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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 6, 2026

7.1M+

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

28,448 listings found

2009 Pontiac G6

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

2009 Pontiac G6

Maryville, TN

UnscoredInsufficient · 3
$1,450210,000 mi

Comparison: 3 similar vehicles

Maryville, TN

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Cleveland, TN

Unscored
$1,899201,964 mi

Comparison: 11 similar vehicles

Cleveland, TN

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Chattanooga, TN

UnscoredInsufficient · 0
$1,99153,516 mi

Chattanooga, TN

2010 Subaru Impreza 2.5i Premium

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

2010 Subaru Impreza 2.5i Premium

Dayton, TN

UnscoredInsufficient · 0
$1,999160,704 mi

Dayton, TN

2006 MINI Cooper S

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

2006 MINI Cooper S

Knoxville, TN

Unscored
$1,999148,516 mi

Comparison: 6 similar vehicles

Knoxville, TN

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Cleveland, TN

Unscored
$2,399301,723 mi

Comparison: 6 similar vehicles

Cleveland, TN

2001 Nissan Pathfinder LE

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

2001 Nissan Pathfinder LE

Chattanooga, TN

UnscoredInsufficient · 0
$2,486310,847 mi

Chattanooga, TN

2012 Nissan Altima S

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

2012 Nissan Altima S

Maryville, TN

Unscored
$2,500190,547 mi

Comparison: 26 similar vehicles

Maryville, TN

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Cleveland, TN

UnscoredInsufficient · 0
$2,696254,810 mi

Cleveland, 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

Unscored
$2,747339,558 mi

Comparison: 11 similar vehicles

Knoxville, TN

2005 Pontiac Sunfire Base

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

2005 Pontiac Sunfire Base

Knoxville, TN

UnscoredInsufficient · 0
$2,747Mileage not verified

Knoxville, TN

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Chattanooga, TN

UnscoredInsufficient · 3
$2,890200,038 mi

Comparison: 3 similar vehicles

Chattanooga, TN

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Chattanooga, TN

Unscored
$2,890244,152 mi

Comparison: 23 similar vehicles

Chattanooga, TN

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Louisville, TN

Unscored
$2,895216,080 mi

Comparison: 11 similar vehicles

Louisville, TN

2015 Ford Escape SE

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

2015 Ford Escape SE

Knoxville, TN

Unscored
$2,900165,437 mi

Comparison: 90 similar vehicles

Knoxville, TN

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Crossville, TN

Salvage title
$2,950182,701 mi

Crossville, TN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Chattanooga, TN

Unscored
$2,991169,109 mi

Comparison: 10 similar vehicles

Chattanooga, TN

2008 Toyota Highlander Base

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

2008 Toyota Highlander Base

Rockwood, TN

Unscored
$2,995325,395 mi

Comparison: 17 similar vehicles

Rockwood, TN

2006 Ford Five Hundred Limited

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

2006 Ford Five Hundred Limited

Louisville, TN

UnscoredInsufficient · 3
$2,995164,556 mi

Comparison: 3 similar vehicles

Louisville, TN

2013 Hyundai Veloster Base

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

2013 Hyundai Veloster Base

Athens, TN

Unscored
$3,000161,000 mi

Comparison: 31 similar vehicles

Athens, TN

No Photo

2011 Chevrolet Cruze 1LT

Chattanooga, TN

Salvage title
$3,000176,083 mi

Chattanooga, TN

No Photo

2004 Honda Pilot EX

Chattanooga, TN

Unscored
$3,000259,670 mi

Comparison: 6 similar vehicles

Chattanooga, TN

2013 MINI Cooper Base

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

2013 MINI Cooper Base

Chattanooga, TN

Unscored
$3,088126,002 mi

Comparison: 11 similar vehicles

Chattanooga, TN

2017 Chrysler Pacifica Touring

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

2017 Chrysler Pacifica Touring

East Ridge, TN

Unscored
$3,200Mileage not verified

Comparison: 27 similar vehicles

East Ridge, TN

2009 Pontiac G6

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

2009 Pontiac G6

Cleveland, TN

UnscoredInsufficient · 3
$3,200178,460 mi

Comparison: 3 similar vehicles

Cleveland, TN

2011 Hyundai Genesis 3.8

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

2011 Hyundai Genesis 3.8

Mcdonald, TN

Unscored
$3,270229,959 mi

Comparison: 7 similar vehicles

Mcdonald, TN

2006 Chevrolet Malibu LS

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

2006 Chevrolet Malibu LS

Chattanooga, TN

UnscoredInsufficient · 0
$3,379196,104 mi

Chattanooga, TN

2008 Lexus ES 350

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

2008 Lexus ES 350

Knoxville, TN

Unscored
$3,498290,240 mi

Comparison: 22 similar vehicles

Knoxville, TN

2011 Nissan Sentra SR

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

2011 Nissan Sentra SR

Cleveland, TN

Unscored
$3,500175,459 mi

Comparison: 10 similar vehicles

Cleveland, TN

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Chattanooga, TN

Unscored
$3,500189,915 mi

Comparison: 6 similar vehicles

Chattanooga, TN

2013 Nissan Pathfinder SL

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

2013 Nissan Pathfinder SL

Rockwood, TN

Unscored
$3,695179,395 mi

Comparison: 14 similar vehicles

Rockwood, 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

Chattanooga, TN

Unscored
$3,698174,207 mi

Comparison: 8 similar vehicles

Chattanooga, TN

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Knoxville, TN

Unscored
$3,747169,297 mi

Comparison: 8 similar vehicles

Knoxville, TN

2007 Lexus GS 350

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

2007 Lexus GS 350

Maryville, TN

Unscored
$3,765275,616 mi

Comparison: 5 similar vehicles

Maryville, TN

2012 Chrysler 300 Base

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

2012 Chrysler 300 Base

Mcdonald, TN

Unscored
$3,777194,502 mi

Comparison: 5 similar vehicles

Mcdonald, TN

2006 Mazda MAZDA3 S

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

2006 Mazda MAZDA3 S

Chattanooga, TN

Salvage title
$3,798157,528 mi

Chattanooga, TN

2009 Nissan Titan XE

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

2009 Nissan Titan XE

Maryville, TN

UnscoredInsufficient · 0
$3,800257,854 mi

Maryville, TN

2013 Honda Odyssey EX-L

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

2013 Honda Odyssey EX-L

Chattanooga, TN

Unscored
$3,890289,791 mi

Comparison: 55 similar vehicles

Chattanooga, TN

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Chattanooga, TN

Unscored
$3,900198,052 mi

Comparison: 18 similar vehicles

Chattanooga, TN

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Cleveland, TN

Unscored
$3,900112,125 mi

Comparison: 6 similar vehicles

Cleveland, TN

2010 Cadillac SRX Luxury Collection

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

2010 Cadillac SRX Luxury Collection

Chattanooga, TN

Unscored
$3,900130,121 mi

Comparison: 9 similar vehicles

Chattanooga, TN

2008 Ford Expedition Eddie Bauer

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

2008 Ford Expedition Eddie Bauer

Knoxville, TN

Unscored
$3,901233,965 mi

Comparison: 6 similar vehicles

Knoxville, TN

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Knoxville, TN

Unscored
$3,981318,511 mi

Comparison: 5 similar vehicles

Knoxville, TN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Athens, TN

UnscoredInsufficient · 0
$3,988327,000 mi

Athens, TN

2013 Dodge Grand Caravan American Value Package

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

2013 Dodge Grand Caravan American Value Package

Crossville, TN

UnscoredInsufficient · 0
$3,995199,962 mi

Crossville, TN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Maryville, TN

Unscored
$3,995137,240 mi

Comparison: 15 similar vehicles

Maryville, TN

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Ringgold, GA

Unscored
$3,995200,000 mi

Comparison: 17 similar vehicles

Ringgold, GA

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Rossville, GA

Unscored
$3,995208,651 mi

Comparison: 21 similar vehicles

Rossville, GA

2010 Ford Edge SE

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

2010 Ford Edge SE

Lenoir City, TN

UnscoredInsufficient · 0
$3,995169,627 mi

Lenoir City, TN

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Louisville, TN

Unscored
$3,995285,973 mi

Comparison: 22 similar vehicles

Louisville, 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 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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