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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 22, 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

1,595 listings found

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

Louisburg, NC

UnscoredLimited · 8
$4,995211,425 mi

Comparison: 8 similar vehicles

Louisburg, NC

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Whitakers, NC

UnscoredLimited · 5
$5,500217,301 mi

Comparison: 5 similar vehicles

Whitakers, NC

2007 Dodge Dakota ST

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

2007 Dodge Dakota ST

Henrico, NC

UnscoredInsufficient · 0
$5,625190,257 mi

Henrico, NC

No Photo

2006 Chevrolet Silverado 1500 LS

Louisburg, NC

UnscoredInsufficient · 0
$5,995224,231 mi

Louisburg, NC

2002 Ford Ranger XL

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

2002 Ford Ranger XL

Henderson, NC

UnscoredInsufficient · 0
$6,495149,249 mi

Henderson, NC

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Roxboro, NC

UnscoredInsufficient · 0
$6,789309,128 mi

Roxboro, NC

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Emporia, VA

UnscoredModerate · 20
$6,900160,996 mi

Comparison: 20 similar vehicles

Emporia, VA

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Emporia, VA

UnscoredModerate · 23
$6,995302,019 mi

Comparison: 23 similar vehicles

Emporia, VA

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Oxford, NC

UnscoredInsufficient · 0
$6,995141,746 mi

Oxford, NC

2009 Chevrolet Colorado LT

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

2009 Chevrolet Colorado LT

Emporia, VA

UnscoredInsufficient · 0
$7,195186,817 mi

Emporia, VA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Roxboro, NC

UnscoredInsufficient · 0
$7,950146,994 mi

Roxboro, 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

Roxboro, NC

UnscoredInsufficient · 0
$7,950161,930 mi

Roxboro, NC

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Emporia, VA

UnscoredRobust · 220
$7,979199,039 mi

Comparison: 220 similar vehicles

Emporia, VA

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Roanoke Rapids, NC

UnscoredRobust · 65
$7,995150,960 mi

Comparison: 65 similar vehicles

Roanoke Rapids, NC

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Lunenburg, VA

UnscoredLimited · 7
$7,995126,025 mi

Comparison: 7 similar vehicles

Lunenburg, VA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Louisburg, NC

UnscoredLimited · 9
$7,995188,143 mi

Comparison: 9 similar vehicles

Louisburg, NC

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Roxboro, NC

UnscoredInsufficient · 0
$8,950227,765 mi

Roxboro, NC

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

Roanoke Rapids, NC

UnscoredModerate · 30
$8,995132,030 mi

Comparison: 30 similar vehicles

Roanoke Rapids, NC

No Photo

2010 Ford Explorer Sport Trac XLT

Louisburg, NC

UnscoredInsufficient · 0
$8,99592,664 mi

Louisburg, NC

No Photo

2007 Ford F-150 Lariat

Henderson, NC

UnscoredLimited · 11
$9,445227,151 mi

Comparison: 11 similar vehicles

Henderson, NC

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

Henderson, NC

UnscoredInsufficient · 4
$9,500152,704 mi

Comparison: 4 similar vehicles

Henderson, NC

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Roxboro, NC

UnscoredInsufficient · 3
$9,950141,268 mi

Comparison: 3 similar vehicles

Roxboro, NC

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Henderson, NC

UnscoredLimited · 11
$9,995159,315 mi

Comparison: 11 similar vehicles

Henderson, NC

No Photo

2015 Chevrolet Colorado Work Truck

Louisburg, NC

UnscoredLimited · 10
$9,995158,710 mi

Comparison: 10 similar vehicles

Louisburg, NC

No Photo

2005 Ford F-150 XLT

Louisburg, NC

UnscoredLimited · 9
$9,995148,885 mi

Comparison: 9 similar vehicles

Louisburg, NC

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Creedmoor, NC

UnscoredLimited · 5
$10,000127,921 mi

Comparison: 5 similar vehicles

Creedmoor, NC

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Henderson, NC

UnscoredLimited · 8
$10,499123,639 mi

Comparison: 8 similar vehicles

Henderson, NC

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Oxford, NC

UnscoredRobust · 69
$10,499133,000 mi

Comparison: 69 similar vehicles

Oxford, 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

Mckenney, VA

UnscoredInsufficient · 3
$10,900168,884 mi

Comparison: 3 similar vehicles

Mckenney, VA

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

Louisburg, NC

UnscoredModerate · 46
$10,995173,030 mi

Comparison: 46 similar vehicles

Louisburg, NC

2014 RAM 2500 Pickup Tradesman

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

2014 RAM 2500 Pickup Tradesman

Farmville, VA

UnscoredModerate · 35
$10,995198,927 mi

Comparison: 35 similar vehicles

Farmville, VA

2008 GMC Sierra 2500HD SLT

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

2008 GMC Sierra 2500HD SLT

Roanoke Rapids, NC

UnscoredInsufficient · 0
$10,999419,898 mi

Roanoke Rapids, NC

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Louisburg, NC

UnscoredLimited · 6
$11,995176,922 mi

Comparison: 6 similar vehicles

Louisburg, NC

2006 Lincoln Mark LT Base

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

2006 Lincoln Mark LT Base

Louisburg, NC

UnscoredLimited · 8
$11,995152,297 mi

Comparison: 8 similar vehicles

Louisburg, NC

2011 Chevrolet Silverado 1500 LTZ

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

2011 Chevrolet Silverado 1500 LTZ

Farmville, VA

UnscoredLimited · 12
$11,998175,713 mi

Comparison: 12 similar vehicles

Farmville, VA

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Farmville, VA

UnscoredModerate · 36
$12,000158,928 mi

Comparison: 36 similar vehicles

Farmville, VA

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Henderson, NC

UnscoredLimited · 9
$12,000198,446 mi

Comparison: 9 similar vehicles

Henderson, NC

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Petersburg, VA

UnscoredLimited · 9
$12,394133,868 mi

Comparison: 9 similar vehicles

Petersburg, VA

2009 Ford F-150 FX4

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

2009 Ford F-150 FX4

Amelia Court House, VA

UnscoredInsufficient · 0
$12,500102,962 mi

Amelia Court House, VA

2001 Ford F-350 Super Duty XLT

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

2001 Ford F-350 Super Duty XLT

Creedmoor, NC

UnscoredInsufficient · 3
$12,500162,567 mi

Comparison: 3 similar vehicles

Creedmoor, NC

No Photo

2010 Ford F-250 Super Duty Cabela

Louisburg, NC

UnscoredInsufficient · 0
$12,595159,081 mi

Louisburg, NC

2011 RAM 1500 Pickup Laramie

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

2011 RAM 1500 Pickup Laramie

Louisburg, NC

UnscoredLimited · 7
$12,795161,469 mi

Comparison: 7 similar vehicles

Louisburg, NC

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Amelia Court House, VA

UnscoredModerate · 41
$12,800207,102 mi

Comparison: 41 similar vehicles

Amelia Court House, VA

2007 Ford F-250 Super Duty XLT

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

2007 Ford F-250 Super Duty XLT

Franklinton, NC

UnscoredInsufficient · 0
$12,98042,006 mi

Franklinton, NC

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Farmville, VA

UnscoredRobust · 281
$12,995172,275 mi

Comparison: 281 similar vehicles

Farmville, VA

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

Roanoke Rapids, NC

UnscoredLimited · 5
$12,999179,702 mi

Comparison: 5 similar vehicles

Roanoke Rapids, 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

Roanoke Rapids, NC

UnscoredRobust · 207
$12,999179,229 mi

Comparison: 207 similar vehicles

Roanoke Rapids, NC

2012 GMC Sierra 1500 SLT

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

2012 GMC Sierra 1500 SLT

Roanoke Rapids, NC

UnscoredInsufficient · 3
$12,999141,312 mi

Comparison: 3 similar vehicles

Roanoke Rapids, NC

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

Farmville, VA

UnscoredLimited · 5
$13,29973,123 mi

Comparison: 5 similar vehicles

Farmville, VA

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

South Hill, VA

UnscoredRobust · 103
$13,500173,239 mi

Comparison: 103 similar vehicles

South Hill, VA

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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