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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

29,013 listings found

2009 Lincoln MKS

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

2009 Lincoln MKS

Fort Myers, FL

UnscoredInsufficient · 0
$1,499Mileage not verified

Fort Myers, FL

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

LaBelle, FL

UnscoredInsufficient · 0
$1,552173,207 mi

LaBelle, FL

1997 Cadillac DeVille

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

1997 Cadillac DeVille

LaBelle, FL

UnscoredInsufficient · 0
$1,56899,554 mi

LaBelle, FL

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

North Fort Myers, FL

UnscoredInsufficient · 0
$1,600170,000 mi

North Fort Myers, FL

1991 Lexus LS

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

1991 Lexus LS

Fort Myers, FL

UnscoredInsufficient · 0
$1,725117,958 mi

Fort Myers, FL

2000 Mercedes-Benz C-Class C230 Kompressor

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

2000 Mercedes-Benz C-Class C230 Kompressor

Fort Myers, FL

UnscoredInsufficient · 0
$1,895103,925 mi

Fort Myers, FL

2005 Pontiac Grand Prix

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

2005 Pontiac Grand Prix

Naples, FL

UnscoredInsufficient · 0
$1,900Mileage not verified

Naples, FL

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Fort Myers, FL

UnscoredModerate · 42
$1,960241,773 mi

Comparison: 42 similar vehicles

Fort Myers, FL

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Fort Myers, FL

UnscoredLimited · 9
$1,960286,490 mi

Comparison: 9 similar vehicles

Fort Myers, FL

2005 Honda Odyssey Touring

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

2005 Honda Odyssey Touring

Fort Myers, FL

UnscoredInsufficient · 0
$1,960178,067 mi

Fort Myers, FL

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Fort Myers, FL

UnscoredInsufficient · 0
$1,960222,302 mi

Fort Myers, FL

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Naples, FL

UnscoredModerate · 43
$1,995225,980 mi

Comparison: 43 similar vehicles

Naples, FL

2001 Dodge Caravan SE

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

2001 Dodge Caravan SE

Naples, FL

UnscoredInsufficient · 0
$1,995177,239 mi

Naples, FL

2010 Volvo S80 3.2

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

2010 Volvo S80 3.2

Fort Myers, FL

UnscoredInsufficient · 4
$2,000192,296 mi

Comparison: 4 similar vehicles

Fort Myers, FL

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Fort Myers, FL

UnscoredInsufficient · 4
$2,000185,269 mi

Comparison: 4 similar vehicles

Fort Myers, FL

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Fort Myers, FL

UnscoredInsufficient · 4
$2,099178,240 mi

Comparison: 4 similar vehicles

Fort Myers, FL

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Fort Myers, FL

UnscoredInsufficient · 0
$2,099163,275 mi

Fort Myers, FL

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Lehigh Acres, FL

UnscoredLimited · 11
$2,252178,061 mi

Comparison: 11 similar vehicles

Lehigh Acres, FL

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

LaBelle, FL

UnscoredInsufficient · 0
$2,352205,120 mi

LaBelle, FL

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Lehigh Acres, FL

UnscoredInsufficient · 0
$2,484137,537 mi

Lehigh Acres, FL

2017 Ford Escape SE

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

2017 Ford Escape SE

Fort Myers, FL

UnscoredLimited · 8
$2,500170,555 mi

Comparison: 8 similar vehicles

Fort Myers, FL

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Port Charlotte, FL

UnscoredLimited · 14
$2,500246,303 mi

Comparison: 14 similar vehicles

Port Charlotte, FL

No Photo

2013 Honda Odyssey EX-L

Fort Myers, FL

UnscoredLimited · 15
$2,500Mileage not verified

Comparison: 15 similar vehicles

Fort Myers, FL

2009 Ford Focus SE

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

2009 Ford Focus SE

Port Charlotte, FL

UnscoredInsufficient · 0
$2,500138,619 mi

Port Charlotte, FL

2008 Chrysler 300 LX

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

2008 Chrysler 300 LX

Fort Myers, FL

Salvage title
$2,500129,844 mi

Fort Myers, FL

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Fort Myers, FL

UnscoredLimited · 5
$2,500300,000 mi

Comparison: 5 similar vehicles

Fort Myers, FL

2004 Dodge Durango ST

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

2004 Dodge Durango ST

LaBelle, FL

UnscoredInsufficient · 0
$2,500200,000 mi

LaBelle, FL

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Estero, FL

UnscoredInsufficient · 0
$2,500159,334 mi

Estero, FL

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

LaBelle, FL

UnscoredLimited · 5
$2,552163,231 mi

Comparison: 5 similar vehicles

LaBelle, FL

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

LaBelle, FL

UnscoredInsufficient · 0
$2,552250,929 mi

LaBelle, FL

2007 Toyota Camry CE

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

2007 Toyota Camry CE

North Fort Myers, FL

UnscoredLimited · 10
$2,599263,819 mi

Comparison: 10 similar vehicles

North Fort Myers, FL

2011 Dodge Caliber Mainstreet

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

2011 Dodge Caliber Mainstreet

Naples, FL

UnscoredInsufficient · 3
$2,650159,000 mi

Comparison: 3 similar vehicles

Naples, FL

2008 Audi A6 Base

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

2008 Audi A6 Base

Bonita Springs, FL

UnscoredInsufficient · 0
$2,685190,262 mi

Bonita Springs, FL

2007 Hyundai Entourage GLS

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

2007 Hyundai Entourage GLS

Bonita Springs, FL

UnscoredInsufficient · 3
$2,799162,525 mi

Comparison: 3 similar vehicles

Bonita Springs, FL

2000 Toyota Camry Solara Base

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

2000 Toyota Camry Solara Base

Fort Myers, FL

UnscoredInsufficient · 0
$2,800128,909 mi

Fort Myers, FL

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

LaBelle, FL

UnscoredLimited · 13
$2,852143,832 mi

Comparison: 13 similar vehicles

LaBelle, FL

2007 Chevrolet Monte Carlo LT

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

2007 Chevrolet Monte Carlo LT

Lehigh Acres, FL

UnscoredInsufficient · 0
$2,884150,891 mi

Lehigh Acres, FL

2014 Kia Forte EX

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

2014 Kia Forte EX

Fort Myers, FL

UnscoredLimited · 14
$2,895162,076 mi

Comparison: 14 similar vehicles

Fort Myers, FL

2014 Ford Escape S

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

2014 Ford Escape S

Port Charlotte, FL

UnscoredLimited · 5
$2,900230,120 mi

Comparison: 5 similar vehicles

Port Charlotte, FL

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Fort Myers, FL

UnscoredLimited · 9
$2,940283,960 mi

Comparison: 9 similar vehicles

Fort Myers, FL

2002 Mazda MPV LX

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

2002 Mazda MPV LX

Fort Myers, FL

UnscoredInsufficient · 0
$2,940117,053 mi

Fort Myers, FL

2001 Lexus LS 430

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

2001 Lexus LS 430

Fort Myers, FL

UnscoredInsufficient · 0
$2,940126,357 mi

Fort Myers, FL

2014 Kia Sorento EX

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

2014 Kia Sorento EX

LaBelle, FL

UnscoredModerate · 27
$2,968194,064 mi

Comparison: 27 similar vehicles

LaBelle, FL

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Naples, FL

UnscoredLimited · 5
$2,995216,107 mi

Comparison: 5 similar vehicles

Naples, FL

2016 Kia Soul +

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

2016 Kia Soul +

Fort Myers, FL

UnscoredRobust · 50
$2,995220,023 mi

Comparison: 50 similar vehicles

Fort Myers, FL

No Photo

2010 Volvo XC60 3.2

Fort Myers, FL

UnscoredInsufficient · 0
$2,995247,325 mi

Fort Myers, FL

2009 GMC Yukon SLT1

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

2009 GMC Yukon SLT1

Naples, FL

UnscoredInsufficient · 0
$2,995191,065 mi

Naples, FL

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

North Fort Myers, FL

UnscoredLimited · 9
$2,995Mileage not verified

Comparison: 9 similar vehicles

North Fort Myers, FL

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Port Charlotte, FL

UnscoredLimited · 11
$2,995142,000 mi

Comparison: 11 similar vehicles

Port Charlotte, FL

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Bonita Springs, FL

UnscoredInsufficient · 0
$2,995195,939 mi

Bonita Springs, FL

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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