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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 21, 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

6,033 listings found

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

UnscoredLimited · 12
$3,990272,135 mi

Comparison: 12 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

UnscoredModerate · 20
$3,995201,113 mi

Comparison: 20 similar vehicles

Sevierville, 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

UnscoredLimited · 18
$4,295197,727 mi

Comparison: 18 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 · 0
$4,490274,280 mi

Knoxville, TN

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Morristown, TN

UnscoredModerate · 29
$4,500278,075 mi

Comparison: 29 similar vehicles

Morristown, TN

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

Pigeon Forge, TN

UnscoredInsufficient · 0
$4,900103,000 mi

Pigeon Forge, 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

UnscoredModerate · 28
$4,995215,595 mi

Comparison: 28 similar vehicles

Louisville, TN

2001 Toyota Tundra SR5

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

2001 Toyota Tundra SR5

Knoxville, TN

UnscoredInsufficient · 0
$5,000303,300 mi

Knoxville, TN

2011 Ford F-250 Super Duty XL

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

2011 Ford F-250 Super Duty XL

Alcoa, TN

UnscoredModerate · 26
$5,594232,054 mi

Comparison: 26 similar vehicles

Alcoa, TN

2004 Ford Explorer Sport Trac XLS

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

2004 Ford Explorer Sport Trac XLS

Whitesburg, TN

UnscoredInsufficient · 0
$5,995162,115 mi

Whitesburg, TN

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Morristown, TN

UnscoredLimited · 17
$5,995209,760 mi

Comparison: 17 similar vehicles

Morristown, TN

2001 GMC Sonoma SLS

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

2001 GMC Sonoma SLS

Whitesburg, TN

UnscoredInsufficient · 0
$5,995191,795 mi

Whitesburg, TN

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Bean Station, TN

UnscoredLimited · 7
$6,495174,442 mi

Comparison: 7 similar vehicles

Bean Station, TN

2006 GMC Sierra 1500 SLE2

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

2006 GMC Sierra 1500 SLE2

Alcoa, TN

UnscoredInsufficient · 0
$6,593221,000 mi

Alcoa, TN

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Morristown, TN

UnscoredLimited · 10
$6,780300,193 mi

Comparison: 10 similar vehicles

Morristown, TN

No Photo

2003 Dodge Ram 1500 Pickup SLT

Morristown, TN

UnscoredInsufficient · 3
$6,795194,000 mi

Comparison: 3 similar vehicles

Morristown, TN

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Kingsport, TN

UnscoredInsufficient · 3
$6,899238,495 mi

Comparison: 3 similar vehicles

Kingsport, TN

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Kingsport, TN

UnscoredInsufficient · 3
$6,950183,007 mi

Comparison: 3 similar vehicles

Kingsport, TN

2017 Nissan Frontier S

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

2017 Nissan Frontier S

Knoxville, TN

UnscoredInsufficient · 3
$6,987216,863 mi

Comparison: 3 similar vehicles

Knoxville, TN

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Knoxville, TN

UnscoredInsufficient · 3
$6,995185,673 mi

Comparison: 3 similar vehicles

Knoxville, TN

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Knoxville, TN

UnscoredInsufficient · 3
$6,995231,590 mi

Comparison: 3 similar vehicles

Knoxville, TN

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

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Afton, TN

UnscoredInsufficient · 4
$6,999178,087 mi

Comparison: 4 similar vehicles

Afton, TN

2002 Ford F-250 Super Duty XLT

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

2002 Ford F-250 Super Duty XLT

Knoxville, TN

UnscoredInsufficient · 0
$7,198148,574 mi

Knoxville, TN

2008 Dodge Dakota Laramie

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

2008 Dodge Dakota Laramie

Mosheim, TN

UnscoredInsufficient · 0
$7,295195,042 mi

Mosheim, TN

2015 Nissan Titan SV

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

2015 Nissan Titan SV

Knoxville, TN

UnscoredLimited · 17
$7,650178,711 mi

Comparison: 17 similar vehicles

Knoxville, TN

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

UnscoredLimited · 15
$7,770282,944 mi

Comparison: 15 similar vehicles

Knoxville, TN

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Knoxville, TN

UnscoredLimited · 8
$7,788170,007 mi

Comparison: 8 similar vehicles

Knoxville, TN

1997 Dodge Ram Pickup LT

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

1997 Dodge Ram Pickup LT

Kingsport, TN

UnscoredInsufficient · 0
$7,797164,000 mi

Kingsport, TN

2008 Honda Ridgeline RTS

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

2008 Honda Ridgeline RTS

Kingsport, TN

UnscoredInsufficient · 3
$7,869168,170 mi

Comparison: 3 similar vehicles

Kingsport, 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

UnscoredModerate · 28
$7,950210,660 mi

Comparison: 28 similar vehicles

Sevierville, TN

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Kingsport, TN

UnscoredInsufficient · 3
$7,950122,450 mi

Comparison: 3 similar vehicles

Kingsport, 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

UnscoredLimited · 9
$7,990162,645 mi

Comparison: 9 similar vehicles

White Pine, TN

2001 Dodge Ram Pickup SLT+

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

2001 Dodge Ram Pickup SLT+

White Pine, TN

UnscoredInsufficient · 0
$7,990285,629 mi

White Pine, TN

2012 Chevrolet Colorado Work Truck

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

2012 Chevrolet Colorado Work Truck

Middlesboro, KY

UnscoredLimited · 7
$7,995194,912 mi

Comparison: 7 similar vehicles

Middlesboro, KY

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

Kingsport, TN

UnscoredLimited · 16
$7,995207,950 mi

Comparison: 16 similar vehicles

Kingsport, TN

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Greeneville, TN

UnscoredLimited · 7
$7,995116,967 mi

Comparison: 7 similar vehicles

Greeneville, TN

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Morristown, TN

UnscoredLimited · 6
$7,995291,831 mi

Comparison: 6 similar vehicles

Morristown, TN

2006 Ford F-150 King Ranch

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

2006 Ford F-150 King Ranch

Mosheim, TN

UnscoredInsufficient · 3
$8,195186,620 mi

Comparison: 3 similar vehicles

Mosheim, 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

UnscoredLimited · 6
$8,400206,000 mi

Comparison: 6 similar vehicles

Knoxville, TN

2012 Chevrolet Avalanche LT

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

2012 Chevrolet Avalanche LT

Bean Station, TN

UnscoredLimited · 5
$8,495185,499 mi

Comparison: 5 similar vehicles

Bean Station, 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

UnscoredModerate · 21
$8,500200,896 mi

Comparison: 21 similar vehicles

Knoxville, TN

2007 Chevrolet Silverado Classic 1500 Work Truck

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

2007 Chevrolet Silverado Classic 1500 Work Truck

Knoxville, TN

UnscoredInsufficient · 0
$8,555157,210 mi

Knoxville, TN

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Alcoa, TN

UnscoredLimited · 11
$8,594166,605 mi

Comparison: 11 similar vehicles

Alcoa, 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

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Knoxville, TN

UnscoredLimited · 11
$8,889185,220 mi

Comparison: 11 similar vehicles

Knoxville, TN

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Kingsport, TN

UnscoredRobust · 77
$8,950125,230 mi

Comparison: 77 similar vehicles

Kingsport, TN

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Clinton, TN

UnscoredInsufficient · 0
$8,979199,608 mi

Clinton, TN

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Alcoa, TN

Fair PriceModerate · 23
$8,988Mileage not verified

Market: $3,995 – $12,900

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

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 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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