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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 21, 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

3,594 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

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Madisonville, TN

UnscoredLimited · 10
$3,500220,031 mi

Comparison: 10 similar vehicles

Madisonville, 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

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Lenoir City, TN

UnscoredLimited · 10
$3,995256,003 mi

Comparison: 10 similar vehicles

Lenoir City, TN

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Lenoir City, TN

UnscoredModerate · 24
$4,495237,056 mi

Comparison: 24 similar vehicles

Lenoir City, 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

Lenoir City, TN

UnscoredLimited · 6
$4,800180,000 mi

Comparison: 6 similar vehicles

Lenoir City, 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

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Maryville, TN

UnscoredLimited · 9
$4,995262,374 mi

Comparison: 9 similar vehicles

Maryville, 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

Maryville, TN

UnscoredLimited · 11
$4,995278,241 mi

Comparison: 11 similar vehicles

Maryville, 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

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

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Madisonville, TN

UnscoredLimited · 10
$6,200207,556 mi

Comparison: 10 similar vehicles

Madisonville, TN

2015 Chevrolet Silverado 3500HD Work Truck

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

2015 Chevrolet Silverado 3500HD Work Truck

Athens, TN

UnscoredModerate · 22
$6,500432,138 mi

Comparison: 22 similar vehicles

Athens, 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

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Mineral Bluff, GA

UnscoredLimited · 10
$6,923213,415 mi

Comparison: 10 similar vehicles

Mineral Bluff, GA

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Sylva, NC

UnscoredInsufficient · 3
$6,950188,239 mi

Comparison: 3 similar vehicles

Sylva, 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 · 4
$6,994275,045 mi

Comparison: 4 similar vehicles

Franklin, NC

2004 Toyota Tacoma Base

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

2004 Toyota Tacoma Base

Cleveland, TN

UnscoredLimited · 7
$6,995206,456 mi

Comparison: 7 similar vehicles

Cleveland, 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

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Lenoir City, TN

UnscoredLimited · 13
$7,299175,300 mi

Comparison: 13 similar vehicles

Lenoir City, TN

2005 Ford Ranger Edge

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

2005 Ford Ranger Edge

Cleveland, GA

UnscoredInsufficient · 0
$7,350212,000 mi

Cleveland, GA

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 · 4
$7,495171,575 mi

Comparison: 4 similar vehicles

Franklin, 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

UnscoredLimited · 8
$7,900209,985 mi

Comparison: 8 similar vehicles

Maryville, TN

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Chatsworth, GA

UnscoredLimited · 8
$7,900221,000 mi

Comparison: 8 similar vehicles

Chatsworth, GA

1998 Ford F-150 LARIAT

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

1998 Ford F-150 LARIAT

Englewood, TN

UnscoredInsufficient · 0
$7,988138,643 mi

Englewood, TN

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

Chatsworth, GA

UnscoredModerate · 23
$8,000186,000 mi

Comparison: 23 similar vehicles

Chatsworth, GA

2007 Ford F-250 Super Duty XL

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

2007 Ford F-250 Super Duty XL

Athens, TN

UnscoredLimited · 5
$8,000293,468 mi

Comparison: 5 similar vehicles

Athens, TN

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Cleveland, GA

UnscoredModerate · 35
$8,200247,516 mi

Comparison: 35 similar vehicles

Cleveland, GA

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Cleveland, GA

UnscoredInsufficient · 0
$8,495121,290 mi

Cleveland, GA

2007 Hummer H2 SUT

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

2007 Hummer H2 SUT

Lenoir City, TN

UnscoredInsufficient · 0
$8,495198,809 mi

Lenoir City, TN

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Demorest, GA

UnscoredLimited · 11
$8,499265,898 mi

Comparison: 11 similar vehicles

Demorest, GA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Chatsworth, GA

UnscoredModerate · 23
$8,500186,172 mi

Comparison: 23 similar vehicles

Chatsworth, GA

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

2021 Nissan Frontier S

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

2021 Nissan Frontier S

Chatsworth, GA

UnscoredInsufficient · 0
$8,900175,777 mi

Chatsworth, GA

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

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Cleveland, GA

UnscoredLimited · 9
$8,995197,866 mi

Comparison: 9 similar vehicles

Cleveland, GA

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

Cleveland, GA

UnscoredLimited · 5
$8,995143,118 mi

Comparison: 5 similar vehicles

Cleveland, GA

2016 RAM 1500 Outdoorsman

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

2016 RAM 1500 Outdoorsman

Philadelphia, TN

UnscoredInsufficient · 3
$8,995162,559 mi

Comparison: 3 similar vehicles

Philadelphia, 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

UnscoredInsufficient · 3
$8,995227,552 mi

Comparison: 3 similar vehicles

Maryville, TN

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Cleveland, GA

UnscoredLimited · 5
$8,995150,522 mi

Comparison: 5 similar vehicles

Cleveland, GA

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Cleveland, GA

UnscoredLimited · 17
$8,995139,802 mi

Comparison: 17 similar vehicles

Cleveland, GA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Cleveland, GA

UnscoredLimited · 12
$8,995155,006 mi

Comparison: 12 similar vehicles

Cleveland, GA

No Photo

2005 Dodge Ram 1500 Pickup Laramie

Blairsville, GA

UnscoredInsufficient · 0
$8,99566,985 mi

Blairsville, GA

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Franklin, NC

UnscoredInsufficient · 3
$8,995162,561 mi

Comparison: 3 similar vehicles

Franklin, NC

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Demorest, GA

UnscoredInsufficient · 3
$8,999236,583 mi

Comparison: 3 similar vehicles

Demorest, GA

2007 GMC Sierra 1500 SLE2

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

2007 GMC Sierra 1500 SLE2

Athens, TN

UnscoredInsufficient · 0
$9,000259,768 mi

Athens, 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
$9,198105,120 mi

Murphy, NC

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Sylva, NC

UnscoredLimited · 16
$9,450213,637 mi

Comparison: 16 similar vehicles

Sylva, NC

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Andrews, NC

UnscoredLimited · 17
$9,495244,706 mi

Comparison: 17 similar vehicles

Andrews, NC

2003 Dodge Ram 1500 Pickup Laramie

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

2003 Dodge Ram 1500 Pickup Laramie

Blairsville, GA

UnscoredInsufficient · 3
$9,495145,053 mi

Comparison: 3 similar vehicles

Blairsville, GA

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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