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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 10, 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

11,031 listings found

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Knoxville, TN

Unscored
$2,547339,558 mi

Comparison: 8 similar vehicles

Knoxville, TN

2006 Toyota 4Runner Limited

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

2006 Toyota 4Runner Limited

Maryville, TN

UnscoredInsufficient · 4
$3,495300,171 mi

Comparison: 4 similar vehicles

Maryville, TN

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Pigeon Forge, TN

UnscoredInsufficient · 0
$3,500182,000 mi

Pigeon Forge, TN

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Knoxville, TN

Unscored
$3,899168,512 mi

Comparison: 34 similar vehicles

Knoxville, TN

1999 Mercedes-Benz M-Class ML320

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

1999 Mercedes-Benz M-Class ML320

Pigeon Forge, TN

UnscoredInsufficient · 0
$3,900172,000 mi

Pigeon Forge, TN

2009 Subaru Forester 2.5X Premium Package

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

2009 Subaru Forester 2.5X Premium Package

Franklin, NC

UnscoredInsufficient · 3
$3,995242,330 mi

Comparison: 3 similar vehicles

Franklin, NC

2008 Saturn Outlook XE

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

2008 Saturn Outlook XE

Knoxville, TN

UnscoredInsufficient · 0
$3,995177,549 mi

Knoxville, TN

2005 Lexus RX 330

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

2005 Lexus RX 330

Sevierville, TN

Unscored
$3,995304,000 mi

Comparison: 24 similar vehicles

Sevierville, TN

2004 Nissan Pathfinder SE

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

2004 Nissan Pathfinder SE

Knoxville, TN

UnscoredInsufficient · 0
$3,995168,830 mi

Knoxville, TN

2001 Chevrolet Tracker LT

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

2001 Chevrolet Tracker LT

Asheville, NC

UnscoredInsufficient · 0
$3,995170,343 mi

Asheville, NC

1998 Subaru Forester PA

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

1998 Subaru Forester PA

Asheville, NC

UnscoredInsufficient · 0
$3,995209,403 mi

Asheville, NC

2010 Honda CR-V EX-L

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

2010 Honda CR-V EX-L

Knoxville, TN

Unscored
$4,098226,559 mi

Comparison: 44 similar vehicles

Knoxville, TN

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Knoxville, TN

Unscored
$4,348224,974 mi

Comparison: 17 similar vehicles

Knoxville, TN

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Knoxville, TN

Unscored
$4,450227,191 mi

Comparison: 6 similar vehicles

Knoxville, TN

2006 Honda CR-V LX

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

2006 Honda CR-V LX

Franklin, NC

Unscored
$4,495179,127 mi

Comparison: 7 similar vehicles

Franklin, NC

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Knoxville, TN

Unscored
$4,675193,514 mi

Comparison: 22 similar vehicles

Knoxville, TN

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Sevierville, TN

UnscoredInsufficient · 3
$4,725228,209 mi

Comparison: 3 similar vehicles

Sevierville, TN

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Knoxville, TN

Unscored
$4,770225,592 mi

Comparison: 15 similar vehicles

Knoxville, TN

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Blairsville, GA

Unscored
$4,900207,476 mi

Comparison: 11 similar vehicles

Blairsville, GA

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Knoxville, TN

UnscoredInsufficient · 0
$4,901176,533 mi

Knoxville, TN

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Knoxville, TN

Great DealRobust · 54
$4,93889,297 mi

Market: $5,995 – $13,590

Comparison: 54 similar vehicles

Competitively priced ~18% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Knoxville, TN

2010 Jeep Liberty Limited

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

2010 Jeep Liberty Limited

Knoxville, TN

Great DealLimited · 10
$4,990105,183 mi

Market: $5,995 – $10,995

Comparison: 10 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 25 days listed (based on current market benchmarks)

Knoxville, TN

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Knoxville, TN

UnscoredInsufficient · 3
$4,995108,236 mi

Comparison: 3 similar vehicles

Knoxville, TN

2012 Cadillac SRX Base

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

2012 Cadillac SRX Base

Knoxville, TN

Unscored
$4,995173,622 mi

Comparison: 5 similar vehicles

Knoxville, TN

2012 Kia Sorento SX

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

2012 Kia Sorento SX

Knoxville, TN

Unscored
$4,995175,651 mi

Comparison: 5 similar vehicles

Knoxville, TN

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Knoxville, TN

Unscored
$4,995150,187 mi

Comparison: 24 similar vehicles

Knoxville, TN

2008 Acura MDX Base

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

2008 Acura MDX Base

Asheville, NC

Unscored
$4,995228,765 mi

Comparison: 7 similar vehicles

Asheville, NC

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Maryville, TN

UnscoredInsufficient · 0
$4,995105,243 mi

Maryville, TN

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Gatlinburg, TN

Unscored
$4,995270,000 mi

Comparison: 13 similar vehicles

Gatlinburg, TN

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Knoxville, TN

UnscoredInsufficient · 0
$4,995171,321 mi

Knoxville, TN

2002 GMC Yukon XL Base

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

2002 GMC Yukon XL Base

Newport, TN

UnscoredInsufficient · 0
$4,995286,862 mi

Newport, TN

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Maryville, TN

UnscoredInsufficient · 3
$4,998152,912 mi

Comparison: 3 similar vehicles

Maryville, TN

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Alcoa, TN

Unscored
$4,999178,213 mi

Comparison: 140 similar vehicles

Alcoa, TN

2008 Nissan Xterra S

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

2008 Nissan Xterra S

Alcoa, TN

UnscoredInsufficient · 0
$4,999216,259 mi

Alcoa, TN

2001 Toyota 4Runner Limited

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

2001 Toyota 4Runner Limited

Louisville, TN

UnscoredInsufficient · 0
$4,999288,416 mi

Louisville, TN

2005 Jeep Liberty Renegade

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

2005 Jeep Liberty Renegade

Knoxville, TN

UnscoredInsufficient · 4
$5,098109,366 mi

Comparison: 4 similar vehicles

Knoxville, TN

2007 Hyundai Tucson SE

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

2007 Hyundai Tucson SE

Alcoa, TN

UnscoredInsufficient · 4
$5,199141,000 mi

Comparison: 4 similar vehicles

Alcoa, TN

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Maryville, TN

Unscored
$5,200204,414 mi

Comparison: 56 similar vehicles

Maryville, TN

2012 GMC Terrain SLE-1

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

2012 GMC Terrain SLE-1

Louisville, TN

UnscoredInsufficient · 4
$5,290180,932 mi

Comparison: 4 similar vehicles

Louisville, TN

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Alcoa, TN

Unscored
$5,299209,323 mi

Comparison: 38 similar vehicles

Alcoa, TN

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Knoxville, TN

Unscored
$5,450173,772 mi

Comparison: 32 similar vehicles

Knoxville, TN

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Asheville, NC

Salvage title
$5,490332,552 mi

Asheville, NC

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Asheville, NC

UnscoredInsufficient · 0
$5,490254,841 mi

Asheville, NC

2001 Toyota Rav4 Base

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

2001 Toyota Rav4 Base

Asheville, NC

Unscored
$5,490425,643 mi

Comparison: 5 similar vehicles

Asheville, NC

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Sevierville, TN

Unscored
$5,495165,890 mi

Comparison: 6 similar vehicles

Sevierville, TN

2011 Honda CR-V LX

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

2011 Honda CR-V LX

Newport, TN

Unscored
$5,498192,736 mi

Comparison: 58 similar vehicles

Newport, TN

2009 Nissan Pathfinder LE

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

2009 Nissan Pathfinder LE

Candler, NC

UnscoredInsufficient · 0
$5,500192,868 mi

Candler, NC

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Sevierville, TN

UnscoredInsufficient · 3
$5,599141,266 mi

Comparison: 3 similar vehicles

Sevierville, TN

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Maryville, TN

Unscored
$5,681149,525 mi

Comparison: 78 similar vehicles

Maryville, TN

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Pigeon Forge, TN

Unscored
$5,700143,000 mi

Comparison: 6 similar vehicles

Pigeon Forge, 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 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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