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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

21,371 listings found

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Forest City, NC

UnscoredInsufficient · 0
$2,925276,144 mi

Forest City, 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

Charlotte, NC

Fair PriceLimited · 18
$3,299Mileage not verified

Market: $2,700 – $5,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1098 days listed (based on current market benchmarks)

Charlotte, NC

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Hickory, NC

UnscoredInsufficient · 3
$3,500196,736 mi

Comparison: 3 similar vehicles

Hickory, NC

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Mount Ulla, NC

UnscoredLimited · 9
$3,699284,233 mi

Comparison: 9 similar vehicles

Mount Ulla, 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

Charlotte, NC

UnscoredInsufficient · 4
$3,750357,145 mi

Comparison: 4 similar vehicles

Charlotte, NC

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Morganton, NC

UnscoredInsufficient · 0
$3,895Mileage not verified

Morganton, NC

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

North Wilkesboro, NC

UnscoredLimited · 9
$3,995320,316 mi

Comparison: 9 similar vehicles

North Wilkesboro, NC

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Rock Hill, SC

UnscoredInsufficient · 0
$3,999233,990 mi

Rock Hill, SC

1998 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Hudson, NC

UnscoredInsufficient · 0
$4,000238,000 mi

Hudson, NC

2001 Ford Ranger XL

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

2001 Ford Ranger XL

Hickory, NC

UnscoredInsufficient · 0
$4,250194,961 mi

Hickory, NC

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

Marion, NC

UnscoredModerate · 20
$4,294268,000 mi

Comparison: 20 similar vehicles

Marion, NC

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

York, SC

UnscoredLimited · 10
$4,495265,610 mi

Comparison: 10 similar vehicles

York, SC

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Gastonia, NC

UnscoredInsufficient · 3
$4,498302,000 mi

Comparison: 3 similar vehicles

Gastonia, NC

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Charlotte, NC

UnscoredInsufficient · 4
$4,500238,000 mi

Comparison: 4 similar vehicles

Charlotte, NC

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Charlotte, NC

UnscoredLimited · 5
$4,500208,000 mi

Comparison: 5 similar vehicles

Charlotte, NC

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

York, SC

UnscoredInsufficient · 0
$4,595Mileage not verified

York, SC

2006 GMC Sierra 2500HD Work Truck

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

2006 GMC Sierra 2500HD Work Truck

Morganton, NC

UnscoredInsufficient · 0
$4,699291,550 mi

Morganton, 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

Charlotte, NC

UnscoredInsufficient · 3
$4,799223,176 mi

Comparison: 3 similar vehicles

Charlotte, 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

Fort Mill, SC

UnscoredLimited · 8
$4,800238,315 mi

Comparison: 8 similar vehicles

Fort Mill, SC

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Gaffney, SC

UnscoredInsufficient · 3
$4,800Mileage not verified

Comparison: 3 similar vehicles

Gaffney, SC

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

Hickory, NC

UnscoredLimited · 7
$4,975236,608 mi

Comparison: 7 similar vehicles

Hickory, NC

2007 Dodge Dakota SLT

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

2007 Dodge Dakota SLT

Mount Holly, NC

UnscoredInsufficient · 0
$4,995148,000 mi

Mount Holly, NC

2004 Chevrolet Colorado Z71 LS

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

2004 Chevrolet Colorado Z71 LS

Township of Taylorsville, NC

UnscoredInsufficient · 0
$4,995286,686 mi

Township of Taylorsville, NC

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Morganton, NC

UnscoredInsufficient · 0
$4,995212,300 mi

Morganton, NC

2000 Chevrolet C3500 BASE

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

2000 Chevrolet C3500 BASE

Forest City, NC

UnscoredLimited · 5
$4,995349,102 mi

Comparison: 5 similar vehicles

Forest City, NC

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Fort Mill, SC

Salvage title
$4,999281,802 mi

Fort Mill, SC

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Locust, NC

UnscoredModerate · 25
$5,000218,228 mi

Comparison: 25 similar vehicles

Locust, 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

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Concord, NC

UnscoredInsufficient · 0
$5,488229,300 mi

Concord, NC

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Marion, NC

Fair PriceLimited · 11
$5,495Mileage not verified

Market: $3,700 – $9,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 264 days listed (based on current market benchmarks)

Marion, NC

2005 Toyota Tundra Limited

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

2005 Toyota Tundra Limited

Fort Mill, SC

UnscoredInsufficient · 0
$5,499281,481 mi

Fort Mill, SC

2012 RAM 1500 Pickup Laramie Longhorn

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

2012 RAM 1500 Pickup Laramie Longhorn

Lenoir, NC

UnscoredInsufficient · 0
$5,500462,329 mi

Lenoir, NC

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Charlotte, NC

UnscoredInsufficient · 4
$5,500259,297 mi

Comparison: 4 similar vehicles

Charlotte, 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

Indian Trail, NC

UnscoredLimited · 5
$5,600262,568 mi

Comparison: 5 similar vehicles

Indian Trail, 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

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Morganton, NC

UnscoredInsufficient · 3
$5,800262,682 mi

Comparison: 3 similar vehicles

Morganton, NC

2008 Ford Explorer Sport Trac Limited

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

2008 Ford Explorer Sport Trac Limited

Fort Mill, SC

UnscoredInsufficient · 0
$5,850200,270 mi

Fort Mill, SC

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Newton, NC

UnscoredInsufficient · 4
$5,900276,211 mi

Comparison: 4 similar vehicles

Newton, NC

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Hickory, NC

UnscoredLimited · 10
$5,900278,810 mi

Comparison: 10 similar vehicles

Hickory, NC

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Charlotte, NC

UnscoredLimited · 5
$5,995253,213 mi

Comparison: 5 similar vehicles

Charlotte, 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

Morganton, NC

UnscoredInsufficient · 3
$5,995290,000 mi

Comparison: 3 similar vehicles

Morganton, NC

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Marion, NC

UnscoredInsufficient · 4
$5,995243,255 mi

Comparison: 4 similar vehicles

Marion, NC

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Charlotte, NC

Salvage title
$5,995300,651 mi

Charlotte, NC

1997 Ford F-150 XLT

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

1997 Ford F-150 XLT

Indian Trail, NC

UnscoredInsufficient · 3
$5,995192,944 mi

Comparison: 3 similar vehicles

Indian Trail, NC

2006 Dodge Ram 1500 Pickup Laramie

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

2006 Dodge Ram 1500 Pickup Laramie

Clover, SC

UnscoredInsufficient · 0
$5,999181,451 mi

Clover, SC

2002 Mazda Truck DS

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

2002 Mazda Truck DS

Fort Mill, SC

UnscoredInsufficient · 0
$5,999189,000 mi

Fort Mill, SC

2000 GMC Sierra SLE

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

2000 GMC Sierra SLE

Wilkesboro, NC

UnscoredInsufficient · 0
$6,200190,460 mi

Wilkesboro, NC

2009 Dodge Ram 1500 Pickup ST

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

2009 Dodge Ram 1500 Pickup ST

Hickory, NC

UnscoredInsufficient · 0
$6,400197,228 mi

Hickory, NC

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Monroe, NC

UnscoredLimited · 10
$6,495301,168 mi

Comparison: 10 similar vehicles

Monroe, NC

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Statesville, NC

UnscoredInsufficient · 4
$6,495231,754 mi

Comparison: 4 similar vehicles

Statesville, 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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