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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

2,307 listings found

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

Richland, WA

UnscoredInsufficient · 3
$2,495247,724 mi

Comparison: 3 similar vehicles

Richland, WA

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Walla Walla, WA

UnscoredInsufficient · 0
$4,444269,500 mi

Walla Walla, WA

1999 Dodge Dakota Base

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

1999 Dodge Dakota Base

Pasco, WA

UnscoredInsufficient · 0
$5,888163,972 mi

Pasco, WA

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Pasco, WA

UnscoredInsufficient · 4
$5,989189,936 mi

Comparison: 4 similar vehicles

Pasco, WA

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

Walla Walla, WA

UnscoredInsufficient · 0
$5,999189,254 mi

Walla Walla, WA

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Richland, WA

UnscoredInsufficient · 0
$6,495202,777 mi

Richland, WA

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

Richland, WA

UnscoredInsufficient · 3
$6,495Mileage not verified

Comparison: 3 similar vehicles

Richland, WA

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Pasco, WA

UnscoredInsufficient · 4
$6,500181,437 mi

Comparison: 4 similar vehicles

Pasco, WA

2004 Nissan Titan SE

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

2004 Nissan Titan SE

Grandview, WA

UnscoredInsufficient · 0
$6,590225,273 mi

Grandview, WA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Zillah, WA

UnscoredLimited · 11
$6,900160,868 mi

Comparison: 11 similar vehicles

Zillah, WA

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

Richland, WA

UnscoredLimited · 5
$6,975231,034 mi

Comparison: 5 similar vehicles

Richland, WA

2009 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Richland, WA

UnscoredInsufficient · 0
$6,995201,264 mi

Richland, WA

2008 Dodge Ram 1500 Pickup Laramie

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

2008 Dodge Ram 1500 Pickup Laramie

Kennewick, WA

UnscoredModerate · 25
$6,995224,265 mi

Comparison: 25 similar vehicles

Kennewick, WA

2005 Ford Ranger XLT

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

2005 Ford Ranger XLT

Richland, WA

UnscoredInsufficient · 0
$6,995203,689 mi

Richland, WA

2001 Chevrolet Silverado LT

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

2001 Chevrolet Silverado LT

Richland, WA

UnscoredLimited · 5
$6,995212,741 mi

Comparison: 5 similar vehicles

Richland, WA

1999 Chevrolet Silverado LS

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

1999 Chevrolet Silverado LS

Kennewick, WA

UnscoredInsufficient · 0
$6,995205,792 mi

Kennewick, WA

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

West Richland, WA

UnscoredInsufficient · 3
$7,990102,285 mi

Comparison: 3 similar vehicles

West Richland, WA

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

Hermiston, OR

UnscoredModerate · 24
$7,995195,123 mi

Comparison: 24 similar vehicles

Hermiston, OR

2005 Dodge Dakota ST

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

2005 Dodge Dakota ST

Richland, WA

UnscoredInsufficient · 0
$7,995134,363 mi

Richland, 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

Richland, WA

UnscoredInsufficient · 0
$7,995178,888 mi

Richland, WA

2002 GMC Sierra SLE

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

2002 GMC Sierra SLE

Richland, WA

UnscoredInsufficient · 3
$7,995255,595 mi

Comparison: 3 similar vehicles

Richland, WA

1998 Chevrolet S-10 LS

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

1998 Chevrolet S-10 LS

Hermiston, OR

UnscoredInsufficient · 0
$7,999152,618 mi

Hermiston, OR

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

Pasco, WA

UnscoredInsufficient · 4
$8,399120,111 mi

Comparison: 4 similar vehicles

Pasco, WA

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

Richland, WA

UnscoredLimited · 5
$8,495173,158 mi

Comparison: 5 similar vehicles

Richland, WA

2006 Ford F-350 Super Duty XL

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

2006 Ford F-350 Super Duty XL

Richland, WA

UnscoredInsufficient · 3
$8,495211,196 mi

Comparison: 3 similar vehicles

Richland, WA

2002 GMC Sierra SLE

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

2002 GMC Sierra SLE

Richland, WA

UnscoredInsufficient · 3
$8,495353,024 mi

Comparison: 3 similar vehicles

Richland, WA

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

Grandview, WA

UnscoredInsufficient · 3
$8,500204,913 mi

Comparison: 3 similar vehicles

Grandview, WA

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

Pasco, WA

UnscoredLimited · 7
$8,898190,386 mi

Comparison: 7 similar vehicles

Pasco, WA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Walla Walla, WA

UnscoredInsufficient · 3
$8,988114,519 mi

Comparison: 3 similar vehicles

Walla Walla, WA

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

Richland, WA

UnscoredLimited · 17
$8,995163,075 mi

Comparison: 17 similar vehicles

Richland, WA

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

Richland, WA

UnscoredModerate · 26
$8,995131,167 mi

Comparison: 26 similar vehicles

Richland, WA

2003 Dodge Ram 2500 Pickup Laramie

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

2003 Dodge Ram 2500 Pickup Laramie

Kennewick, WA

UnscoredInsufficient · 0
$8,995345,168 mi

Kennewick, WA

2003 Subaru Baja Sport

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

2003 Subaru Baja Sport

Kennewick, WA

UnscoredInsufficient · 0
$8,995193,827 mi

Kennewick, 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

Walla Walla, WA

UnscoredInsufficient · 0
$8,999165,719 mi

Walla Walla, WA

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

Pasco, WA

UnscoredInsufficient · 3
$9,199194,667 mi

Comparison: 3 similar vehicles

Pasco, WA

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

Kennewick, WA

UnscoredLimited · 17
$9,950148,336 mi

Comparison: 17 similar vehicles

Kennewick, WA

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

Kennewick, WA

UnscoredLimited · 7
$9,990169,512 mi

Comparison: 7 similar vehicles

Kennewick, WA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Kennewick, WA

UnscoredModerate · 22
$9,990148,401 mi

Comparison: 22 similar vehicles

Kennewick, WA

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Richland, WA

UnscoredModerate · 30
$9,995228,310 mi

Comparison: 30 similar vehicles

Richland, WA

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Kennewick, WA

UnscoredModerate · 43
$9,995227,022 mi

Comparison: 43 similar vehicles

Kennewick, WA

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Richland, WA

UnscoredLimited · 19
$9,995216,984 mi

Comparison: 19 similar vehicles

Richland, WA

2009 Nissan Frontier XE

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

2009 Nissan Frontier XE

Kennewick, WA

UnscoredInsufficient · 0
$9,99587,970 mi

Kennewick, WA

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Pasco, WA

UnscoredInsufficient · 0
$9,995106,609 mi

Pasco, WA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Walla Walla, WA

UnscoredLimited · 6
$9,999192,821 mi

Comparison: 6 similar vehicles

Walla Walla, WA

2004 Cadillac Escalade EXT Base

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

2004 Cadillac Escalade EXT Base

Pasco, WA

UnscoredInsufficient · 0
$9,999125,811 mi

Pasco, WA

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

Hermiston, OR

UnscoredInsufficient · 3
$10,05082,814 mi

Comparison: 3 similar vehicles

Hermiston, OR

2007 Dodge Ram 1500 Pickup Laramie

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

2007 Dodge Ram 1500 Pickup Laramie

Kennewick, WA

UnscoredInsufficient · 0
$10,198130,567 mi

Kennewick, WA

2009 Chevrolet Colorado LT

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

2009 Chevrolet Colorado LT

Pasco, WA

UnscoredInsufficient · 0
$10,500139,914 mi

Pasco, WA

2003 Chevrolet Silverado 2500HD base

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

2003 Chevrolet Silverado 2500HD base

Grandview, WA

UnscoredInsufficient · 3
$10,590301,655 mi

Comparison: 3 similar vehicles

Grandview, WA

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Grandview, WA

UnscoredLimited · 5
$10,900167,361 mi

Comparison: 5 similar vehicles

Grandview, 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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