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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

21,579 listings found

2005 Honda Pilot EX

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

2005 Honda Pilot EX

White Bluff, TN

UnscoredLimited · 7
$1,995Mileage not verified

Comparison: 7 similar vehicles

White Bluff, TN

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Nashville, TN

UnscoredLimited · 7
$2,500238,842 mi

Comparison: 7 similar vehicles

Nashville, TN

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Nashville, TN

UnscoredInsufficient · 3
$2,500154,549 mi

Comparison: 3 similar vehicles

Nashville, TN

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Nashville, TN

UnscoredModerate · 23
$2,500272,420 mi

Comparison: 23 similar vehicles

Nashville, TN

2014 Nissan Pathfinder S

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

2014 Nissan Pathfinder S

Nashville, TN

UnscoredLimited · 12
$2,500153,883 mi

Comparison: 12 similar vehicles

Nashville, TN

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Nashville, TN

UnscoredLimited · 5
$2,500227,793 mi

Comparison: 5 similar vehicles

Nashville, TN

2010 Mercedes-Benz GL-Class GL450

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

2010 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredLimited · 5
$2,500228,278 mi

Comparison: 5 similar vehicles

Nashville, TN

No Photo

2009 Volkswagen Tiguan SEL

Dickson, TN

UnscoredInsufficient · 0
$2,500202,256 mi

Dickson, TN

2008 Nissan Xterra S

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

2008 Nissan Xterra S

Smyrna, TN

UnscoredInsufficient · 0
$2,500204,348 mi

Smyrna, TN

2007 Mercedes-Benz GL-Class GL450

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

2007 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredLimited · 12
$2,500172,611 mi

Comparison: 12 similar vehicles

Nashville, TN

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Nashville, TN

UnscoredLimited · 6
$2,800169,961 mi

Comparison: 6 similar vehicles

Nashville, TN

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Nashville, TN

UnscoredLimited · 11
$2,849246,810 mi

Comparison: 11 similar vehicles

Nashville, TN

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Murfreesboro, TN

UnscoredInsufficient · 4
$2,900208,438 mi

Comparison: 4 similar vehicles

Murfreesboro, TN

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Nashville, TN

UnscoredInsufficient · 3
$2,900160,000 mi

Comparison: 3 similar vehicles

Nashville, TN

2010 Mercedes-Benz GL-Class GL450

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

2010 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredLimited · 5
$2,900209,353 mi

Comparison: 5 similar vehicles

Nashville, TN

2009 Ford Explorer XLT

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

2009 Ford Explorer XLT

Clarksville, TN

UnscoredInsufficient · 0
$2,900251,378 mi

Clarksville, TN

2009 Mercedes-Benz GL-Class GL450

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

2009 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredInsufficient · 0
$2,900181,703 mi

Nashville, TN

2008 Mercedes-Benz GL-Class GL450

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

2008 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredInsufficient · 0
$2,900230,646 mi

Nashville, TN

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Murfreesboro, TN

UnscoredInsufficient · 0
$2,995207,704 mi

Murfreesboro, TN

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Bowling Green, KY

UnscoredInsufficient · 0
$2,999353,886 mi

Bowling Green, KY

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Goodlettsville, TN

UnscoredLimited · 6
$3,000159,740 mi

Comparison: 6 similar vehicles

Goodlettsville, TN

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Nashville, TN

UnscoredLimited · 6
$3,000147,151 mi

Comparison: 6 similar vehicles

Nashville, TN

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Nashville, TN

UnscoredLimited · 9
$3,000147,185 mi

Comparison: 9 similar vehicles

Nashville, TN

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Clarksville, TN

UnscoredInsufficient · 4
$3,000226,213 mi

Comparison: 4 similar vehicles

Clarksville, TN

2017 Nissan Pathfinder SV

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

2017 Nissan Pathfinder SV

Murfreesboro, TN

UnscoredModerate · 39
$3,200158,445 mi

Comparison: 39 similar vehicles

Murfreesboro, TN

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Clarksville, TN

UnscoredLimited · 5
$3,200211,463 mi

Comparison: 5 similar vehicles

Clarksville, TN

2004 Honda Pilot LX

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

2004 Honda Pilot LX

Nashville, TN

UnscoredInsufficient · 0
$3,495304,820 mi

Nashville, TN

2017 Land Rover Discovery Sport HSE

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

2017 Land Rover Discovery Sport HSE

Nashville, TN

UnscoredLimited · 6
$3,500188,000 mi

Comparison: 6 similar vehicles

Nashville, TN

2017 Volkswagen Tiguan Sport

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

2017 Volkswagen Tiguan Sport

Nashville, TN

UnscoredInsufficient · 4
$3,500166,768 mi

Comparison: 4 similar vehicles

Nashville, TN

2016 GMC Acadia Denali

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

2016 GMC Acadia Denali

Nashville, TN

UnscoredInsufficient · 4
$3,500225,253 mi

Comparison: 4 similar vehicles

Nashville, TN

2016 Lincoln MKC Select

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

2016 Lincoln MKC Select

Nashville, TN

UnscoredInsufficient · 0
$3,500134,000 mi

Nashville, TN

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Nashville, TN

UnscoredLimited · 5
$3,500226,108 mi

Comparison: 5 similar vehicles

Nashville, TN

2015 INFINITI QX70 Base

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

2015 INFINITI QX70 Base

Nashville, TN

UnscoredInsufficient · 3
$3,500180,455 mi

Comparison: 3 similar vehicles

Nashville, TN

2015 Audi Q7 Premium Plus

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

2015 Audi Q7 Premium Plus

Nashville, TN

UnscoredInsufficient · 4
$3,500150,000 mi

Comparison: 4 similar vehicles

Nashville, TN

2014 Ford Escape S

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

2014 Ford Escape S

Nashville, TN

UnscoredLimited · 19
$3,500190,000 mi

Comparison: 19 similar vehicles

Nashville, TN

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Murfreesboro, TN

UnscoredLimited · 10
$3,500260,523 mi

Comparison: 10 similar vehicles

Murfreesboro, TN

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Goodlettsville, TN

UnscoredLimited · 10
$3,500191,574 mi

Comparison: 10 similar vehicles

Goodlettsville, TN

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

La Vergne, TN

UnscoredInsufficient · 0
$3,500165,858 mi

La Vergne, TN

2007 INFINITI QX 56

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

2007 INFINITI QX 56

Clarksville, TN

UnscoredInsufficient · 0
$3,500263,509 mi

Clarksville, TN

No Photo

1999 Honda CR-V LX

Nashville, TN

UnscoredInsufficient · 0
$3,500Mileage not verified

Nashville, TN

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Nashville, TN

UnscoredLimited · 9
$3,800148,165 mi

Comparison: 9 similar vehicles

Nashville, TN

2008 Acura MDX Base

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

2008 Acura MDX Base

Nashville, TN

Salvage title
$3,800127,961 mi

Nashville, TN

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Nashville, TN

UnscoredLimited · 7
$3,875247,636 mi

Comparison: 7 similar vehicles

Nashville, TN

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Nashville, TN

UnscoredLimited · 5
$3,900167,743 mi

Comparison: 5 similar vehicles

Nashville, TN

2017 Ford Escape SE

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

2017 Ford Escape SE

Nashville, TN

UnscoredModerate · 20
$3,900130,967 mi

Comparison: 20 similar vehicles

Nashville, TN

2017 Nissan Pathfinder S

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

2017 Nissan Pathfinder S

Nashville, TN

UnscoredLimited · 9
$3,900139,223 mi

Comparison: 9 similar vehicles

Nashville, TN

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Nashville, TN

UnscoredLimited · 6
$3,900204,000 mi

Comparison: 6 similar vehicles

Nashville, TN

2016 Volvo XC60 T5

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

2016 Volvo XC60 T5

Nashville, TN

UnscoredInsufficient · 0
$3,900Mileage not verified

Nashville, TN

2016 Volvo XC60 Premier

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

2016 Volvo XC60 Premier

Nashville, TN

UnscoredLimited · 7
$3,900162,000 mi

Comparison: 7 similar vehicles

Nashville, TN

2014 Chevrolet Captiva Sport 2LS

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

2014 Chevrolet Captiva Sport 2LS

Clarksville, TN

UnscoredLimited · 11
$3,900188,817 mi

Comparison: 11 similar vehicles

Clarksville, TN

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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