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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

9,878 listings found

2003 Ford F-450

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

2003 Ford F-450

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,295198,778 mi

Fort Lauderdale, FL

1993 Mazda B2600

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

1993 Mazda B2600

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600Mileage not verified

Fort Lauderdale, FL

1990 Mercedes-Benz 300

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

1990 Mercedes-Benz 300

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600Mileage not verified

Fort Lauderdale, FL

1988 Mercedes-Benz 300

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

1988 Mercedes-Benz 300

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600103,249 mi

Fort Lauderdale, FL

2000 Mercury Grand Marquis LS

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

2000 Mercury Grand Marquis LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

1991 Mercedes-Benz 350

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

1991 Mercedes-Benz 350

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

1989 Toyota Cressida

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

1989 Toyota Cressida

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,900199,680 mi

Fort Lauderdale, FL

2008 Saab 9-5 Base

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

2008 Saab 9-5 Base

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,990260,000 mi

Fort Lauderdale, FL

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Fort Lauderdale, FL

UnscoredLimited · 13
$1,999148,000 mi

Comparison: 13 similar vehicles

Fort Lauderdale, FL

2006 Chevrolet Impala LS

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

2006 Chevrolet Impala LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2005 Kia Amanti Base

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

2005 Kia Amanti Base

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2003 Mercedes-Benz E-Class E500

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

2003 Mercedes-Benz E-Class E500

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300131,813 mi

Fort Lauderdale, FL

1987 Chevrolet Nova

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

1987 Chevrolet Nova

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2006 Nissan Altima S

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

2006 Nissan Altima S

Fort Lauderdale, FL

UnscoredInsufficient · 4
$2,495181,160 mi

Comparison: 4 similar vehicles

Fort Lauderdale, FL

2003 Mazda Tribute ES

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

2003 Mazda Tribute ES

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,495156,226 mi

Fort Lauderdale, FL

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,499Mileage not verified

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2001 Mercedes-Benz C-Class C320

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

2001 Mercedes-Benz C-Class C320

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,500Mileage not verified

Fort Lauderdale, FL

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,750108,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2013 Chevrolet Equinox 2LT

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

2013 Chevrolet Equinox 2LT

Fort Lauderdale, FL

UnscoredLimited · 10
$2,900152,109 mi

Comparison: 10 similar vehicles

Fort Lauderdale, FL

2008 Mercedes-Benz C-Class C300 Sport

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

2008 Mercedes-Benz C-Class C300 Sport

Fort Lauderdale, FL

UnscoredInsufficient · 4
$2,990240,000 mi

Comparison: 4 similar vehicles

Fort Lauderdale, FL

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Fort Lauderdale, FL

Salvage title
$2,99583,041 mi

Fort Lauderdale, FL

2012 MINI Countryman S

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

2012 MINI Countryman S

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,995225,000 mi

Fort Lauderdale, FL

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Fort Lauderdale, FL

UnscoredModerate · 45
$2,999189,000 mi

Comparison: 45 similar vehicles

Fort Lauderdale, FL

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,999232,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2014 Chevrolet Traverse 2LT

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

2014 Chevrolet Traverse 2LT

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999189,000 mi

Fort Lauderdale, FL

2013 Chevrolet Malibu 1SA

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

2013 Chevrolet Malibu 1SA

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999111,700 mi

Fort Lauderdale, FL

2012 GMC Terrain SLE-1

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

2012 GMC Terrain SLE-1

Fort Lauderdale, FL

UnscoredLimited · 6
$2,999179,000 mi

Comparison: 6 similar vehicles

Fort Lauderdale, FL

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Fort Lauderdale, FL

UnscoredInsufficient · 4
$2,999245,505 mi

Comparison: 4 similar vehicles

Fort Lauderdale, FL

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999208,000 mi

Fort Lauderdale, FL

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Fort Lauderdale, FL

UnscoredModerate · 28
$2,999246,000 mi

Comparison: 28 similar vehicles

Fort Lauderdale, FL

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Fort Lauderdale, FL

UnscoredInsufficient · 4
$2,999172,000 mi

Comparison: 4 similar vehicles

Fort Lauderdale, FL

2009 INFINITI EX 35 Journey

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

2009 INFINITI EX 35 Journey

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999155,000 mi

Fort Lauderdale, FL

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999204,000 mi

Fort Lauderdale, FL

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999268,000 mi

Fort Lauderdale, FL

2008 Nissan Altima Hybrid

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

2008 Nissan Altima Hybrid

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999166,000 mi

Fort Lauderdale, FL

2008 Subaru Outback R L.L. Bean

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

2008 Subaru Outback R L.L. Bean

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999216,000 mi

Fort Lauderdale, FL

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999155,000 mi

Fort Lauderdale, FL

2006 Jeep Commander Limited

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

2006 Jeep Commander Limited

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,999145,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2006 Lincoln Town Car Signature Limited

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

2006 Lincoln Town Car Signature Limited

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,999242,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2006 BMW Z4 3.0i

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

2006 BMW Z4 3.0i

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999149,000 mi

Fort Lauderdale, FL

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,99998,900 mi

Fort Lauderdale, FL

2004 Toyota Avalon XLS

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

2004 Toyota Avalon XLS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999346,000 mi

Fort Lauderdale, FL

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999162,000 mi

Fort Lauderdale, FL

2004 Nissan Pathfinder LE Platinum

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

2004 Nissan Pathfinder LE Platinum

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999170,000 mi

Fort Lauderdale, FL

2004 Jaguar XJ Series XJ8

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

2004 Jaguar XJ Series XJ8

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,999172,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Fort Lauderdale, FL

UnscoredLimited · 6
$2,999286,000 mi

Comparison: 6 similar vehicles

Fort Lauderdale, FL

2003 Volkswagen New Beetle GL

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

2003 Volkswagen New Beetle GL

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999166,000 mi

Fort Lauderdale, FL

2003 Honda Element EX

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

2003 Honda Element EX

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999263,000 mi

Fort Lauderdale, FL

2002 Suzuki Vitara JLX

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

2002 Suzuki Vitara JLX

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999204,000 mi

Fort Lauderdale, FL

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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