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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

486 listings found

1997 Nissan Truck SE

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

1997 Nissan Truck SE

Coos Bay, OR

UnscoredInsufficient · 0
$5,214158,822 mi

Coos Bay, OR

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

Roseburg, OR

UnscoredInsufficient · 0
$6,488146,237 mi

Roseburg, OR

2002 Ford Ranger XLT Appearance

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

2002 Ford Ranger XLT Appearance

Roseburg, OR

UnscoredInsufficient · 0
$8,487181,223 mi

Roseburg, OR

2005 Chevrolet Silverado 1500 LT

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

2005 Chevrolet Silverado 1500 LT

Roseburg, OR

UnscoredInsufficient · 0
$8,900248,561 mi

Roseburg, OR

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Roseburg, OR

UnscoredInsufficient · 0
$8,999111,317 mi

Roseburg, OR

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Roseburg, OR

UnscoredLimited · 6
$8,999208,135 mi

Comparison: 6 similar vehicles

Roseburg, OR

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Roseburg, OR

UnscoredInsufficient · 0
$9,787132,876 mi

Roseburg, OR

2011 Ford F-350 Super Duty Chassis Cab XL

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

2011 Ford F-350 Super Duty Chassis Cab XL

Coos Bay, OR

UnscoredInsufficient · 0
$9,999206,647 mi

Coos Bay, OR

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

Roseburg, OR

UnscoredModerate · 32
$10,987221,003 mi

Comparison: 32 similar vehicles

Roseburg, OR

2005 Nissan Frontier XE

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

2005 Nissan Frontier XE

North Bend, OR

UnscoredInsufficient · 0
$10,995108,425 mi

North Bend, OR

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

Roseburg, OR

UnscoredLimited · 5
$10,999185,869 mi

Comparison: 5 similar vehicles

Roseburg, OR

2010 Ford F-150 Harley-Davidson

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

2010 Ford F-150 Harley-Davidson

Coos Bay, OR

UnscoredInsufficient · 0
$11,249160,891 mi

Coos Bay, OR

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Roseburg, OR

UnscoredModerate · 33
$11,900168,115 mi

Comparison: 33 similar vehicles

Roseburg, OR

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

North Bend, OR

OverpricedModerate · 21
$12,995158,350 mi

Market: $8,995 – $11,980

Comparison: 21 similar vehicles

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

North Bend, OR

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

Coos Bay, OR

UnscoredInsufficient · 3
$12,999131,959 mi

Comparison: 3 similar vehicles

Coos Bay, OR

2005 Dodge Ram 2500 Pickup ST

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

2005 Dodge Ram 2500 Pickup ST

Roseburg, OR

UnscoredInsufficient · 0
$13,249177,588 mi

Roseburg, OR

2015 Chevrolet Colorado LT

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

2015 Chevrolet Colorado LT

Roseburg, OR

UnscoredInsufficient · 4
$13,487136,718 mi

Comparison: 4 similar vehicles

Roseburg, OR

2002 Ford F-350 Super Duty Lariat

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

2002 Ford F-350 Super Duty Lariat

North Bend, OR

UnscoredInsufficient · 0
$13,995199,262 mi

North Bend, OR

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Roseburg, OR

UnscoredModerate · 21
$14,750140,056 mi

Comparison: 21 similar vehicles

Roseburg, OR

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Coos Bay, OR

UnscoredLimited · 8
$14,981140,327 mi

Comparison: 8 similar vehicles

Coos Bay, OR

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

Roseburg, OR

UnscoredInsufficient · 0
$14,987124,144 mi

Roseburg, OR

2004 Chevrolet Silverado 2500HD LT

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

2004 Chevrolet Silverado 2500HD LT

Roseburg, OR

UnscoredModerate · 33
$14,999168,123 mi

Comparison: 33 similar vehicles

Roseburg, OR

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Coos Bay, OR

UnscoredInsufficient · 0
$15,01352,501 mi

Coos Bay, OR

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

Roseburg, OR

UnscoredModerate · 23
$15,487121,372 mi

Comparison: 23 similar vehicles

Roseburg, OR

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Florence, OR

UnscoredInsufficient · 3
$16,24591,730 mi

Comparison: 3 similar vehicles

Florence, OR

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Roseburg, OR

UnscoredLimited · 19
$16,491155,718 mi

Comparison: 19 similar vehicles

Roseburg, OR

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

Roseburg, OR

UnscoredInsufficient · 0
$16,750103,958 mi

Roseburg, OR

2008 Chevrolet Silverado 2500HD Work Truck

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

2008 Chevrolet Silverado 2500HD Work Truck

Roseburg, OR

UnscoredInsufficient · 0
$16,900125,008 mi

Roseburg, OR

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

Roseburg, OR

UnscoredModerate · 30
$16,999166,168 mi

Comparison: 30 similar vehicles

Roseburg, OR

2015 Nissan Titan S

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

2015 Nissan Titan S

Roseburg, OR

UnscoredInsufficient · 0
$16,999122,252 mi

Roseburg, OR

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Roseburg, OR

UnscoredInsufficient · 0
$17,249125,176 mi

Roseburg, OR

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Coos Bay, OR

Fair PriceLimited · 14
$17,31192,677 mi

Market: $11,982 – $22,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Coos Bay, OR

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Coos Bay, OR

UnscoredModerate · 24
$17,999145,489 mi

Comparison: 24 similar vehicles

Coos Bay, OR

2019 RAM 1500 Pickup Tradesman

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

2019 RAM 1500 Pickup Tradesman

Roseburg, OR

UnscoredInsufficient · 4
$18,245132,839 mi

Comparison: 4 similar vehicles

Roseburg, OR

2019 Chevrolet Colorado Z71

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

2019 Chevrolet Colorado Z71

Roseburg, OR

Great DealModerate · 27
$18,999118,502 mi

Market: $19,950 – $27,995

Comparison: 27 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 26 days listed (based on current market benchmarks)

Roseburg, OR

2017 RAM 1500 Pickup Laramie

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

2017 RAM 1500 Pickup Laramie

Roseburg, OR

UnscoredModerate · 24
$18,999162,622 mi

Comparison: 24 similar vehicles

Roseburg, OR

2014 Nissan Titan SV

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

2014 Nissan Titan SV

Roseburg, OR

UnscoredLimited · 6
$18,999150,757 mi

Comparison: 6 similar vehicles

Roseburg, OR

2016 Toyota Tacoma SR5

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

2016 Toyota Tacoma SR5

Roseburg, OR

UnscoredLimited · 14
$19,106186,377 mi

Comparison: 14 similar vehicles

Roseburg, OR

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Roseburg, OR

Fair PriceLimited · 10
$19,47883,453 mi

Market: $16,450 – $20,691

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Roseburg, OR

2017 RAM 1500 Sport

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

2017 RAM 1500 Sport

Roseburg, OR

UnscoredInsufficient · 3
$19,750121,565 mi

Comparison: 3 similar vehicles

Roseburg, OR

2014 RAM 1500 Sport

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

2014 RAM 1500 Sport

Roseburg, OR

UnscoredLimited · 6
$19,980104,553 mi

Comparison: 6 similar vehicles

Roseburg, 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

North Bend, OR

UnscoredInsufficient · 0
$19,99538,391 mi

North Bend, OR

2005 Chevrolet SSR LS

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

2005 Chevrolet SSR LS

North Bend, OR

UnscoredInsufficient · 0
$19,99967,714 mi

North Bend, OR

2008 Ford F-350 Super Duty XLT

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

2008 Ford F-350 Super Duty XLT

Roseburg, OR

UnscoredLimited · 6
$20,240128,058 mi

Comparison: 6 similar vehicles

Roseburg, OR

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

Florence, OR

UnscoredRobust · 98
$20,245120,740 mi

Comparison: 98 similar vehicles

Florence, OR

2014 RAM 2500 Pickup Tradesman

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

2014 RAM 2500 Pickup Tradesman

Roseburg, OR

UnscoredLimited · 17
$20,249122,638 mi

Comparison: 17 similar vehicles

Roseburg, OR

2014 Chevrolet Silverado 3500HD LTZ

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

2014 Chevrolet Silverado 3500HD LTZ

Roseburg, OR

UnscoredLimited · 7
$20,250239,923 mi

Comparison: 7 similar vehicles

Roseburg, OR

2017 Nissan Titan SL

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

2017 Nissan Titan SL

Roseburg, OR

UnscoredInsufficient · 0
$20,97893,125 mi

Roseburg, OR

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

Roseburg, OR

UnscoredLimited · 7
$21,99996,349 mi

Comparison: 7 similar vehicles

Roseburg, OR

2015 Toyota Tacoma PreRunner

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

2015 Toyota Tacoma PreRunner

Coos Bay, OR

UnscoredLimited · 17
$22,779124,453 mi

Comparison: 17 similar vehicles

Coos Bay, OR

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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