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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

5,213 listings found

2004 Ford F-150 Heritage XLT

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

2004 Ford F-150 Heritage XLT

Blairsville, GA

UnscoredInsufficient · 4
$2,575235,210 mi

Comparison: 4 similar vehicles

Blairsville, GA

No Photo

2006 Ford F-150 STX

Canton, NC

Unscored
$3,500221,802 mi

Comparison: 5 similar vehicles

Canton, NC

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

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

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

White Pine, TN

Unscored
$3,990272,135 mi

Comparison: 5 similar vehicles

White Pine, TN

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Sevierville, TN

Unscored
$3,995201,113 mi

Comparison: 15 similar vehicles

Sevierville, TN

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Knoxville, TN

UnscoredInsufficient · 0
$4,098151,437 mi

Knoxville, TN

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Knoxville, TN

Unscored
$4,295197,727 mi

Comparison: 19 similar vehicles

Knoxville, TN

2006 Mitsubishi Raider DuroCross

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

2006 Mitsubishi Raider DuroCross

Knoxville, TN

UnscoredInsufficient · 4
$4,490274,280 mi

Comparison: 4 similar vehicles

Knoxville, TN

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Louisville, TN

Unscored
$4,995215,595 mi

Comparison: 20 similar vehicles

Louisville, TN

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Knoxville, TN

UnscoredInsufficient · 4
$4,995175,969 mi

Comparison: 4 similar vehicles

Knoxville, TN

2001 Toyota Tacoma Prerunner

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

2001 Toyota Tacoma Prerunner

Knoxville, TN

Unscored
$4,998302,341 mi

Comparison: 6 similar vehicles

Knoxville, TN

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Pigeon Forge, TN

Unscored
$5,000163,000 mi

Comparison: 5 similar vehicles

Pigeon Forge, TN

2007 Mitsubishi Raider LS 2wd

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

2007 Mitsubishi Raider LS 2wd

Knoxville, TN

UnscoredInsufficient · 0
$5,498175,893 mi

Knoxville, TN

2008 Nissan Titan XE

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

2008 Nissan Titan XE

Knoxville, TN

Unscored
$5,899153,236 mi

Comparison: 5 similar vehicles

Knoxville, TN

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Knoxville, TN

Unscored
$5,990185,511 mi

Comparison: 13 similar vehicles

Knoxville, TN

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Asheville, NC

UnscoredInsufficient · 4
$5,995221,173 mi

Comparison: 4 similar vehicles

Asheville, NC

2001 Dodge Dakota SPORT

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

2001 Dodge Dakota SPORT

Maryville, TN

UnscoredInsufficient · 0
$5,998217,942 mi

Maryville, TN

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Knoxville, TN

Unscored
$6,800211,066 mi

Comparison: 5 similar vehicles

Knoxville, TN

2008 Honda Ridgeline RTS

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

2008 Honda Ridgeline RTS

Maryville, TN

Unscored
$6,900226,629 mi

Comparison: 6 similar vehicles

Maryville, TN

2001 GMC Sierra SLE

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

2001 GMC Sierra SLE

Knoxville, TN

Unscored
$6,98195,471 mi

Comparison: 8 similar vehicles

Knoxville, TN

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Franklin, NC

UnscoredInsufficient · 0
$6,994275,045 mi

Franklin, NC

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Louisville, TN

UnscoredInsufficient · 0
$6,995176,240 mi

Louisville, TN

2013 Nissan Titan SV

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

2013 Nissan Titan SV

Maryville, TN

Unscored
$7,195210,709 mi

Comparison: 9 similar vehicles

Maryville, TN

2006 GMC Canyon SLE

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

2006 GMC Canyon SLE

Murphy, NC

UnscoredInsufficient · 0
$7,391105,120 mi

Murphy, NC

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Franklin, NC

UnscoredInsufficient · 0
$7,495171,575 mi

Franklin, NC

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Candler, NC

Unscored
$7,500205,000 mi

Comparison: 69 similar vehicles

Candler, NC

2008 Ford F-350 Super Duty XL

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

2008 Ford F-350 Super Duty XL

Knoxville, TN

Unscored
$7,770282,944 mi

Comparison: 14 similar vehicles

Knoxville, TN

2001 Nissan Frontier SE

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

2001 Nissan Frontier SE

Brevard, NC

UnscoredInsufficient · 0
$7,889145,112 mi

Brevard, NC

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Maryville, TN

Unscored
$7,900209,985 mi

Comparison: 5 similar vehicles

Maryville, TN

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Sevierville, TN

Unscored
$7,950210,660 mi

Comparison: 32 similar vehicles

Sevierville, TN

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

White Pine, TN

Unscored
$7,990162,645 mi

Comparison: 11 similar vehicles

White Pine, TN

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Knoxville, TN

UnscoredInsufficient · 3
$7,995167,057 mi

Comparison: 3 similar vehicles

Knoxville, TN

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Maryville, TN

Unscored
$7,995227,552 mi

Comparison: 5 similar vehicles

Maryville, TN

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Louisville, TN

Unscored
$7,995223,171 mi

Comparison: 18 similar vehicles

Louisville, TN

2004 Toyota Tundra Limited

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

2004 Toyota Tundra Limited

Gatlinburg, TN

UnscoredInsufficient · 0
$7,995207,000 mi

Gatlinburg, TN

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Knoxville, TN

UnscoredInsufficient · 4
$8,400206,000 mi

Comparison: 4 similar vehicles

Knoxville, TN

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Asheville, NC

Unscored
$8,448212,000 mi

Comparison: 51 similar vehicles

Asheville, NC

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Asheville, NC

UnscoredInsufficient · 0
$8,490190,576 mi

Asheville, NC

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Alcoa, TN

Unscored
$8,495215,759 mi

Comparison: 19 similar vehicles

Alcoa, TN

2001 Ford F-350 Super Duty XL

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

2001 Ford F-350 Super Duty XL

Knoxville, TN

UnscoredInsufficient · 0
$8,498230,465 mi

Knoxville, TN

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Knoxville, TN

UnscoredInsufficient · 4
$8,499328,933 mi

Comparison: 4 similar vehicles

Knoxville, TN

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Knoxville, TN

Unscored
$8,500200,896 mi

Comparison: 14 similar vehicles

Knoxville, TN

2012 Nissan Titan PRO-4X

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

2012 Nissan Titan PRO-4X

Sevierville, TN

UnscoredInsufficient · 0
$8,725214,259 mi

Sevierville, TN

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Asheville, NC

Unscored
$8,757222,357 mi

Comparison: 70 similar vehicles

Asheville, NC

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Arden, NC

Unscored
$8,985130,012 mi

Comparison: 10 similar vehicles

Arden, NC

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Knoxville, TN

Unscored
$8,990184,558 mi

Comparison: 5 similar vehicles

Knoxville, TN

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Asheville, NC

Unscored
$8,990274,065 mi

Comparison: 5 similar vehicles

Asheville, NC

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Asheville, NC

UnscoredInsufficient · 3
$8,990201,877 mi

Comparison: 3 similar vehicles

Asheville, NC

2016 GMC Sierra 1500 Base

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

2016 GMC Sierra 1500 Base

Alcoa, TN

Unscored
$8,995214,508 mi

Comparison: 16 similar vehicles

Alcoa, 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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