,650142,796 mi

Newark, NJ

2006 Nissan Altima S

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

2006 Nissan Altima S

Newark, NJ

UnscoredLimited · 12
$1,650185,000 mi

Comparison: 12 similar vehicles

Newark, NJ

2006 Mitsubishi Lancer ES

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

2006 Mitsubishi Lancer ES

Pennsauken Township, NJ

UnscoredInsufficient · 0
$1,695196,904 mi

Pennsauken Township, NJ

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Philadelphia, PA

UnscoredLimited · 12
$1,700Mileage not verified

Comparison: 12 similar vehicles

Philadelphia, PA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Philadelphia, PA

UnscoredLimited · 8
$1,700Mileage not verified

Comparison: 8 similar vehicles

Philadelphia, PA

2013 Dodge Dart SE

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

2013 Dodge Dart SE

Philadelphia, PA

UnscoredInsufficient · 0
$1,700Mileage not verified

Philadelphia, PA

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Philadelphia, PA

UnscoredLimited · 14
$1,700Mileage not verified

Comparison: 14 similar vehicles

Philadelphia, PA

2010 Mazda MAZDA3 i Sport

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

2010 Mazda MAZDA3 i Sport

Philadelphia, PA

UnscoredLimited · 10
$1,700Mileage not verified

Comparison: 10 similar vehicles

Philadelphia, PA

2009 Dodge Avenger SXT

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

2009 Dodge Avenger SXT

Newark, NJ

UnscoredInsufficient · 0
$1,700131,752 mi

Newark, NJ

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Philadelphia, PA

UnscoredInsufficient · 0
$1,700Mileage not verified

Philadelphia, PA

2009 Nissan Versa S

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

2009 Nissan Versa S

Newark, NJ

UnscoredLimited · 10
$1,700102,739 mi

Comparison: 10 similar vehicles

Newark, NJ

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Philadelphia, PA

UnscoredLimited · 6
$1,750Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Newark, NJ

UnscoredLimited · 6
$1,750129,085 mi

Comparison: 6 similar vehicles

Newark, NJ

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

2012 Nissan Altima S

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

2012 Nissan Altima S

Philadelphia, PA

Fair PriceLimited · 13
$1,800Mileage not verified

Market: $1,600 – $8,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 224 days listed (based on current market benchmarks)

Philadelphia, PA

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Philadelphia, PA

UnscoredInsufficient · 3
$1,800Mileage not verified

Comparison: 3 similar vehicles

Philadelphia, PA

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Philadelphia, PA

UnscoredLimited · 6
$1,800Mileage not verified

Comparison: 6 similar vehicles

Philadelphia, PA

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Newark, NJ

UnscoredLimited · 10
$1,800107,273 mi

Comparison: 10 similar vehicles

Newark, NJ

2010 Jeep Commander Sport

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

2010 Jeep Commander Sport

Philadelphia, PA

UnscoredInsufficient · 0
$1,800Mileage not verified

Philadelphia, PA

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Newark, NJ

UnscoredLimited · 13
$1,800137,498 mi

Comparison: 13 similar vehicles

Newark, NJ

2010 Volkswagen Jetta S

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

2010 Volkswagen Jetta S

Philadelphia, PA

UnscoredInsufficient · 0
$1,800Mileage not verified

Philadelphia, PA

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Newark, NJ

UnscoredInsufficient · 0
$1,800155,455 mi

Newark, NJ

2009 Nissan Altima S

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

2009 Nissan Altima S

Philadelphia, PA

UnscoredLimited · 9
$1,800Mileage not verified

Comparison: 9 similar vehicles

Philadelphia, PA

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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