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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 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

11,805 listings found

2002 Chevrolet TrailBlazer LT

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

2002 Chevrolet TrailBlazer LT

Knoxville, TN

UnscoredInsufficient · 0
$1,989182,270 mi

Knoxville, TN

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Knoxville, TN

Salvage title
$2,290149,519 mi

Knoxville, TN

2010 GMC Acadia SLT2

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

2010 GMC Acadia SLT2

Newport, TN

UnscoredLimited · 5
$2,599224,219 mi

Comparison: 5 similar vehicles

Newport, TN

2002 Subaru Forester S

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

2002 Subaru Forester S

Kingsport, TN

UnscoredInsufficient · 0
$2,890298,555 mi

Kingsport, TN

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Louisville, TN

UnscoredInsufficient · 3
$2,995229,206 mi

Comparison: 3 similar vehicles

Louisville, TN

2009 GMC Yukon Denali

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

2009 GMC Yukon Denali

Afton, TN

UnscoredInsufficient · 4
$3,140310,000 mi

Comparison: 4 similar vehicles

Afton, TN

2013 Chevrolet Equinox 2LT

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

2013 Chevrolet Equinox 2LT

Morristown, TN

UnscoredLimited · 15
$3,200149,019 mi

Comparison: 15 similar vehicles

Morristown, TN

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Middlesboro, KY

UnscoredModerate · 23
$3,394211,276 mi

Comparison: 23 similar vehicles

Middlesboro, KY

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

UnscoredLimited · 5
$3,500182,000 mi

Comparison: 5 similar vehicles

Pigeon Forge, TN

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Knoxville, TN

UnscoredInsufficient · 3
$3,550205,432 mi

Comparison: 3 similar vehicles

Knoxville, TN

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

UnscoredLimited · 11
$3,747339,558 mi

Comparison: 11 similar vehicles

Knoxville, TN

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Knoxville, TN

UnscoredInsufficient · 4
$3,900220,773 mi

Comparison: 4 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

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Johnson City, TN

UnscoredInsufficient · 0
$3,950175,000 mi

Johnson City, TN

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Knoxville, TN

UnscoredLimited · 5
$3,987213,547 mi

Comparison: 5 similar vehicles

Knoxville, TN

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Morristown, TN

UnscoredLimited · 8
$3,995182,020 mi

Comparison: 8 similar vehicles

Morristown, TN

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Morristown, TN

UnscoredInsufficient · 4
$3,995178,680 mi

Comparison: 4 similar vehicles

Morristown, TN

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

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

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Kingsport, TN

UnscoredInsufficient · 0
$3,995185,243 mi

Kingsport, TN

1998 Chevrolet Blazer Base

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

1998 Chevrolet Blazer Base

Morristown, TN

UnscoredInsufficient · 0
$3,995Mileage not verified

Morristown, TN

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Morristown, TN

UnscoredLimited · 11
$3,999192,986 mi

Comparison: 11 similar vehicles

Morristown, TN

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Mosheim, TN

UnscoredLimited · 6
$4,000301,335 mi

Comparison: 6 similar vehicles

Mosheim, TN

2011 Nissan JUKE SL

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

2011 Nissan JUKE SL

Knoxville, TN

UnscoredLimited · 6
$4,248135,979 mi

Comparison: 6 similar vehicles

Knoxville, TN

2007 Jeep Compass Limited

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

2007 Jeep Compass Limited

Morristown, TN

UnscoredInsufficient · 0
$4,295Mileage not verified

Morristown, TN

2002 Saturn VUE Base

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

2002 Saturn VUE Base

Morristown, TN

UnscoredInsufficient · 0
$4,295Mileage not verified

Morristown, 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

UnscoredLimited · 9
$4,450227,191 mi

Comparison: 9 similar vehicles

Knoxville, TN

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Knoxville, TN

UnscoredInsufficient · 0
$4,490269,707 mi

Knoxville, TN

2008 Honda CR-V LX

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

2008 Honda CR-V LX

LaFollette, TN

UnscoredLimited · 15
$4,500288,000 mi

Comparison: 15 similar vehicles

LaFollette, TN

2010 Ford Edge SE

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

2010 Ford Edge SE

Knoxville, TN

UnscoredLimited · 9
$4,587155,126 mi

Comparison: 9 similar vehicles

Knoxville, TN

2005 Kia Sorento LX

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

2005 Kia Sorento LX

Morristown, TN

UnscoredInsufficient · 0
$4,695227,226 mi

Morristown, 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 · 0
$4,725228,209 mi

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

UnscoredLimited · 19
$4,770225,592 mi

Comparison: 19 similar vehicles

Knoxville, TN

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Knoxville, TN

UnscoredModerate · 23
$4,791241,299 mi

Comparison: 23 similar vehicles

Knoxville, TN

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Morristown, TN

UnscoredLimited · 7
$4,795185,357 mi

Comparison: 7 similar vehicles

Morristown, TN

2013 Chevrolet Tahoe LT

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

2013 Chevrolet Tahoe LT

Powell, TN

UnscoredModerate · 25
$4,800221,500 mi

Comparison: 25 similar vehicles

Powell, TN

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Kingsport, TN

UnscoredLimited · 8
$4,859187,901 mi

Comparison: 8 similar vehicles

Kingsport, TN

2012 Jeep Liberty Jet Edition

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

2012 Jeep Liberty Jet Edition

Knoxville, TN

UnscoredInsufficient · 4
$4,900110,000 mi

Comparison: 4 similar vehicles

Knoxville, TN

2007 Ford Freestyle Limited

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

2007 Ford Freestyle Limited

Knoxville, TN

UnscoredInsufficient · 0
$4,900185,166 mi

Knoxville, TN

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

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Kingsport, TN

UnscoredRobust · 57
$4,950208,212 mi

Comparison: 57 similar vehicles

Kingsport, TN

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Kingsport, TN

UnscoredModerate · 20
$4,950189,218 mi

Comparison: 20 similar vehicles

Kingsport, TN

2013 Nissan JUKE SV

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

2013 Nissan JUKE SV

Knoxville, TN

UnscoredInsufficient · 4
$4,950140,000 mi

Comparison: 4 similar vehicles

Knoxville, TN

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Kingsport, TN

UnscoredLimited · 6
$4,950148,696 mi

Comparison: 6 similar vehicles

Kingsport, TN

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Knoxville, TN

UnscoredInsufficient · 0
$4,950215,242 mi

Knoxville, TN

2003 Dodge Durango SLT

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

2003 Dodge Durango SLT

Kingsport, TN

UnscoredInsufficient · 0
$4,950104,466 mi

Kingsport, TN

2016 FIAT 500X Trekking Plus

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

2016 FIAT 500X Trekking Plus

Morristown, TN

UnscoredInsufficient · 3
$4,990155,691 mi

Comparison: 3 similar vehicles

Morristown, 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

UnscoredLimited · 7
$4,990105,183 mi

Comparison: 7 similar vehicles

Knoxville, TN

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Morristown, TN

UnscoredLimited · 5
$4,990219,909 mi

Comparison: 5 similar vehicles

Morristown, TN

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Gatlinburg, TN

UnscoredRobust · 53
$4,995153,000 mi

Comparison: 53 similar vehicles

Gatlinburg, 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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