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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2000 Dodge Dakota SLT

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

2000 Dodge Dakota SLT

Hamlet, NC

Salvage title
$1,500167,600 mi

Hamlet, NC

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Spring Lake, NC

UnscoredInsufficient · 3
$2,000152,396 mi

Comparison: 3 similar vehicles

Spring Lake, NC

No Photo

2004 Ford F-150 XLT

Rocky Mount, NC

UnscoredLimited · 8
$2,489224,931 mi

Comparison: 8 similar vehicles

Rocky Mount, NC

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

Burgaw, NC

UnscoredLimited · 6
$2,995366,670 mi

Comparison: 6 similar vehicles

Burgaw, NC

2007 Isuzu i series LS

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

2007 Isuzu i series LS

Rocky Point, NC

UnscoredInsufficient · 0
$3,299212,730 mi

Rocky Point, 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 · 1094 days listed (based on current market benchmarks)

Charlotte, NC

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 · 7
$3,300197,875 mi

Comparison: 7 similar vehicles

Greensboro, 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

Roseboro, NC

UnscoredLimited · 13
$3,450227,256 mi

Comparison: 13 similar vehicles

Roseboro, NC

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Sanford, NC

UnscoredLimited · 8
$3,490159,233 mi

Comparison: 8 similar vehicles

Sanford, 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

Garner, NC

UnscoredInsufficient · 3
$3,500313,000 mi

Comparison: 3 similar vehicles

Garner, 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

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

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

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 · 8
$3,699284,233 mi

Comparison: 8 similar vehicles

Mount Ulla, NC

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Hope Mills, NC

UnscoredInsufficient · 4
$3,700329,500 mi

Comparison: 4 similar vehicles

Hope Mills, 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

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Zebulon, NC

UnscoredInsufficient · 0
$3,800Mileage not verified

Zebulon, 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

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

Wilmington, NC

UnscoredModerate · 22
$3,900342,446 mi

Comparison: 22 similar vehicles

Wilmington, 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

Greenville, NC

UnscoredLimited · 9
$3,900278,859 mi

Comparison: 9 similar vehicles

Greenville, 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

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

Roseboro, NC

UnscoredInsufficient · 4
$3,950162,314 mi

Comparison: 4 similar vehicles

Roseboro, 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

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

No Photo

2004 Ford F-150 XLT

Lumberton, NC

UnscoredLimited · 15
$3,995254,447 mi

Comparison: 15 similar vehicles

Lumberton, NC

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

Raleigh, NC

UnscoredLimited · 7
$3,998249,604 mi

Comparison: 7 similar vehicles

Raleigh, 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

Raleigh, NC

UnscoredInsufficient · 0
$3,999182,149 mi

Raleigh, NC

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

Candler, NC

UnscoredLimited · 9
$4,000173,175 mi

Comparison: 9 similar vehicles

Candler, NC

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

2003 Dodge Dakota SXT

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

2003 Dodge Dakota SXT

Raleigh, NC

UnscoredInsufficient · 0
$4,198251,404 mi

Raleigh, 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

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

No Photo

2010 Ford F-150 XL

Lumberton, NC

UnscoredLimited · 11
$4,295162,851 mi

Comparison: 11 similar vehicles

Lumberton, NC

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Ahoskie, NC

UnscoredInsufficient · 0
$4,394283,136 mi

Ahoskie, NC

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

Burlington, NC

UnscoredLimited · 19
$4,495224,000 mi

Comparison: 19 similar vehicles

Burlington, NC

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

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

UnscoredLimited · 5
$4,500238,000 mi

Comparison: 5 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 · 6
$4,500208,000 mi

Comparison: 6 similar vehicles

Charlotte, 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

Garner, NC

UnscoredLimited · 5
$4,500200,000 mi

Comparison: 5 similar vehicles

Garner, NC

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

Hamlet, NC

UnscoredInsufficient · 3
$4,500230,100 mi

Comparison: 3 similar vehicles

Hamlet, NC

No Photo

2002 Chevrolet Avalanche Base

Mount Airy, NC

UnscoredLimited · 6
$4,599200,207 mi

Comparison: 6 similar vehicles

Mount Airy, NC

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

Delco, NC

UnscoredInsufficient · 0
$4,600173,118 mi

Delco, NC

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Hamlet, NC

UnscoredLimited · 6
$4,695249,126 mi

Comparison: 6 similar vehicles

Hamlet, NC

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

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

Hampstead, NC

UnscoredInsufficient · 3
$4,700195,860 mi

Comparison: 3 similar vehicles

Hampstead, NC

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Raleigh, NC

UnscoredLimited · 6
$4,799253,629 mi

Comparison: 6 similar vehicles

Raleigh, NC

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Swansboro, NC

UnscoredLimited · 5
$4,800283,130 mi

Comparison: 5 similar vehicles

Swansboro, NC

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Kannapolis, NC

Great DealLimited · 16
$4,89569,000 mi

Market: $7,950 – $16,791

Comparison: 16 similar vehicles

Competitively priced ~38% below the typical range compared to similar vehicles · 487 days listed (based on current market benchmarks)

Kannapolis, NC

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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