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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 · November 8, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

13,557 listings found

2005 Subaru Forester XS

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

2005 Subaru Forester XS

Milton, FL

UnscoredInsufficient · 0
$1,998278,135 mi

Milton, FL

2011 Mazda CX-7 i Sport

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

2011 Mazda CX-7 i Sport

Fort Walton Beach, FL

UnscoredInsufficient · 0
$2,000159,334 mi

Fort Walton Beach, FL

2000 Buick Century CUSTOM

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

2000 Buick Century CUSTOM

Fort Walton Beach, FL

UnscoredInsufficient · 0
$2,200180,000 mi

Fort Walton Beach, FL

2009 Kia Optima LX

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

2009 Kia Optima LX

Milton, FL

UnscoredInsufficient · 0
$2,723205,000 mi

Milton, FL

1999 Honda Civic LX

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

1999 Honda Civic LX

Pensacola, FL

UnscoredInsufficient · 0
$2,850180,745 mi

Pensacola, FL

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Pensacola, FL

UnscoredInsufficient · 0
$2,995115,910 mi

Pensacola, FL

1997 Honda Civic

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

1997 Honda Civic

Fort Walton Beach, FL

UnscoredInsufficient · 0
$2,995169,895 mi

Fort Walton Beach, FL

1992 Buick Roadmaster

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

1992 Buick Roadmaster

Pensacola, FL

UnscoredInsufficient · 0
$2,995204,498 mi

Pensacola, FL

2012 Hyundai Accent SE

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

2012 Hyundai Accent SE

Pensacola, FL

UnscoredInsufficient · 0
$2,999185,729 mi

Pensacola, FL

2008 Nissan Altima S

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

2008 Nissan Altima S

Pensacola, FL

Unscored
$2,999198,120 mi

Comparison: 6 similar vehicles

Pensacola, FL

No Photo

2012 Ford Fusion SEL

Gulf Breeze, FL

Unscored
$3,000Mileage not verified

Comparison: 9 similar vehicles

Gulf Breeze, FL

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Gulf Breeze, FL

UnscoredInsufficient · 0
$3,000276,516 mi

Gulf Breeze, FL

2005 Jeep Liberty Limited

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

2005 Jeep Liberty Limited

Gulf Breeze, FL

UnscoredInsufficient · 3
$3,300258,535 mi

Comparison: 3 similar vehicles

Gulf Breeze, FL

No Photo

2006 Ford Escape XLT

Pensacola, FL

UnscoredInsufficient · 0
$3,495Mileage not verified

Pensacola, FL

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Pensacola, FL

UnscoredInsufficient · 0
$3,500207,000 mi

Pensacola, FL

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Navarre, FL

UnscoredInsufficient · 0
$3,500134,698 mi

Navarre, FL

1998 GMC Sierra SL

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

1998 GMC Sierra SL

Pensacola, FL

UnscoredInsufficient · 0
$3,500197,848 mi

Pensacola, FL

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Pensacola, FL

Unscored
$3,510246,461 mi

Comparison: 27 similar vehicles

Pensacola, FL

No Photo

2014 INFINITI QX60 Base

Pensacola, FL

Unscored
$3,600193,111 mi

Comparison: 14 similar vehicles

Pensacola, FL

2007 Cadillac CTS 2.8

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

2007 Cadillac CTS 2.8

Fort Walton Beach, FL

UnscoredInsufficient · 0
$3,600168,544 mi

Fort Walton Beach, FL

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Pensacola, FL

UnscoredInsufficient · 0
$3,800188,172 mi

Pensacola, FL

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Gulf Breeze, FL

UnscoredInsufficient · 0
$3,800211,002 mi

Gulf Breeze, FL

1998 Toyota Camry CE

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

1998 Toyota Camry CE

Gulf Breeze, FL

UnscoredInsufficient · 0
$3,800175,477 mi

Gulf Breeze, FL

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Pensacola, FL

UnscoredInsufficient · 0
$3,885196,008 mi

Pensacola, FL

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Fort Walton Beach, FL

UnscoredInsufficient · 3
$3,900169,924 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2012 Ford Fiesta S

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

2012 Ford Fiesta S

Fort Walton Beach, FL

UnscoredInsufficient · 0
$3,90094,139 mi

Fort Walton Beach, FL

2010 BMW 5 Series 528i

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

2010 BMW 5 Series 528i

Fort Walton Beach, FL

UnscoredInsufficient · 0
$3,900150,643 mi

Fort Walton Beach, FL

2006 Acura MDX Base

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

2006 Acura MDX Base

Destin, FL

UnscoredInsufficient · 0
$3,990207,441 mi

Destin, FL

2014 Kia Rio LX

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

2014 Kia Rio LX

Pensacola, FL

UnscoredInsufficient · 3
$3,995201,397 mi

Comparison: 3 similar vehicles

Pensacola, FL

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Milton, FL

UnscoredInsufficient · 3
$3,995299,463 mi

Comparison: 3 similar vehicles

Milton, FL

2003 Acura RL Base

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

2003 Acura RL Base

Pensacola, FL

UnscoredInsufficient · 0
$3,995211,452 mi

Pensacola, FL

2006 Scion xB Base

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

2006 Scion xB Base

Pensacola, FL

UnscoredInsufficient · 0
$3,999255,324 mi

Pensacola, FL

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Pensacola, FL

UnscoredInsufficient · 0
$3,999205,693 mi

Pensacola, FL

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Pensacola, FL

UnscoredInsufficient · 0
$3,999325,233 mi

Pensacola, FL

No Photo

2013 Nissan Altima Sedan S

Gulf Breeze, FL

Unscored
$4,000185,112 mi

Comparison: 9 similar vehicles

Gulf Breeze, FL

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Fort Walton Beach, FL

UnscoredInsufficient · 0
$4,000139,750 mi

Fort Walton Beach, FL

2003 INFINITI G35 Base

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

2003 INFINITI G35 Base

Gulf Breeze, FL

UnscoredInsufficient · 0
$4,000178,793 mi

Gulf Breeze, FL

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Gulf Breeze, FL

UnscoredInsufficient · 3
$4,000262,055 mi

Comparison: 3 similar vehicles

Gulf Breeze, FL

No Photo

1998 Toyota Rav4 Base

Gulf Breeze, FL

UnscoredInsufficient · 0
$4,000181,009 mi

Gulf Breeze, FL

1990 Mazda B2200

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

1990 Mazda B2200

Gulf Breeze, FL

UnscoredInsufficient · 0
$4,000132,241 mi

Gulf Breeze, FL

2008 Dodge Grand Caravan SE

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

2008 Dodge Grand Caravan SE

Pensacola, FL

UnscoredInsufficient · 0
$4,150148,223 mi

Pensacola, FL

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Milton, FL

UnscoredInsufficient · 0
$4,200322,084 mi

Milton, FL

No Photo

2003 Toyota Avalon XL

Gulf Breeze, FL

UnscoredInsufficient · 0
$4,200231,596 mi

Gulf Breeze, FL

2006 GMC Envoy SLT

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

2006 GMC Envoy SLT

Pensacola, FL

UnscoredInsufficient · 0
$4,289165,199 mi

Pensacola, 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 Walton Beach, FL

UnscoredInsufficient · 0
$4,300153,825 mi

Fort Walton Beach, FL

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Pensacola, FL

Unscored
$4,495171,202 mi

Comparison: 6 similar vehicles

Pensacola, FL

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Gulf Breeze, FL

Unscored
$4,500114,113 mi

Comparison: 8 similar vehicles

Gulf Breeze, FL

2011 Kia Soul Base

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

2011 Kia Soul Base

Fort Walton Beach, FL

UnscoredInsufficient · 3
$4,500145,783 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2007 Jeep Liberty Limited

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

2007 Jeep Liberty Limited

Pensacola, FL

UnscoredInsufficient · 0
$4,500169,795 mi

Pensacola, FL

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Pensacola, FL

UnscoredInsufficient · 0
$4,500170,897 mi

Pensacola, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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