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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

10,929 listings found

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

Tacoma, WA

UnscoredInsufficient · 3
$2,190222,514 mi

Comparison: 3 similar vehicles

Tacoma, WA

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

Parkland, WA

UnscoredInsufficient · 4
$2,600239,626 mi

Comparison: 4 similar vehicles

Parkland, WA

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

Spanaway, WA

UnscoredLimited · 15
$2,800230,214 mi

Comparison: 15 similar vehicles

Spanaway, WA

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Spanaway, WA

UnscoredInsufficient · 3
$3,200177,000 mi

Comparison: 3 similar vehicles

Spanaway, WA

No Photo

1999 Ford Ranger XLT

Lynnwood, WA

UnscoredInsufficient · 4
$3,495220,177 mi

Comparison: 4 similar vehicles

Lynnwood, WA

No Photo

2003 Ford F-150 XL

Lynnwood, WA

UnscoredInsufficient · 0
$3,499297,481 mi

Lynnwood, WA

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Tacoma, WA

UnscoredInsufficient · 3
$3,500200,043 mi

Comparison: 3 similar vehicles

Tacoma, WA

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Everett, WA

UnscoredInsufficient · 0
$3,500225,061 mi

Everett, WA

2010 Chevrolet Silverado 1500 LTZ

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

2010 Chevrolet Silverado 1500 LTZ

Parkland, WA

UnscoredInsufficient · 0
$3,600211,667 mi

Parkland, WA

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

Tacoma, WA

UnscoredLimited · 5
$3,700199,800 mi

Comparison: 5 similar vehicles

Tacoma, WA

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Tacoma, WA

UnscoredInsufficient · 3
$3,900225,664 mi

Comparison: 3 similar vehicles

Tacoma, WA

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

Kenmore, WA

UnscoredInsufficient · 4
$3,995237,000 mi

Comparison: 4 similar vehicles

Kenmore, WA

2005 Ford Explorer Sport Trac Adrenalin

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

2005 Ford Explorer Sport Trac Adrenalin

Tacoma, WA

UnscoredInsufficient · 0
$3,995143,000 mi

Tacoma, WA

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

South Hill, WA

UnscoredInsufficient · 0
$3,995289,000 mi

South Hill, WA

2007 Dodge Ram 2500 Pickup ST

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

2007 Dodge Ram 2500 Pickup ST

Lynnwood, WA

UnscoredLimited · 11
$3,999235,742 mi

Comparison: 11 similar vehicles

Lynnwood, WA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Lynnwood, WA

UnscoredInsufficient · 3
$3,999206,096 mi

Comparison: 3 similar vehicles

Lynnwood, WA

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

Lynnwood, WA

UnscoredInsufficient · 0
$3,999140,715 mi

Lynnwood, WA

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

Seattle, WA

UnscoredInsufficient · 0
$3,999200 mi

Seattle, WA

1997 Dodge Ram Pickup WS

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

1997 Dodge Ram Pickup WS

Spanaway, WA

UnscoredInsufficient · 0
$3,999158,538 mi

Spanaway, WA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Lakewood, WA

UnscoredLimited · 6
$4,000217,303 mi

Comparison: 6 similar vehicles

Lakewood, WA

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Tacoma, WA

UnscoredInsufficient · 0
$4,488202,509 mi

Tacoma, WA

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Everett, WA

UnscoredInsufficient · 0
$4,488230,360 mi

Everett, WA

2001 Chevrolet S-10 Base

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

2001 Chevrolet S-10 Base

Lynnwood, WA

UnscoredInsufficient · 0
$4,495112,775 mi

Lynnwood, WA

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

Lynnwood, WA

UnscoredInsufficient · 4
$4,499182,583 mi

Comparison: 4 similar vehicles

Lynnwood, WA

2005 GMC Sierra 1500 Denali

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

2005 GMC Sierra 1500 Denali

Spanaway, WA

UnscoredInsufficient · 0
$4,499212,000 mi

Spanaway, WA

2012 RAM 1500 Pickup Tradesman

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

2012 RAM 1500 Pickup Tradesman

South Hill, WA

UnscoredInsufficient · 3
$4,700245,774 mi

Comparison: 3 similar vehicles

South Hill, WA

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Spanaway, WA

UnscoredInsufficient · 0
$4,700137,578 mi

Spanaway, WA

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Kent, WA

UnscoredInsufficient · 3
$4,799313,406 mi

Comparison: 3 similar vehicles

Kent, WA

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

Tacoma, WA

UnscoredLimited · 17
$4,800235,167 mi

Comparison: 17 similar vehicles

Tacoma, WA

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

Parkland, WA

UnscoredLimited · 10
$4,800245,803 mi

Comparison: 10 similar vehicles

Parkland, WA

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Tacoma, WA

UnscoredInsufficient · 0
$4,800194,820 mi

Tacoma, WA

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

Parkland, WA

UnscoredInsufficient · 4
$4,800230,784 mi

Comparison: 4 similar vehicles

Parkland, WA

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

Seattle, WA

UnscoredLimited · 6
$4,800224,287 mi

Comparison: 6 similar vehicles

Seattle, WA

2005 Dodge Dakota ST

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

2005 Dodge Dakota ST

Lynnwood, WA

UnscoredInsufficient · 0
$4,885245,062 mi

Lynnwood, WA

2004 Dodge Dakota Base

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

2004 Dodge Dakota Base

Lakewood, WA

UnscoredInsufficient · 0
$4,985194,180 mi

Lakewood, WA

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

Lake Stevens, WA

UnscoredInsufficient · 0
$4,995300,000 mi

Lake Stevens, WA

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Lakewood, WA

UnscoredLimited · 5
$4,995202,613 mi

Comparison: 5 similar vehicles

Lakewood, WA

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Seattle, WA

UnscoredLimited · 7
$4,999221,639 mi

Comparison: 7 similar vehicles

Seattle, WA

2010 Nissan Titan XE

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

2010 Nissan Titan XE

Tacoma, WA

UnscoredInsufficient · 0
$4,999200,926 mi

Tacoma, WA

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Seattle, WA

UnscoredInsufficient · 3
$4,999300,000 mi

Comparison: 3 similar vehicles

Seattle, WA

No Photo

2004 Nissan Titan LE

Federal Way, WA

UnscoredInsufficient · 0
$4,999216,277 mi

Federal Way, WA

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

Spanaway, WA

UnscoredInsufficient · 0
$4,999256,904 mi

Spanaway, WA

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Lynnwood, WA

UnscoredLimited · 6
$4,999133,301 mi

Comparison: 6 similar vehicles

Lynnwood, WA

2000 Chevrolet Silverado BASE

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

2000 Chevrolet Silverado BASE

Lynnwood, WA

UnscoredInsufficient · 0
$4,999334,055 mi

Lynnwood, WA

2008 Dodge Dakota ST

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

2008 Dodge Dakota ST

Spanaway, WA

UnscoredInsufficient · 0
$5,000124,995 mi

Spanaway, WA

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

Tacoma, WA

UnscoredLimited · 15
$5,100161,827 mi

Comparison: 15 similar vehicles

Tacoma, WA

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Tacoma, WA

UnscoredInsufficient · 0
$5,100191,773 mi

Tacoma, WA

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Spanaway, WA

UnscoredInsufficient · 3
$5,200201,247 mi

Comparison: 3 similar vehicles

Spanaway, WA

2005 GMC Canyon Z85 SLE/SB

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

2005 GMC Canyon Z85 SLE/SB

Tacoma, WA

UnscoredInsufficient · 0
$5,200169,109 mi

Tacoma, WA

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Lynnwood, WA

UnscoredInsufficient · 4
$5,445198,441 mi

Comparison: 4 similar vehicles

Lynnwood, WA

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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