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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

21,829 listings found

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

Florence, SC

UnscoredLimited · 14
$2,700337,467 mi

Comparison: 14 similar vehicles

Florence, SC

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

Winnsboro, SC

UnscoredLimited · 8
$2,992327,775 mi

Comparison: 8 similar vehicles

Winnsboro, SC

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

Sumter, SC

UnscoredLimited · 5
$3,000228,990 mi

Comparison: 5 similar vehicles

Sumter, SC

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

Cottageville, SC

UnscoredLimited · 5
$3,220384,595 mi

Comparison: 5 similar vehicles

Cottageville, SC

2005 Cadillac Escalade EXT Base

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

2005 Cadillac Escalade EXT Base

Union, SC

UnscoredInsufficient · 0
$3,500268,057 mi

Union, SC

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

Florence, SC

UnscoredInsufficient · 0
$3,800255,158 mi

Florence, 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

Greenville, SC

UnscoredInsufficient · 4
$3,850217,000 mi

Comparison: 4 similar vehicles

Greenville, SC

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

North Charleston, SC

UnscoredLimited · 5
$3,900320,779 mi

Comparison: 5 similar vehicles

North Charleston, SC

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

Conway, SC

UnscoredInsufficient · 4
$3,950263,460 mi

Comparison: 4 similar vehicles

Conway, SC

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Myrtle Beach, SC

UnscoredLimited · 12
$3,995177,724 mi

Comparison: 12 similar vehicles

Myrtle Beach, SC

2006 Ford Ranger XLT

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

2006 Ford Ranger XLT

Charleston, SC

UnscoredInsufficient · 0
$3,995169,338 mi

Charleston, SC

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Sumter, SC

UnscoredInsufficient · 0
$3,995Mileage not verified

Sumter, SC

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

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Chesterfield, SC

UnscoredLimited · 13
$4,057302,960 mi

Comparison: 13 similar vehicles

Chesterfield, SC

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Myrtle Beach, SC

UnscoredInsufficient · 0
$4,200183,957 mi

Myrtle Beach, SC

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Hartsville, SC

UnscoredInsufficient · 3
$4,289366,171 mi

Comparison: 3 similar vehicles

Hartsville, SC

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

Charleston, SC

UnscoredInsufficient · 3
$4,495190,553 mi

Comparison: 3 similar vehicles

Charleston, SC

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 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Myrtle Beach, SC

UnscoredLimited · 5
$4,500163,306 mi

Comparison: 5 similar vehicles

Myrtle Beach, SC

2006 GMC Canyon WT

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

2006 GMC Canyon WT

Richburg, SC

UnscoredInsufficient · 3
$4,500180,008 mi

Comparison: 3 similar vehicles

Richburg, SC

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Myrtle Beach, SC

UnscoredLimited · 5
$4,500203,383 mi

Comparison: 5 similar vehicles

Myrtle Beach, SC

2002 Mazda Truck DS

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

2002 Mazda Truck DS

Elgin, SC

UnscoredInsufficient · 0
$4,500237,402 mi

Elgin, SC

2000 Dodge Dakota R/T SPORT

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

2000 Dodge Dakota R/T SPORT

Summerville, SC

UnscoredInsufficient · 0
$4,500224,109 mi

Summerville, SC

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Myrtle Beach, SC

UnscoredLimited · 7
$4,595265,965 mi

Comparison: 7 similar vehicles

Myrtle Beach, SC

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

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

Lugoff, SC

UnscoredInsufficient · 4
$4,598246,646 mi

Comparison: 4 similar vehicles

Lugoff, SC

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Andrews, SC

UnscoredLimited · 6
$4,600201,200 mi

Comparison: 6 similar vehicles

Andrews, SC

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

North Charleston, SC

UnscoredInsufficient · 0
$4,750168,041 mi

North Charleston, SC

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

Lancaster, SC

UnscoredLimited · 14
$4,795315,076 mi

Comparison: 14 similar vehicles

Lancaster, SC

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Greenville, SC

UnscoredInsufficient · 4
$4,800241,100 mi

Comparison: 4 similar vehicles

Greenville, SC

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 · 6
$4,800238,315 mi

Comparison: 6 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

1999 Ford F-150 WORK SERIES

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

1999 Ford F-150 WORK SERIES

Sumter, SC

UnscoredInsufficient · 0
$4,800189,658 mi

Sumter, SC

2009 Chevrolet Avalanche LT1

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

2009 Chevrolet Avalanche LT1

North Charleston, SC

UnscoredInsufficient · 0
$4,900315,828 mi

North Charleston, SC

No Photo

2007 Chevrolet Silverado Classic 1500 LT1

Myrtle Beach, SC

UnscoredInsufficient · 0
$4,900Mileage not verified

Myrtle Beach, SC

2005 Ford Explorer Sport Trac XLS

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

2005 Ford Explorer Sport Trac XLS

Union, SC

UnscoredInsufficient · 4
$4,900224,933 mi

Comparison: 4 similar vehicles

Union, SC

2002 Mazda Truck DS

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

2002 Mazda Truck DS

Aiken, SC

UnscoredInsufficient · 0
$4,950264,912 mi

Aiken, SC

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Florence, SC

UnscoredInsufficient · 3
$4,980123,456 mi

Comparison: 3 similar vehicles

Florence, SC

1998 Ford Ranger XL

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

1998 Ford Ranger XL

Florence, SC

UnscoredInsufficient · 0
$4,980190,616 mi

Florence, SC

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Lancaster, SC

UnscoredInsufficient · 0
$4,988265,819 mi

Lancaster, SC

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

York, SC

UnscoredModerate · 22
$4,991240,954 mi

Comparison: 22 similar vehicles

York, SC

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Hartsville, SC

UnscoredInsufficient · 4
$4,991231,875 mi

Comparison: 4 similar vehicles

Hartsville, SC

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Myrtle Beach, SC

UnscoredInsufficient · 4
$4,995227,062 mi

Comparison: 4 similar vehicles

Myrtle Beach, SC

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Myrtle Beach, SC

UnscoredInsufficient · 4
$4,995291,326 mi

Comparison: 4 similar vehicles

Myrtle Beach, SC

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

Manning, SC

UnscoredLimited · 7
$4,995352,248 mi

Comparison: 7 similar vehicles

Manning, SC

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Okatie, SC

UnscoredInsufficient · 0
$4,995188,073 mi

Okatie, SC

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Lexington, SC

UnscoredInsufficient · 4
$4,995203,437 mi

Comparison: 4 similar vehicles

Lexington, SC

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

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Sumter, SC

UnscoredInsufficient · 4
$4,999231,079 mi

Comparison: 4 similar vehicles

Sumter, SC

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

Sumter, SC

UnscoredModerate · 23
$5,000226,879 mi

Comparison: 23 similar vehicles

Sumter, SC

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 manage their profile, 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, exports, and enhanced merchandising.
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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