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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

187 listings found

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

Rolla, ND

UnscoredInsufficient · 0
$11,200163,769 mi

Rolla, ND

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

Rugby, ND

UnscoredLimited · 15
$11,995145,275 mi

Comparison: 15 similar vehicles

Rugby, ND

2014 RAM 1500 Pickup Laramie Limited

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

2014 RAM 1500 Pickup Laramie Limited

Rugby, ND

UnscoredInsufficient · 0
$12,995205,573 mi

Rugby, ND

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Rugby, ND

UnscoredLimited · 9
$12,995254,197 mi

Comparison: 9 similar vehicles

Rugby, ND

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

Saint John, ND

UnscoredModerate · 22
$12,995150,361 mi

Comparison: 22 similar vehicles

Saint John, ND

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

Rugby, ND

UnscoredInsufficient · 4
$14,99595,032 mi

Comparison: 4 similar vehicles

Rugby, ND

2016 GMC Canyon SLE

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

2016 GMC Canyon SLE

Rugby, ND

UnscoredInsufficient · 0
$16,749132,567 mi

Rugby, ND

2009 Chevrolet Silverado 2500HD 1LT

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

2009 Chevrolet Silverado 2500HD 1LT

Rugby, ND

UnscoredInsufficient · 0
$16,995118,759 mi

Rugby, ND

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Rugby, ND

UnscoredLimited · 6
$17,500113,153 mi

Comparison: 6 similar vehicles

Rugby, ND

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Rugby, ND

UnscoredInsufficient · 0
$20,249100,937 mi

Rugby, ND

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

Rugby, ND

OverpricedModerate · 20
$20,99592,999 mi

Market: $6,999 – $19,995

Comparison: 20 similar vehicles

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

Rugby, ND

2020 RAM 1500 Classic SLT

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

2020 RAM 1500 Classic SLT

Rugby, ND

UnscoredInsufficient · 0
$21,99596,253 mi

Rugby, ND

2010 Ford F-350 Super Duty XL

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

2010 Ford F-350 Super Duty XL

Rugby, ND

UnscoredInsufficient · 3
$21,995185,664 mi

Comparison: 3 similar vehicles

Rugby, ND

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Rolla, ND

UnscoredLimited · 6
$22,15076,662 mi

Comparison: 6 similar vehicles

Rolla, ND

2019 RAM 1500 Pickup Longhorn

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

2019 RAM 1500 Pickup Longhorn

Rolla, ND

UnscoredLimited · 7
$22,700177,109 mi

Comparison: 7 similar vehicles

Rolla, ND

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Rugby, ND

UnscoredModerate · 38
$22,995140,627 mi

Comparison: 38 similar vehicles

Rugby, ND

2017 Ford F-150 Lariat

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

2017 Ford F-150 Lariat

Rugby, ND

UnscoredLimited · 11
$22,995135,445 mi

Comparison: 11 similar vehicles

Rugby, ND

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

Rugby, ND

UnscoredLimited · 6
$22,995107,941 mi

Comparison: 6 similar vehicles

Rugby, ND

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Rolla, ND

UnscoredModerate · 24
$23,700168,208 mi

Comparison: 24 similar vehicles

Rolla, ND

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

Rugby, ND

UnscoredLimited · 5
$23,995115,029 mi

Comparison: 5 similar vehicles

Rugby, ND

2017 Nissan Titan PRO-4X

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

2017 Nissan Titan PRO-4X

Rugby, ND

UnscoredInsufficient · 0
$23,995112,811 mi

Rugby, ND

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

Bottineau, ND

Fair PriceModerate · 24
$23,99581,992 mi

Market: $15,994 – $26,994

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Bottineau, ND

2015 RAM 1500 Pickup Sport

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

2015 RAM 1500 Pickup Sport

Rugby, ND

UnscoredInsufficient · 0
$23,99597,067 mi

Rugby, ND

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

Rugby, ND

UnscoredLimited · 6
$24,24998,535 mi

Comparison: 6 similar vehicles

Rugby, ND

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

Rugby, ND

Fair PriceRobust · 60
$24,99588,555 mi

Market: $12,693 – $28,041

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Rugby, ND

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Rugby, ND

UnscoredModerate · 23
$25,995172,791 mi

Comparison: 23 similar vehicles

Rugby, ND

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Rolla, ND

Fair PriceModerate · 31
$26,100108,034 mi

Market: $15,000 – $29,909

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Rolla, ND

2018 RAM 2500 Pickup Laramie

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

2018 RAM 2500 Pickup Laramie

Rugby, ND

UnscoredLimited · 11
$26,284152,129 mi

Comparison: 11 similar vehicles

Rugby, ND

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Rugby, ND

Fair PriceModerate · 30
$27,59498,213 mi

Market: $15,000 – $29,909

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 967 days listed (based on current market benchmarks)

Rugby, ND

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Rugby, ND

UnscoredInsufficient · 4
$27,749104,308 mi

Comparison: 4 similar vehicles

Rugby, ND

2018 GMC Sierra 1500 Denali

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

2018 GMC Sierra 1500 Denali

Rugby, ND

UnscoredInsufficient · 0
$27,995136,752 mi

Rugby, ND

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Rolla, ND

UnscoredInsufficient · 0
$28,10050,910 mi

Rolla, ND

2022 Chevrolet Silverado 1500 LT

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

2022 Chevrolet Silverado 1500 LT

Rugby, ND

Fair PriceModerate · 23
$28,74988,950 mi

Market: $25,134 – $36,401

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Rugby, ND

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Rugby, ND

UnscoredInsufficient · 4
$28,995143,308 mi

Comparison: 4 similar vehicles

Rugby, ND

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Rugby, ND

UnscoredInsufficient · 0
$28,99544,269 mi

Rugby, ND

2019 Chevrolet Silverado 1500 High Country

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

2019 Chevrolet Silverado 1500 High Country

Rolla, ND

UnscoredInsufficient · 4
$29,10093,021 mi

Comparison: 4 similar vehicles

Rolla, ND

2018 RAM 2500 Pickup Laramie

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

2018 RAM 2500 Pickup Laramie

Rugby, ND

UnscoredLimited · 13
$29,249136,539 mi

Comparison: 13 similar vehicles

Rugby, ND

2019 GMC Canyon SLT

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

2019 GMC Canyon SLT

Bottineau, ND

UnscoredInsufficient · 0
$29,99547,347 mi

Bottineau, ND

2018 Ford F-150 Limited

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

2018 Ford F-150 Limited

Rugby, ND

UnscoredLimited · 7
$29,995144,987 mi

Comparison: 7 similar vehicles

Rugby, ND

2017 Ford F-150 Limited

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

2017 Ford F-150 Limited

Rugby, ND

UnscoredInsufficient · 0
$29,995121,785 mi

Rugby, ND

2022 Jeep Gladiator Sport S

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

2022 Jeep Gladiator Sport S

Rugby, ND

UnscoredInsufficient · 0
$30,89458,329 mi

Rugby, ND

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Rugby, ND

Fair PriceModerate · 41
$30,995105,474 mi

Market: $19,250 – $34,471

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 174 days listed (based on current market benchmarks)

Rugby, ND

2023 Chevrolet Silverado 1500 LTZ

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

2023 Chevrolet Silverado 1500 LTZ

Rugby, ND

UnscoredLimited · 18
$31,995111,982 mi

Comparison: 18 similar vehicles

Rugby, ND

2021 Chevrolet Silverado 1500 LTZ

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

2021 Chevrolet Silverado 1500 LTZ

Rugby, ND

Fair PriceModerate · 27
$31,995100,057 mi

Market: $23,229 – $38,745

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Rugby, ND

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Rugby, ND

UnscoredInsufficient · 4
$31,995112,072 mi

Comparison: 4 similar vehicles

Rugby, ND

2019 GMC Sierra 1500 AT4

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

2019 GMC Sierra 1500 AT4

Rugby, ND

UnscoredLimited · 16
$32,094131,460 mi

Comparison: 16 similar vehicles

Rugby, ND

2020 Jeep Gladiator Rubicon

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

2020 Jeep Gladiator Rubicon

Rolla, ND

UnscoredInsufficient · 0
$32,10020,526 mi

Rolla, ND

2022 Chevrolet Silverado 1500 RST

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

2022 Chevrolet Silverado 1500 RST

Rugby, ND

UnscoredLimited · 9
$32,24965,039 mi

Comparison: 9 similar vehicles

Rugby, ND

2018 RAM 2500 Pickup Laramie

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

2018 RAM 2500 Pickup Laramie

Bottineau, ND

Fair PriceLimited · 10
$32,30079,697 mi

Market: $26,284 – $42,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Bottineau, ND

2022 Chevrolet Silverado 1500 High Country

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

2022 Chevrolet Silverado 1500 High Country

Rolla, ND

Great DealModerate · 20
$32,700112,111 mi

Market: $37,900 – $43,880

Comparison: 20 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 560 days listed (based on current market benchmarks)

Rolla, ND

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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