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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 6, 2026

7.1M+

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

3,376 listings found

2009 Dodge Grand Caravan SE

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

2009 Dodge Grand Caravan SE

Panama City, FL

UnscoredInsufficient · 0
$2,997170,483 mi

Panama City, FL

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Panama City, FL

Unscored
$3,997187,594 mi

Comparison: 10 similar vehicles

Panama City, FL

2011 Chevrolet Express Cargo Work Van

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

2011 Chevrolet Express Cargo Work Van

Panama City, FL

UnscoredInsufficient · 0
$4,000239,864 mi

Panama City, FL

2002 Honda Civic LX

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

2002 Honda Civic LX

Panama City, FL

UnscoredInsufficient · 0
$4,499130,450 mi

Panama City, FL

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Panama City, FL

UnscoredInsufficient · 3
$4,499278,421 mi

Comparison: 3 similar vehicles

Panama City, FL

2010 Mercedes-Benz C-Class C300 Luxury

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

2010 Mercedes-Benz C-Class C300 Luxury

Panama City, FL

UnscoredInsufficient · 0
$4,899168,000 mi

Panama City, FL

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

Panama City, FL

UnscoredInsufficient · 0
$4,900140,000 mi

Panama City, FL

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Panama City, FL

Unscored
$4,900219,697 mi

Comparison: 13 similar vehicles

Panama City, FL

2008 Toyota Matrix Standard

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

2008 Toyota Matrix Standard

Panama City, FL

UnscoredInsufficient · 0
$4,900172,509 mi

Panama City, FL

No Photo

2012 Ford Escape XLS

Panama City, FL

UnscoredInsufficient · 0
$4,987157,606 mi

Panama City, FL

2018 Kia RIO LX

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

2018 Kia RIO LX

Panama City, FL

UnscoredInsufficient · 3
$4,995151,837 mi

Comparison: 3 similar vehicles

Panama City, FL

2013 Kia Rio LX

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

2013 Kia Rio LX

Panama City, FL

UnscoredInsufficient · 0
$4,995148,865 mi

Panama City, FL

2012 Ford Focus SE

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

2012 Ford Focus SE

Panama City, FL

UnscoredInsufficient · 0
$4,995112,479 mi

Panama City, FL

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Panama City, FL

UnscoredInsufficient · 0
$4,99799,400 mi

Panama City, FL

2015 Nissan Altima S

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

2015 Nissan Altima S

Panama City, FL

UnscoredInsufficient · 3
$4,999130,000 mi

Comparison: 3 similar vehicles

Panama City, FL

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Panama City, FL

UnscoredInsufficient · 0
$4,999236,158 mi

Panama City, FL

2005 Cadillac Escalade ESV Base

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

2005 Cadillac Escalade ESV Base

Panama City, FL

UnscoredInsufficient · 0
$4,999256,000 mi

Panama City, FL

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Panama City, FL

UnscoredInsufficient · 0
$4,999234,570 mi

Panama City, FL

No Photo

2014 Subaru Forester i

Panama City, FL

UnscoredInsufficient · 0
$5,174197,791 mi

Panama City, FL

No Photo

2007 Ford Econoline Van Commercial

Panama City, FL

UnscoredInsufficient · 0
$5,273267,431 mi

Panama City, FL

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Panama City, FL

Unscored
$5,474230,732 mi

Comparison: 10 similar vehicles

Panama City, FL

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Panama City, FL

UnscoredInsufficient · 0
$5,495183,825 mi

Panama City, FL

2013 Dodge Dart Aero

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

2013 Dodge Dart Aero

Panama City, FL

UnscoredInsufficient · 0
$5,500110,723 mi

Panama City, FL

2011 Mazda MAZDA6 i Touring

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

2011 Mazda MAZDA6 i Touring

Panama City, FL

UnscoredInsufficient · 0
$5,500169,000 mi

Panama City, FL

2016 Hyundai Elantra Limited

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

2016 Hyundai Elantra Limited

Panama City, FL

UnscoredInsufficient · 0
$5,900149,000 mi

Panama City, FL

2012 GMC Terrain SLT-1

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

2012 GMC Terrain SLT-1

Panama City, FL

UnscoredInsufficient · 0
$5,975172,373 mi

Panama City, FL

2010 Nissan Murano LE

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

2010 Nissan Murano LE

Panama City, FL

UnscoredInsufficient · 0
$5,990169,958 mi

Panama City, FL

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Panama City, FL

UnscoredInsufficient · 4
$5,991231,748 mi

Comparison: 4 similar vehicles

Panama City, FL

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Panama City, FL

Unscored
$5,995127,746 mi

Comparison: 10 similar vehicles

Panama City, FL

2014 Nissan JUKE S

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

2014 Nissan JUKE S

Panama City, FL

UnscoredInsufficient · 0
$5,995181,288 mi

Panama City, FL

2007 Buick Rainier CXL

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

2007 Buick Rainier CXL

Panama City, FL

UnscoredInsufficient · 0
$5,995161,000 mi

Panama City, FL

2015 Cadillac SRX Luxury Collection

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

2015 Cadillac SRX Luxury Collection

Panama City, FL

Unscored
$5,999159,000 mi

Comparison: 7 similar vehicles

Panama City, FL

2014 Volkswagen Golf Base

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

2014 Volkswagen Golf Base

Panama City, FL

UnscoredInsufficient · 0
$5,999143,459 mi

Panama City, FL

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Panama City, FL

Unscored
$5,999230,000 mi

Comparison: 5 similar vehicles

Panama City, FL

2001 Ford Mustang Standard

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

2001 Ford Mustang Standard

Panama City, FL

UnscoredInsufficient · 0
$6,199156,200 mi

Panama City, FL

1998 Toyota Rav4 Base

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

1998 Toyota Rav4 Base

Panama City, FL

UnscoredInsufficient · 0
$6,199169,839 mi

Panama City, FL

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Panama City, FL

Unscored
$6,228161,767 mi

Comparison: 5 similar vehicles

Panama City, FL

2010 Chevrolet Equinox LTZ

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

2010 Chevrolet Equinox LTZ

Panama City, FL

UnscoredInsufficient · 0
$6,260152,219 mi

Panama City, FL

2014 Nissan Altima S

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

2014 Nissan Altima S

Panama City, FL

Unscored
$6,299155,756 mi

Comparison: 12 similar vehicles

Panama City, FL

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Panama City, FL

Unscored
$6,299175,000 mi

Comparison: 36 similar vehicles

Panama City, FL

2015 Kia Forte EX

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

2015 Kia Forte EX

Panama City, FL

Unscored
$6,400125,000 mi

Comparison: 14 similar vehicles

Panama City, FL

2017 Ford Escape SE

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

2017 Ford Escape SE

Panama City, FL

Unscored
$6,495208,742 mi

Comparison: 32 similar vehicles

Panama City, FL

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Panama City, FL

Unscored
$6,495176,328 mi

Comparison: 15 similar vehicles

Panama City, FL

2011 Ford Fusion Hybrid

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

2011 Ford Fusion Hybrid

Panama City, FL

UnscoredInsufficient · 0
$6,495139,398 mi

Panama City, FL

2017 Nissan Altima S

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

2017 Nissan Altima S

Panama City, FL

Unscored
$6,499145,000 mi

Comparison: 23 similar vehicles

Panama City, FL

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Panama City, FL

UnscoredInsufficient · 0
$6,49999,359 mi

Panama City, FL

2009 Ford Focus SE

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

2009 Ford Focus SE

Panama City, FL

UnscoredInsufficient · 0
$6,499117,600 mi

Panama City, FL

2008 Toyota Camry XLE

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

2008 Toyota Camry XLE

Panama City, FL

Unscored
$6,499225,450 mi

Comparison: 6 similar vehicles

Panama City, FL

2017 Nissan Sentra SV

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

2017 Nissan Sentra SV

Panama City, FL

Unscored
$6,500127,408 mi

Comparison: 15 similar vehicles

Panama City, FL

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Panama City, FL

Unscored
$6,500145,902 mi

Comparison: 7 similar vehicles

Panama City, 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 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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