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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

9,600 listings found

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Greensboro, NC

UnscoredLimited · 6
$3,300197,875 mi

Comparison: 6 similar vehicles

Greensboro, NC

2007 Ford Ranger XL

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

2007 Ford Ranger XL

Sandy Ridge, NC

UnscoredInsufficient · 3
$3,500232,294 mi

Comparison: 3 similar vehicles

Sandy Ridge, NC

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Mount Airy, NC

UnscoredLimited · 9
$3,600310,521 mi

Comparison: 9 similar vehicles

Mount Airy, NC

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

High Point, NC

UnscoredInsufficient · 0
$3,900216,476 mi

High Point, NC

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

High Point, NC

UnscoredInsufficient · 3
$3,995320,151 mi

Comparison: 3 similar vehicles

High Point, NC

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Mount Airy, NC

UnscoredLimited · 18
$4,200228,321 mi

Comparison: 18 similar vehicles

Mount Airy, NC

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Martinsville, VA

UnscoredInsufficient · 3
$4,400254,109 mi

Comparison: 3 similar vehicles

Martinsville, VA

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Thomasville, NC

UnscoredInsufficient · 0
$4,495191,330 mi

Thomasville, NC

No Photo

2002 Chevrolet Avalanche Base

Mount Airy, NC

UnscoredLimited · 6
$4,599200,207 mi

Comparison: 6 similar vehicles

Mount Airy, NC

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Winston-Salem, NC

UnscoredInsufficient · 0
$4,895242,000 mi

Winston-Salem, 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

Thomasville, NC

UnscoredLimited · 8
$4,900180,298 mi

Comparison: 8 similar vehicles

Thomasville, NC

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Sandy Ridge, NC

UnscoredLimited · 6
$4,900232,704 mi

Comparison: 6 similar vehicles

Sandy Ridge, NC

2003 Chevrolet Silverado 2500HD LS

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

2003 Chevrolet Silverado 2500HD LS

Winston-Salem, NC

UnscoredInsufficient · 0
$4,900254,000 mi

Winston-Salem, NC

2002 Ford Ranger XLT Appearance

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

2002 Ford Ranger XLT Appearance

Mount Airy, NC

UnscoredInsufficient · 0
$4,900193,047 mi

Mount Airy, NC

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Greensboro, NC

UnscoredInsufficient · 0
$4,995246,332 mi

Greensboro, NC

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

Winston-Salem, NC

UnscoredInsufficient · 4
$4,999267,498 mi

Comparison: 4 similar vehicles

Winston-Salem, NC

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Thomasville, NC

UnscoredModerate · 21
$5,000171,730 mi

Comparison: 21 similar vehicles

Thomasville, 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

Mount Airy, NC

UnscoredLimited · 14
$5,200224,473 mi

Comparison: 14 similar vehicles

Mount Airy, NC

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Mount Airy, NC

UnscoredLimited · 6
$5,300175,668 mi

Comparison: 6 similar vehicles

Mount Airy, NC

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Mocksville, NC

UnscoredLimited · 8
$5,349316,628 mi

Comparison: 8 similar vehicles

Mocksville, NC

2010 RAM Dakota Big Horn (Lone Star)

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

2010 RAM Dakota Big Horn (Lone Star)

Burlington, NC

UnscoredInsufficient · 0
$5,495170,833 mi

Burlington, NC

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

Thomasville, NC

UnscoredInsufficient · 0
$5,495220,211 mi

Thomasville, 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

Burlington, NC

UnscoredInsufficient · 3
$5,500227,596 mi

Comparison: 3 similar vehicles

Burlington, NC

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

High Point, NC

UnscoredInsufficient · 3
$5,500214,203 mi

Comparison: 3 similar vehicles

High Point, NC

2007 Honda Ridgeline RT

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

2007 Honda Ridgeline RT

Greensboro, NC

UnscoredInsufficient · 0
$5,500204,557 mi

Greensboro, NC

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Madison, NC

UnscoredInsufficient · 4
$5,500206,453 mi

Comparison: 4 similar vehicles

Madison, 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

Woodleaf, NC

UnscoredModerate · 48
$5,699187,268 mi

Comparison: 48 similar vehicles

Woodleaf, NC

2005 Nissan Frontier XE

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

2005 Nissan Frontier XE

Germanton, NC

UnscoredInsufficient · 0
$5,800233,694 mi

Germanton, NC

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Winston-Salem, NC

UnscoredInsufficient · 4
$5,900160,670 mi

Comparison: 4 similar vehicles

Winston-Salem, 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

UnscoredInsufficient · 0
$5,950232,466 mi

Danville, VA

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

Greensboro, NC

UnscoredModerate · 43
$5,990240,500 mi

Comparison: 43 similar vehicles

Greensboro, NC

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Burlington, NC

UnscoredRobust · 73
$5,995412,179 mi

Comparison: 73 similar vehicles

Burlington, NC

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

Winston-Salem, NC

UnscoredLimited · 8
$5,995135,285 mi

Comparison: 8 similar vehicles

Winston-Salem, NC

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

Liberty, NC

OverpricedLimited · 18
$5,995112,079 mi

Market: $2,700 – $4,593

Comparison: 18 similar vehicles

Priced ~31% above the typical market range for similar vehicles (based on current market benchmarks)

Liberty, NC

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Kernersville, NC

UnscoredRobust · 66
$5,999239,411 mi

Comparison: 66 similar vehicles

Kernersville, NC

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Kernersville, NC

UnscoredLimited · 10
$5,999297,100 mi

Comparison: 10 similar vehicles

Kernersville, NC

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Thomasville, NC

UnscoredInsufficient · 4
$5,999141,188 mi

Comparison: 4 similar vehicles

Thomasville, NC

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

Winston-Salem, NC

UnscoredInsufficient · 3
$6,000200,844 mi

Comparison: 3 similar vehicles

Winston-Salem, NC

2010 Ford F-150 FX2

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

2010 Ford F-150 FX2

Martinsville, VA

UnscoredInsufficient · 0
$6,400245,584 mi

Martinsville, VA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Walkertown, NC

UnscoredInsufficient · 4
$6,400194,573 mi

Comparison: 4 similar vehicles

Walkertown, NC

2008 Ford F-150 60th Anniversary

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

2008 Ford F-150 60th Anniversary

Mocksville, NC

UnscoredInsufficient · 0
$6,495150,781 mi

Mocksville, NC

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Thomasville, NC

UnscoredInsufficient · 0
$6,495144,137 mi

Thomasville, NC

2005 Nissan Frontier XE

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

2005 Nissan Frontier XE

Pittsboro, NC

UnscoredInsufficient · 0
$6,500205,000 mi

Pittsboro, NC

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Danville, VA

UnscoredLimited · 5
$6,500178,107 mi

Comparison: 5 similar vehicles

Danville, VA

2008 Chevrolet Colorado Work Truck

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

2008 Chevrolet Colorado Work Truck

Mocksville, NC

UnscoredInsufficient · 0
$6,55089,676 mi

Mocksville, NC

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

Mount Airy, NC

UnscoredInsufficient · 4
$6,700174,019 mi

Comparison: 4 similar vehicles

Mount Airy, NC

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Burlington, NC

UnscoredLimited · 12
$6,724311,818 mi

Comparison: 12 similar vehicles

Burlington, NC

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Winston-Salem, NC

UnscoredInsufficient · 4
$6,795192,668 mi

Comparison: 4 similar vehicles

Winston-Salem, NC

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Winston-Salem, NC

UnscoredLimited · 7
$6,799255,094 mi

Comparison: 7 similar vehicles

Winston-Salem, NC

2005 GMC Sierra 1500 SLT

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

2005 GMC Sierra 1500 SLT

Mount Airy, NC

UnscoredInsufficient · 0
$6,800239,755 mi

Mount Airy, NC

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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