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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

414 listings found

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Port Angeles, WA

UnscoredInsufficient · 3
$5,995149,534 mi

Comparison: 3 similar vehicles

Port Angeles, 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

Port Angeles, WA

UnscoredLimited · 17
$6,995329,938 mi

Comparison: 17 similar vehicles

Port Angeles, WA

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Port Angeles, WA

UnscoredInsufficient · 0
$8,995204,318 mi

Port Angeles, WA

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$8,995132,867 mi

Port Angeles, WA

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Oak Harbor, WA

UnscoredInsufficient · 0
$9,195218,830 mi

Oak Harbor, WA

1998 Dodge Ram Pickup ST

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

1998 Dodge Ram Pickup ST

Port Angeles, WA

UnscoredInsufficient · 0
$9,847108,659 mi

Port Angeles, WA

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Anacortes, WA

UnscoredInsufficient · 0
$9,877176,275 mi

Anacortes, WA

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

Sequim, WA

UnscoredInsufficient · 0
$9,990132,738 mi

Sequim, WA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Port Angeles, WA

UnscoredLimited · 6
$9,995177,394 mi

Comparison: 6 similar vehicles

Port Angeles, WA

2005 Dodge Ram 2500 Pickup SLT

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

2005 Dodge Ram 2500 Pickup SLT

Port Angeles, WA

UnscoredLimited · 7
$9,998205,610 mi

Comparison: 7 similar vehicles

Port Angeles, 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

Port Angeles, WA

UnscoredLimited · 8
$10,995199,827 mi

Comparison: 8 similar vehicles

Port Angeles, WA

2004 Ford F-350 Super Duty Lariat

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

2004 Ford F-350 Super Duty Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$11,750175,670 mi

Port Angeles, WA

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Poulsbo, WA

UnscoredInsufficient · 0
$11,98181,912 mi

Poulsbo, WA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Poulsbo, WA

UnscoredInsufficient · 3
$11,988125,399 mi

Comparison: 3 similar vehicles

Poulsbo, WA

2005 Ford F-250 Super Duty Lariat

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

2005 Ford F-250 Super Duty Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$11,995176,824 mi

Port Angeles, WA

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Poulsbo, WA

UnscoredInsufficient · 0
$12,988167,475 mi

Poulsbo, WA

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Sequim, WA

UnscoredInsufficient · 4
$13,990166,745 mi

Comparison: 4 similar vehicles

Sequim, WA

1998 Chevrolet K1500 SILVERADO

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

1998 Chevrolet K1500 SILVERADO

Anacortes, WA

UnscoredInsufficient · 0
$13,991Mileage not verified

Anacortes, WA

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Port Angeles, WA

UnscoredInsufficient · 0
$14,088153,130 mi

Port Angeles, WA

2012 RAM 1500 Pickup Big Horn/Lone Star

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

2012 RAM 1500 Pickup Big Horn/Lone Star

Port Angeles, WA

UnscoredInsufficient · 0
$14,234124,625 mi

Port Angeles, WA

2006 Chevrolet Silverado 1500 LT2

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

2006 Chevrolet Silverado 1500 LT2

Anacortes, WA

UnscoredInsufficient · 0
$15,877Mileage not verified

Anacortes, WA

2011 GMC Sierra 2500HD SLT

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

2011 GMC Sierra 2500HD SLT

Port Angeles, WA

UnscoredInsufficient · 0
$15,995188,819 mi

Port Angeles, WA

2004 Dodge Ram 2500 Pickup SLT

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

2004 Dodge Ram 2500 Pickup SLT

Port Angeles, WA

UnscoredInsufficient · 3
$15,995269,321 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2004 Toyota Tacoma Base

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

2004 Toyota Tacoma Base

Port Angeles, WA

UnscoredInsufficient · 3
$15,99892,085 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2010 Ford Ranger XLT

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

2010 Ford Ranger XLT

Port Angeles, WA

Fair PriceLimited · 12
$16,16370,601 mi

Market: $11,670 – $17,199

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Port Angeles, WA

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Poulsbo, WA

Fair PriceLimited · 13
$16,931109,835 mi

Market: $6,995 – $16,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 231 days listed (based on current market benchmarks)

Poulsbo, 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

Anacortes, WA

UnscoredLimited · 18
$16,991136,428 mi

Comparison: 18 similar vehicles

Anacortes, 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

Port Angeles, WA

UnscoredLimited · 5
$17,000227,462 mi

Comparison: 5 similar vehicles

Port Angeles, WA

2013 Toyota Tundra Grade

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

2013 Toyota Tundra Grade

Port Angeles, WA

UnscoredLimited · 6
$17,188181,787 mi

Comparison: 6 similar vehicles

Port Angeles, WA

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Port Angeles, WA

UnscoredModerate · 20
$17,250188,399 mi

Comparison: 20 similar vehicles

Port Angeles, WA

2019 RAM 1500 Classic Big Horn

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

2019 RAM 1500 Classic Big Horn

Port Angeles, WA

UnscoredLimited · 13
$17,677127,442 mi

Comparison: 13 similar vehicles

Port Angeles, WA

2010 GMC Sierra 2500HD SLT

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

2010 GMC Sierra 2500HD SLT

Port Angeles, WA

UnscoredInsufficient · 0
$17,995167,573 mi

Port Angeles, WA

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Anacortes, WA

OverpricedLimited · 10
$18,377106,816 mi

Market: $10,951 – $16,951

Comparison: 10 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Anacortes, WA

2015 Toyota Tundra SR5

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

2015 Toyota Tundra SR5

Port Angeles, WA

UnscoredLimited · 7
$18,500190,002 mi

Comparison: 7 similar vehicles

Port Angeles, 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

Poulsbo, WA

UnscoredLimited · 7
$18,588120,916 mi

Comparison: 7 similar vehicles

Poulsbo, WA

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Port Angeles, WA

UnscoredLimited · 6
$18,995171,903 mi

Comparison: 6 similar vehicles

Port Angeles, WA

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Port Angeles, WA

UnscoredInsufficient · 3
$18,995154,267 mi

Comparison: 3 similar vehicles

Port Angeles, 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

Port Angeles, WA

UnscoredLimited · 6
$19,08686,323 mi

Comparison: 6 similar vehicles

Port Angeles, WA

2019 Chevrolet Colorado Z71

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

2019 Chevrolet Colorado Z71

Anacortes, WA

UnscoredInsufficient · 0
$19,777103,046 mi

Anacortes, WA

2016 Nissan Frontier SL

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

2016 Nissan Frontier SL

Poulsbo, WA

UnscoredInsufficient · 0
$19,955118,512 mi

Poulsbo, WA

1999 Ford F-350 Super Duty XL

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

1999 Ford F-350 Super Duty XL

Anacortes, WA

UnscoredInsufficient · 3
$19,999140,351 mi

Comparison: 3 similar vehicles

Anacortes, WA

2004 GMC Sierra SL

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

2004 GMC Sierra SL

Anacortes, WA

UnscoredInsufficient · 0
$20,877Mileage not verified

Anacortes, WA

2017 Toyota Tacoma TRD Sport

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

2017 Toyota Tacoma TRD Sport

Port Angeles, WA

UnscoredModerate · 21
$21,971178,404 mi

Comparison: 21 similar vehicles

Port Angeles, WA

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Port Angeles, WA

UnscoredInsufficient · 4
$22,063117,452 mi

Comparison: 4 similar vehicles

Port Angeles, WA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Port Angeles, WA

Fair PriceRobust · 105
$22,16377,336 mi

Market: $13,999 – $27,972

Comparison: 105 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Port Angeles, WA

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Port Angeles, WA

Fair PriceModerate · 32
$22,199108,315 mi

Market: $9,900 – $23,200

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Port Angeles, WA

2017 RAM 1500 Laramie

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

2017 RAM 1500 Laramie

Port Angeles, WA

Fair PriceLimited · 12
$22,38791,250 mi

Market: $12,995 – $30,000

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Port Angeles, WA

2019 RAM 3500 Pickup Tradesman

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

2019 RAM 3500 Pickup Tradesman

Oak Harbor, WA

UnscoredInsufficient · 0
$22,500116,868 mi

Oak Harbor, WA

2017 RAM 1500 Outdoorsman

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

2017 RAM 1500 Outdoorsman

Poulsbo, WA

OverpricedLimited · 13
$22,98880,755 mi

Market: $17,895 – $20,544

Comparison: 13 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Poulsbo, WA

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Poulsbo, WA

OverpricedLimited · 11
$22,988122,058 mi

Market: $11,795 – $21,972

Comparison: 11 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Poulsbo, WA

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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