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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

2,140 listings found

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

Marianna, FL

UnscoredInsufficient · 0
$3,199212,519 mi

Marianna, FL

2001 Jeep Grand Cherokee LAREDO

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

2001 Jeep Grand Cherokee LAREDO

Chipley, FL

UnscoredInsufficient · 0
$3,995208,881 mi

Chipley, 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

UnscoredModerate · 30
$3,997187,594 mi

Comparison: 30 similar vehicles

Panama City, FL

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Fountain, FL

UnscoredInsufficient · 0
$4,000150,000 mi

Fountain, FL

2011 Dodge Nitro SE

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

2011 Dodge Nitro SE

Fountain, FL

UnscoredInsufficient · 0
$4,000168,224 mi

Fountain, FL

2010 Dodge Nitro Heat

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

2010 Dodge Nitro Heat

Fountain, FL

UnscoredInsufficient · 0
$4,000147,776 mi

Fountain, FL

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Marianna, FL

UnscoredInsufficient · 0
$4,099266,869 mi

Marianna, 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

2012 Nissan JUKE S

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

2012 Nissan JUKE S

Bonifay, FL

UnscoredInsufficient · 0
$4,500153,199 mi

Bonifay, 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

No Photo

2012 Ford Escape XLS

Panama City, FL

UnscoredInsufficient · 0
$4,987157,606 mi

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
$4,999225,000 mi

Panama City, FL

2013 GMC Terrain SLT-1

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

2013 GMC Terrain SLT-1

Fountain, FL

UnscoredInsufficient · 0
$5,000133,905 mi

Fountain, FL

No Photo

2014 Subaru Forester i

Panama City, FL

UnscoredInsufficient · 0
$5,174197,791 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

UnscoredLimited · 10
$5,474230,732 mi

Comparison: 10 similar vehicles

Panama City, FL

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Panama City Beach, FL

UnscoredLimited · 14
$5,490128,785 mi

Comparison: 14 similar vehicles

Panama City Beach, FL

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Panama City, FL

Salvage title
$5,495163,000 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
$5,500256,000 mi

Panama City, FL

2011 GMC Yukon SLT

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

2011 GMC Yukon SLT

Panama City, FL

UnscoredInsufficient · 3
$5,900233,345 mi

Comparison: 3 similar vehicles

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

2006 Toyota RAV4 Base

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

2006 Toyota RAV4 Base

Panama City Beach, FL

UnscoredInsufficient · 0
$5,990207,527 mi

Panama City Beach, 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

UnscoredLimited · 5
$5,999159,000 mi

Comparison: 5 similar vehicles

Panama City, FL

2010 Toyota Highlander Base

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

2010 Toyota Highlander Base

Panama City Beach, FL

UnscoredInsufficient · 3
$5,999239,052 mi

Comparison: 3 similar vehicles

Panama City Beach, FL

2014 GMC Acadia SLE2

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

2014 GMC Acadia SLE2

Fountain, FL

UnscoredInsufficient · 4
$6,000171,603 mi

Comparison: 4 similar vehicles

Fountain, FL

2013 Ford Edge SE

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

2013 Ford Edge SE

Fountain, FL

UnscoredLimited · 15
$6,000130,546 mi

Comparison: 15 similar vehicles

Fountain, FL

2012 Dodge Journey SE

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

2012 Dodge Journey SE

Fountain, FL

UnscoredInsufficient · 0
$6,00093,039 mi

Fountain, FL

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Fountain, FL

UnscoredLimited · 6
$6,000155,656 mi

Comparison: 6 similar vehicles

Fountain, FL

2013 Nissan Murano S

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

2013 Nissan Murano S

Panama City, FL

UnscoredInsufficient · 0
$6,135157,175 mi

Panama City, FL

2006 Honda CR-V EX

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

2006 Honda CR-V EX

Panama City, FL

UnscoredInsufficient · 0
$6,199194,550 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

UnscoredInsufficient · 3
$6,228161,767 mi

Comparison: 3 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

2015 Honda Pilot EX-L

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

2015 Honda Pilot EX-L

Marianna, FL

UnscoredLimited · 10
$6,298281,141 mi

Comparison: 10 similar vehicles

Marianna, FL

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Marianna, FL

UnscoredLimited · 17
$6,338249,955 mi

Comparison: 17 similar vehicles

Marianna, 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

UnscoredModerate · 43
$6,495208,742 mi

Comparison: 43 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

UnscoredModerate · 20
$6,495176,328 mi

Comparison: 20 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

2016 Jeep Cherokee Sport

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

2016 Jeep Cherokee Sport

Fountain, FL

UnscoredLimited · 16
$6,500122,855 mi

Comparison: 16 similar vehicles

Fountain, FL

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Panama City, FL

UnscoredInsufficient · 4
$6,500141,000 mi

Comparison: 4 similar vehicles

Panama City, FL

2014 GMC Terrain SLT-1

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

2014 GMC Terrain SLT-1

Panama City, FL

UnscoredInsufficient · 3
$6,500112,000 mi

Comparison: 3 similar vehicles

Panama City, FL

No Photo

2015 Jeep Cherokee Latitude

Panama City, FL

UnscoredLimited · 7
$6,513181,305 mi

Comparison: 7 similar vehicles

Panama City, FL

No Photo

2011 Chevrolet Equinox LTZ

Panama City, FL

OverpricedLimited · 12
$6,589135,296 mi

Market: $3,798 – $3,873

Comparison: 12 similar vehicles

Priced ~70% above the typical market range for similar vehicles (based on current market benchmarks)

Panama City, FL

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Panama City, FL

UnscoredInsufficient · 0
$6,699198,377 mi

Panama City, FL

No Photo

2012 Chevrolet Equinox LTZ

Panama City, FL

UnscoredInsufficient · 0
$6,700157,213 mi

Panama City, FL

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Panama City, FL

UnscoredLimited · 6
$6,900Mileage not verified

Comparison: 6 similar vehicles

Panama City, FL

2018 Ford Escape SE

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

2018 Ford Escape SE

Panama City, FL

Fair PriceModerate · 41
$6,99583,000 mi

Market: $4,500 – $13,999

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Panama City, FL

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Panama City, FL

UnscoredLimited · 14
$6,995167,732 mi

Comparison: 14 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 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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