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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

18,649 listings found

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Clarksville, IN

UnscoredLimited · 6
$2,256228,731 mi

Comparison: 6 similar vehicles

Clarksville, IN

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Florence, KY

UnscoredInsufficient · 0
$2,399156,056 mi

Florence, KY

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Cincinnati, OH

UnscoredInsufficient · 3
$2,400157,469 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Sparta, KY

UnscoredModerate · 23
$2,450170,785 mi

Comparison: 23 similar vehicles

Sparta, KY

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Cincinnati, OH

UnscoredLimited · 6
$2,500284,163 mi

Comparison: 6 similar vehicles

Cincinnati, OH

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Frankfort, KY

UnscoredInsufficient · 0
$2,888162,000 mi

Frankfort, KY

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

Georgetown, KY

UnscoredRobust · 75
$2,900170,443 mi

Comparison: 75 similar vehicles

Georgetown, KY

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Georgetown, KY

UnscoredRobust · 65
$2,900191,981 mi

Comparison: 65 similar vehicles

Georgetown, KY

2007 Toyota RAV4 Sport

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

2007 Toyota RAV4 Sport

Sparta, KY

UnscoredInsufficient · 0
$2,950Mileage not verified

Sparta, KY

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Cincinnati, OH

UnscoredLimited · 7
$2,980129,736 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2008 Mazda CX-7 Touring

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

2008 Mazda CX-7 Touring

Cleves, OH

UnscoredInsufficient · 0
$2,995141,081 mi

Cleves, OH

1998 Mercury Mountaineer Base

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

1998 Mercury Mountaineer Base

Frankfort, KY

UnscoredInsufficient · 0
$2,995247,410 mi

Frankfort, KY

2015 Nissan Pathfinder S

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

2015 Nissan Pathfinder S

Florence, KY

UnscoredLimited · 12
$2,999209,673 mi

Comparison: 12 similar vehicles

Florence, KY

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Sellersburg, IN

UnscoredInsufficient · 4
$3,350161,938 mi

Comparison: 4 similar vehicles

Sellersburg, IN

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Sellersburg, IN

UnscoredInsufficient · 4
$3,495219,736 mi

Comparison: 4 similar vehicles

Sellersburg, IN

2011 Mitsubishi Outlander Sport SE

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

2011 Mitsubishi Outlander Sport SE

Sellersburg, IN

UnscoredInsufficient · 0
$3,495134,504 mi

Sellersburg, IN

2005 Volvo XC90 Base

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

2005 Volvo XC90 Base

Sellersburg, IN

UnscoredInsufficient · 0
$3,495155,290 mi

Sellersburg, IN

2015 Ford Escape SE

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

2015 Ford Escape SE

Sellersburg, IN

UnscoredRobust · 65
$3,496200,231 mi

Comparison: 65 similar vehicles

Sellersburg, IN

2013 Kia Sorento SX

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

2013 Kia Sorento SX

Sellersburg, IN

UnscoredInsufficient · 0
$3,496230,000 mi

Sellersburg, IN

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Sellersburg, IN

UnscoredModerate · 26
$3,496217,718 mi

Comparison: 26 similar vehicles

Sellersburg, IN

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Sellersburg, IN

UnscoredInsufficient · 0
$3,496176,885 mi

Sellersburg, IN

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Aurora, IN

UnscoredInsufficient · 0
$3,499Mileage not verified

Aurora, IN

1998 Jeep Grand Cherokee LIMITED

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

1998 Jeep Grand Cherokee LIMITED

Frankfort, KY

UnscoredInsufficient · 0
$3,499178,033 mi

Frankfort, KY

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Louisville, KY

UnscoredLimited · 5
$3,500184,000 mi

Comparison: 5 similar vehicles

Louisville, KY

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Cincinnati, OH

UnscoredModerate · 38
$3,600193,553 mi

Comparison: 38 similar vehicles

Cincinnati, OH

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Jeffersonville, IN

UnscoredLimited · 5
$3,600194,751 mi

Comparison: 5 similar vehicles

Jeffersonville, IN

2014 Jeep Patriot Limited

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

2014 Jeep Patriot Limited

Cincinnati, OH

UnscoredInsufficient · 3
$3,750181,567 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2014 Buick Enclave Premium

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

2014 Buick Enclave Premium

New Albany, IN

UnscoredLimited · 9
$3,800219,340 mi

Comparison: 9 similar vehicles

New Albany, IN

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Walton, KY

UnscoredLimited · 12
$3,800177,073 mi

Comparison: 12 similar vehicles

Walton, KY

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Cincinnati, OH

Fair PriceLimited · 14
$3,800114,807 mi

Market: $3,800 – $9,092

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Cincinnati, OH

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Jeffersonville, IN

Fair PriceModerate · 33
$3,900Mileage not verified

Market: $2,500 – $15,999

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

Jeffersonville, IN

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Jeffersonville, IN

UnscoredRobust · 67
$3,900179,717 mi

Comparison: 67 similar vehicles

Jeffersonville, IN

2014 Ford Escape S

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

2014 Ford Escape S

Jeffersonville, IN

UnscoredLimited · 6
$3,900192,480 mi

Comparison: 6 similar vehicles

Jeffersonville, IN

2014 Ford Escape S

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

2014 Ford Escape S

Cincinnati, OH

UnscoredModerate · 26
$3,900151,495 mi

Comparison: 26 similar vehicles

Cincinnati, OH

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Jeffersonville, IN

UnscoredInsufficient · 3
$3,900192,130 mi

Comparison: 3 similar vehicles

Jeffersonville, IN

2013 Kia Sorento SX

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

2013 Kia Sorento SX

Cincinnati, OH

UnscoredInsufficient · 0
$3,900166,786 mi

Cincinnati, OH

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Cincinnati, OH

UnscoredInsufficient · 3
$3,900171,924 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Hanover, IN

UnscoredModerate · 22
$3,900186,639 mi

Comparison: 22 similar vehicles

Hanover, IN

2011 Hyundai Santa Fe Limited

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

2011 Hyundai Santa Fe Limited

Jeffersonville, IN

UnscoredLimited · 12
$3,900277,230 mi

Comparison: 12 similar vehicles

Jeffersonville, IN

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Georgetown, KY

UnscoredLimited · 11
$3,900143,544 mi

Comparison: 11 similar vehicles

Georgetown, KY

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Cincinnati, OH

UnscoredLimited · 10
$3,900181,914 mi

Comparison: 10 similar vehicles

Cincinnati, OH

2007 Saturn VUE 3.5L

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

2007 Saturn VUE 3.5L

Cincinnati, OH

UnscoredInsufficient · 0
$3,900211,473 mi

Cincinnati, OH

2003 GMC Envoy SLE

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

2003 GMC Envoy SLE

Crestwood, KY

UnscoredInsufficient · 0
$3,900149,887 mi

Crestwood, KY

2002 Acura MDX Touring Package

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

2002 Acura MDX Touring Package

Cincinnati, OH

UnscoredInsufficient · 0
$3,900144,071 mi

Cincinnati, OH

2017 Buick Encore Sport Touring

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

2017 Buick Encore Sport Touring

Eminence, KY

UnscoredLimited · 5
$3,935195,729 mi

Comparison: 5 similar vehicles

Eminence, KY

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Louisville, KY

UnscoredInsufficient · 0
$3,950281,805 mi

Louisville, KY

2016 GMC Terrain SLE-1

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

2016 GMC Terrain SLE-1

Cincinnati, OH

UnscoredLimited · 9
$3,980149,347 mi

Comparison: 9 similar vehicles

Cincinnati, OH

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Cincinnati, OH

UnscoredLimited · 12
$3,980151,695 mi

Comparison: 12 similar vehicles

Cincinnati, OH

2009 Nissan Murano LE

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

2009 Nissan Murano LE

Cincinnati, OH

UnscoredInsufficient · 0
$3,980130,787 mi

Cincinnati, OH

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Sellersburg, IN

UnscoredLimited · 7
$3,995208,487 mi

Comparison: 7 similar vehicles

Sellersburg, IN

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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