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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 8, 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

3,336 listings found

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Durham, NC

Unscored
$4,500315,155 mi

Comparison: 15 similar vehicles

Durham, NC

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

Blairs, VA

Unscored
$4,800283,402 mi

Comparison: 37 similar vehicles

Blairs, VA

2008 Chevrolet Avalanche LS

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

2008 Chevrolet Avalanche LS

Durham, NC

Unscored
$4,900261,298 mi

Comparison: 5 similar vehicles

Durham, NC

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

Unscored
$4,995211,425 mi

Comparison: 8 similar vehicles

Louisburg, NC

No Photo

2004 Chevrolet Colorado Z71 LS

Danville, VA

UnscoredInsufficient · 0
$5,495199,566 mi

Danville, VA

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

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Durham, NC

Unscored
$5,800214,730 mi

Comparison: 16 similar vehicles

Durham, NC

2006 GMC Canyon SLE

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

2006 GMC Canyon SLE

Danville, VA

Unscored
$5,950232,466 mi

Comparison: 7 similar vehicles

Danville, VA

No Photo

2006 Chevrolet Silverado 1500 LS

Louisburg, NC

UnscoredInsufficient · 0
$5,995224,231 mi

Louisburg, NC

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Creedmoor, NC

Unscored
$6,450211,000 mi

Comparison: 15 similar vehicles

Creedmoor, NC

2005 Chevrolet Colorado Z85 LS

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

2005 Chevrolet Colorado Z85 LS

Danville, VA

UnscoredInsufficient · 0
$6,495192,032 mi

Danville, VA

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

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Blairs, VA

Unscored
$6,800218,238 mi

Comparison: 14 similar vehicles

Blairs, VA

2005 Subaru Baja Turbo

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

2005 Subaru Baja Turbo

Durham, NC

UnscoredInsufficient · 0
$6,990211,000 mi

Durham, 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

Durham, NC

Unscored
$6,999275,400 mi

Comparison: 22 similar vehicles

Durham, NC

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Blairs, VA

Unscored
$7,800187,645 mi

Comparison: 79 similar vehicles

Blairs, VA

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

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Nathalie, VA

UnscoredInsufficient · 4
$7,995162,346 mi

Comparison: 4 similar vehicles

Nathalie, VA

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

Unscored
$7,995126,025 mi

Comparison: 6 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

Unscored
$7,995188,143 mi

Comparison: 7 similar vehicles

Louisburg, NC

1999 GMC Sonoma SLS

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

1999 GMC Sonoma SLS

Durham, NC

UnscoredInsufficient · 0
$7,995109,564 mi

Durham, NC

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Durham, NC

UnscoredInsufficient · 4
$8,495159,257 mi

Comparison: 4 similar vehicles

Durham, NC

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

Durham, NC

Unscored
$8,800165,000 mi

Comparison: 7 similar vehicles

Durham, 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

Danville, VA

UnscoredInsufficient · 3
$8,950Mileage not verified

Comparison: 3 similar vehicles

Danville, VA

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

Durham, NC

Salvage title
$8,990184,925 mi

Durham, NC

No Photo

2010 Ford Explorer Sport Trac XLT

Louisburg, NC

UnscoredInsufficient · 0
$8,99592,664 mi

Louisburg, NC

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

Danville, VA

UnscoredInsufficient · 0
$8,995151,878 mi

Danville, VA

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

Durham, NC

UnscoredInsufficient · 3
$9,000166,252 mi

Comparison: 3 similar vehicles

Durham, 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

Durham, NC

Unscored
$9,298206,488 mi

Comparison: 25 similar vehicles

Durham, NC

No Photo

2007 Ford F-150 Lariat

Henderson, NC

Unscored
$9,445227,151 mi

Comparison: 6 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

Unscored
$9,500152,704 mi

Comparison: 20 similar vehicles

Henderson, NC

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Durham, NC

UnscoredInsufficient · 3
$9,500173,729 mi

Comparison: 3 similar vehicles

Durham, NC

2006 Toyota Tundra Limited

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

2006 Toyota Tundra Limited

Louisburg, NC

UnscoredInsufficient · 0
$9,500195,018 mi

Louisburg, NC

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Durham, NC

Salvage title
$9,800153,150 mi

Durham, NC

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

Durham, NC

Salvage title
$9,900153,368 mi

Durham, 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

UnscoredInsufficient · 3
$9,995159,315 mi

Comparison: 3 similar vehicles

Henderson, NC

No Photo

2015 Chevrolet Colorado Z71

Danville, VA

Unscored
$9,995233,971 mi

Comparison: 21 similar vehicles

Danville, VA

No Photo

2015 Chevrolet Colorado Work Truck

Louisburg, NC

Unscored
$9,995158,710 mi

Comparison: 8 similar vehicles

Louisburg, NC

No Photo

2005 Ford F-150 XLT

Louisburg, NC

Unscored
$9,995148,885 mi

Comparison: 15 similar vehicles

Louisburg, NC

No Photo

2004 Ford F-150 FX4

South Boston, VA

Unscored
$9,995199,619 mi

Comparison: 7 similar vehicles

South Boston, VA

2003 Ford F-250 Super Duty XLT

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

2003 Ford F-250 Super Duty XLT

Roxboro, NC

UnscoredInsufficient · 4
$9,995209,603 mi

Comparison: 4 similar vehicles

Roxboro, NC

2003 Ford F-250 Super Duty XLT

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

2003 Ford F-250 Super Duty XLT

Danville, VA

UnscoredInsufficient · 0
$9,995182,500 mi

Danville, VA

No Photo

2013 Ford F-150 Lariat

Danville, VA

UnscoredInsufficient · 3
$9,999251,060 mi

Comparison: 3 similar vehicles

Danville, VA

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Durham, NC

Unscored
$10,498246,066 mi

Comparison: 6 similar vehicles

Durham, 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

UnscoredInsufficient · 4
$10,499123,639 mi

Comparison: 4 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

Unscored
$10,499133,000 mi

Comparison: 24 similar vehicles

Oxford, 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

Durham, NC

Unscored
$10,500177,435 mi

Comparison: 81 similar vehicles

Durham, NC

No Photo

2011 Nissan Frontier SV

South Boston, VA

Unscored
$10,595179,099 mi

Comparison: 5 similar vehicles

South Boston, 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 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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