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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

272 listings found

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Gering, NE

UnscoredInsufficient · 0
$4,900115,558 mi

Gering, NE

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Gering, NE

UnscoredInsufficient · 0
$5,900190,129 mi

Gering, NE

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Scottsbluff, NE

UnscoredInsufficient · 0
$6,300164,040 mi

Scottsbluff, NE

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

Torrington, WY

UnscoredLimited · 9
$6,495214,155 mi

Comparison: 9 similar vehicles

Torrington, WY

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Gering, NE

UnscoredInsufficient · 0
$7,900180,843 mi

Gering, NE

2011 Ford F-150 Platinum

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

2011 Ford F-150 Platinum

Torrington, WY

UnscoredInsufficient · 0
$7,998226,925 mi

Torrington, WY

2010 Nissan Titan LE

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

2010 Nissan Titan LE

Torrington, WY

UnscoredInsufficient · 0
$8,288187,688 mi

Torrington, WY

2015 Chevrolet Colorado Work Truck

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

2015 Chevrolet Colorado Work Truck

Scottsbluff, NE

UnscoredInsufficient · 0
$8,995174,298 mi

Scottsbluff, NE

1998 Chevrolet K2500 CHEYENNE

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

1998 Chevrolet K2500 CHEYENNE

Scottsbluff, NE

UnscoredInsufficient · 0
$9,900177,116 mi

Scottsbluff, NE

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

Scottsbluff, NE

UnscoredInsufficient · 3
$9,995189,982 mi

Comparison: 3 similar vehicles

Scottsbluff, NE

2010 Nissan Frontier XE

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

2010 Nissan Frontier XE

Scottsbluff, NE

UnscoredInsufficient · 0
$9,999144,477 mi

Scottsbluff, NE

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Scottsbluff, NE

UnscoredLimited · 12
$11,995177,547 mi

Comparison: 12 similar vehicles

Scottsbluff, NE

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Scottsbluff, NE

UnscoredInsufficient · 0
$12,995170,300 mi

Scottsbluff, NE

2013 Toyota Tundra Grade

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

2013 Toyota Tundra Grade

Scottsbluff, NE

UnscoredLimited · 8
$13,149175,195 mi

Comparison: 8 similar vehicles

Scottsbluff, NE

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

Alliance, NE

UnscoredModerate · 22
$13,166145,100 mi

Comparison: 22 similar vehicles

Alliance, NE

2006 Dodge Ram 2500 Pickup Laramie

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

2006 Dodge Ram 2500 Pickup Laramie

Scottsbluff, NE

UnscoredInsufficient · 0
$13,900212,693 mi

Scottsbluff, NE

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

Scottsbluff, NE

UnscoredModerate · 47
$13,995176,928 mi

Comparison: 47 similar vehicles

Scottsbluff, NE

2007 Chevrolet Silverado Classic 2500HD LT3

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

2007 Chevrolet Silverado Classic 2500HD LT3

Scottsbluff, NE

UnscoredLimited · 7
$15,049177,621 mi

Comparison: 7 similar vehicles

Scottsbluff, NE

2017 Ford F-350 Super Duty Chassis Cab XL

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

2017 Ford F-350 Super Duty Chassis Cab XL

Scottsbluff, NE

UnscoredInsufficient · 4
$15,500230,419 mi

Comparison: 4 similar vehicles

Scottsbluff, NE

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Scottsbluff, NE

UnscoredLimited · 10
$15,995205,019 mi

Comparison: 10 similar vehicles

Scottsbluff, NE

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Scottsbluff, NE

UnscoredModerate · 32
$16,500136,476 mi

Comparison: 32 similar vehicles

Scottsbluff, NE

2020 Ford Ranger XL

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

2020 Ford Ranger XL

Scottsbluff, NE

UnscoredLimited · 6
$17,995160,458 mi

Comparison: 6 similar vehicles

Scottsbluff, NE

2017 RAM 1500 SLT

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

2017 RAM 1500 SLT

Scottsbluff, NE

UnscoredLimited · 8
$17,995145,517 mi

Comparison: 8 similar vehicles

Scottsbluff, NE

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

Scottsbluff, NE

UnscoredModerate · 47
$17,995123,220 mi

Comparison: 47 similar vehicles

Scottsbluff, NE

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Kimball, NE

UnscoredLimited · 11
$18,799163,395 mi

Comparison: 11 similar vehicles

Kimball, NE

2019 GMC Sierra 2500HD SLE

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

2019 GMC Sierra 2500HD SLE

Scottsbluff, NE

UnscoredInsufficient · 0
$19,400209,269 mi

Scottsbluff, NE

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Scottsbluff, NE

UnscoredLimited · 9
$19,995135,003 mi

Comparison: 9 similar vehicles

Scottsbluff, NE

2015 GMC Sierra 2500HD SLE

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

2015 GMC Sierra 2500HD SLE

Scottsbluff, NE

UnscoredInsufficient · 0
$20,049201,288 mi

Scottsbluff, NE

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Scottsbluff, NE

UnscoredModerate · 29
$20,350130,000 mi

Comparison: 29 similar vehicles

Scottsbluff, NE

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Alliance, NE

UnscoredModerate · 40
$20,900120,390 mi

Comparison: 40 similar vehicles

Alliance, NE

2010 RAM 2500 Pickup SLT

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

2010 RAM 2500 Pickup SLT

Scottsbluff, NE

UnscoredInsufficient · 0
$21,000177,506 mi

Scottsbluff, NE

2019 RAM 1500 Classic SLT

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

2019 RAM 1500 Classic SLT

Scottsbluff, NE

OverpricedLimited · 11
$21,291101,825 mi

Market: $12,429 – $20,998

Comparison: 11 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Scottsbluff, NE

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Kimball, NE

UnscoredModerate · 33
$21,699129,501 mi

Comparison: 33 similar vehicles

Kimball, NE

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Scottsbluff, NE

UnscoredInsufficient · 3
$21,995194,905 mi

Comparison: 3 similar vehicles

Scottsbluff, NE

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

Scottsbluff, NE

UnscoredRobust · 116
$21,995120,015 mi

Comparison: 116 similar vehicles

Scottsbluff, NE

2015 GMC Sierra 2500HD SLT

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

2015 GMC Sierra 2500HD SLT

Scottsbluff, NE

UnscoredLimited · 7
$23,404184,052 mi

Comparison: 7 similar vehicles

Scottsbluff, NE

2012 RAM 2500 Pickup SLT

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

2012 RAM 2500 Pickup SLT

Scottsbluff, NE

UnscoredLimited · 5
$23,49581,493 mi

Comparison: 5 similar vehicles

Scottsbluff, NE

2020 Chevrolet Colorado LT

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

2020 Chevrolet Colorado LT

Kimball, NE

OverpricedLimited · 14
$23,751101,766 mi

Market: $12,998 – $22,995

Comparison: 14 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Kimball, NE

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

Scottsbluff, NE

UnscoredLimited · 12
$23,999277,576 mi

Comparison: 12 similar vehicles

Scottsbluff, NE

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

Scottsbluff, NE

UnscoredLimited · 10
$24,244140,439 mi

Comparison: 10 similar vehicles

Scottsbluff, NE

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Scottsbluff, NE

Fair PriceRobust · 90
$24,900111,861 mi

Market: $16,995 – $31,136

Comparison: 90 similar vehicles

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

Scottsbluff, NE

2017 GMC Sierra 1500 Denali

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

2017 GMC Sierra 1500 Denali

Scottsbluff, NE

Fair PriceLimited · 17
$24,999106,806 mi

Market: $18,005 – $32,488

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Scottsbluff, NE

2016 Toyota Tacoma SR5

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

2016 Toyota Tacoma SR5

Scottsbluff, NE

UnscoredInsufficient · 0
$25,36312,490 mi

Scottsbluff, NE

2022 Chevrolet Silverado 1500 Custom

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

2022 Chevrolet Silverado 1500 Custom

Alliance, NE

Fair PriceModerate · 23
$25,995117,377 mi

Market: $12,980 – $31,341

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Alliance, NE

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Scottsbluff, NE

UnscoredModerate · 39
$25,995156,531 mi

Comparison: 39 similar vehicles

Scottsbluff, NE

2020 Chevrolet Colorado Work Truck

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

2020 Chevrolet Colorado Work Truck

Scottsbluff, NE

UnscoredInsufficient · 0
$25,99582,049 mi

Scottsbluff, NE

2015 Chevrolet Silverado 1500 LTZ

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

2015 Chevrolet Silverado 1500 LTZ

Scottsbluff, NE

OverpricedLimited · 13
$26,995102,012 mi

Market: $15,999 – $22,510

Comparison: 13 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Scottsbluff, NE

2020 Jeep Gladiator Overland

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

2020 Jeep Gladiator Overland

Alliance, NE

Fair PriceModerate · 26
$27,16692,444 mi

Market: $25,970 – $29,112

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Alliance, NE

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Scottsbluff, NE

UnscoredRobust · 75
$29,995154,055 mi

Comparison: 75 similar vehicles

Scottsbluff, NE

2020 Chevrolet Silverado 3500HD LTZ

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

2020 Chevrolet Silverado 3500HD LTZ

Scottsbluff, NE

UnscoredInsufficient · 0
$31,000203,880 mi

Scottsbluff, NE

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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