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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

1,478 listings found

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Union Gap, WA

UnscoredInsufficient · 0
$3,000310,866 mi

Union Gap, WA

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

Ellensburg, WA

UnscoredInsufficient · 3
$3,490210,310 mi

Comparison: 3 similar vehicles

Ellensburg, WA

2007 Dodge Dakota ST

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

2007 Dodge Dakota ST

Union Gap, WA

UnscoredInsufficient · 0
$3,495Mileage not verified

Union Gap, WA

2005 Dodge Dakota ST

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

2005 Dodge Dakota ST

Union Gap, WA

UnscoredInsufficient · 0
$3,900155,490 mi

Union Gap, WA

2001 Dodge Dakota SLT

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

2001 Dodge Dakota SLT

Union Gap, WA

UnscoredInsufficient · 0
$3,995194,650 mi

Union Gap, WA

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Union Gap, WA

UnscoredInsufficient · 0
$3,995262,234 mi

Union Gap, WA

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Yakima, WA

UnscoredInsufficient · 3
$4,590260,170 mi

Comparison: 3 similar vehicles

Yakima, WA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Ellensburg, WA

UnscoredLimited · 5
$4,790199,002 mi

Comparison: 5 similar vehicles

Ellensburg, WA

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Yakima, WA

UnscoredInsufficient · 3
$4,988271,957 mi

Comparison: 3 similar vehicles

Yakima, WA

2003 Ford Explorer Sport Trac XLT

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

2003 Ford Explorer Sport Trac XLT

Union Gap, WA

UnscoredInsufficient · 0
$4,999199,183 mi

Union Gap, WA

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Ellensburg, WA

UnscoredInsufficient · 0
$5,490257,257 mi

Ellensburg, WA

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

Yakima, WA

UnscoredLimited · 13
$5,990177,519 mi

Comparison: 13 similar vehicles

Yakima, WA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Ellensburg, WA

UnscoredLimited · 8
$6,499211,319 mi

Comparison: 8 similar vehicles

Ellensburg, 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

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)

Union Gap, WA

UnscoredInsufficient · 4
$6,995206,000 mi

Comparison: 4 similar vehicles

Union Gap, WA

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Yakima, WA

UnscoredLimited · 6
$6,995159,634 mi

Comparison: 6 similar vehicles

Yakima, WA

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Yakima, WA

UnscoredInsufficient · 0
$6,995204,967 mi

Yakima, WA

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

Union Gap, WA

UnscoredLimited · 9
$6,995204,000 mi

Comparison: 9 similar vehicles

Union Gap, 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

Union Gap, WA

UnscoredModerate · 33
$6,999190,984 mi

Comparison: 33 similar vehicles

Union Gap, 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

Yakima, WA

UnscoredModerate · 33
$7,499172,963 mi

Comparison: 33 similar vehicles

Yakima, WA

2005 Chevrolet Silverado 2500HD LT

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

2005 Chevrolet Silverado 2500HD LT

Union Gap, WA

UnscoredLimited · 13
$7,950245,527 mi

Comparison: 13 similar vehicles

Union Gap, WA

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Union Gap, WA

UnscoredInsufficient · 3
$7,999218,357 mi

Comparison: 3 similar vehicles

Union Gap, 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

Union Gap, WA

UnscoredModerate · 28
$7,999217,600 mi

Comparison: 28 similar vehicles

Union Gap, 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

Yakima, WA

UnscoredLimited · 5
$7,999192,068 mi

Comparison: 5 similar vehicles

Yakima, WA

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Yakima, WA

UnscoredLimited · 15
$8,499220,905 mi

Comparison: 15 similar vehicles

Yakima, 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

2006 Ford F-350 Super Duty XLT

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

2006 Ford F-350 Super Duty XLT

Yakima, WA

UnscoredInsufficient · 3
$8,988273,889 mi

Comparison: 3 similar vehicles

Yakima, WA

2000 Ford F-350 Super Duty XLT

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

2000 Ford F-350 Super Duty XLT

Yakima, WA

Salvage title
$8,988292,232 mi

Yakima, 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

Yakima, WA

UnscoredLimited · 9
$8,995135,978 mi

Comparison: 9 similar vehicles

Yakima, 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)

Yakima, WA

UnscoredInsufficient · 4
$8,999132,417 mi

Comparison: 4 similar vehicles

Yakima, WA

2007 GMC Sierra 1500 SLT

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

2007 GMC Sierra 1500 SLT

Yakima, WA

UnscoredLimited · 9
$8,999181,270 mi

Comparison: 9 similar vehicles

Yakima, WA

2002 Ford Ranger XL

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

2002 Ford Ranger XL

Yakima, WA

UnscoredInsufficient · 0
$9,14156,255 mi

Yakima, WA

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Union Gap, WA

UnscoredInsufficient · 0
$9,995163,626 mi

Union Gap, WA

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

Union Gap, WA

UnscoredInsufficient · 3
$9,998155,481 mi

Comparison: 3 similar vehicles

Union Gap, WA

2013 Toyota Tacoma PreRunner

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

2013 Toyota Tacoma PreRunner

Yakima, WA

UnscoredInsufficient · 0
$9,999270,188 mi

Yakima, 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

Union Gap, WA

UnscoredModerate · 28
$9,999214,069 mi

Comparison: 28 similar vehicles

Union Gap, WA

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Union Gap, WA

UnscoredModerate · 35
$9,999175,789 mi

Comparison: 35 similar vehicles

Union Gap, WA

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Yakima, WA

UnscoredInsufficient · 3
$9,999203,327 mi

Comparison: 3 similar vehicles

Yakima, WA

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Yakima, WA

UnscoredRobust · 61
$10,199161,341 mi

Comparison: 61 similar vehicles

Yakima, WA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Ellensburg, WA

UnscoredRobust · 186
$10,490208,120 mi

Comparison: 186 similar vehicles

Ellensburg, 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

Yakima, WA

UnscoredLimited · 15
$10,555194,481 mi

Comparison: 15 similar vehicles

Yakima, 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

2010 RAM 1500 Pickup Sport

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

2010 RAM 1500 Pickup Sport

Yakima, WA

UnscoredInsufficient · 0
$10,988148,965 mi

Yakima, WA

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Union Gap, WA

Salvage title
$10,995131,893 mi

Union Gap, WA

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Yakima, WA

UnscoredLimited · 19
$10,995166,844 mi

Comparison: 19 similar vehicles

Yakima, WA

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Selah, WA

UnscoredLimited · 8
$10,999123,512 mi

Comparison: 8 similar vehicles

Selah, WA

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Yakima, WA

UnscoredLimited · 8
$10,999184,568 mi

Comparison: 8 similar vehicles

Yakima, 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

Union Gap, WA

UnscoredModerate · 24
$10,999175,668 mi

Comparison: 24 similar vehicles

Union Gap, 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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