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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

275 listings found

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Waubay, SD

OverpricedLimited · 10
$6,995149,074 mi

Market: $2,080 – $6,350

Comparison: 10 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Waubay, SD

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Milbank, SD

UnscoredInsufficient · 0
$7,078123,731 mi

Milbank, SD

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Milbank, SD

UnscoredLimited · 8
$7,288211,047 mi

Comparison: 8 similar vehicles

Milbank, SD

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Webster, SD

UnscoredLimited · 12
$7,950155,904 mi

Comparison: 12 similar vehicles

Webster, SD

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

Milbank, SD

UnscoredLimited · 8
$7,995218,531 mi

Comparison: 8 similar vehicles

Milbank, SD

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Milbank, SD

UnscoredInsufficient · 4
$9,998138,932 mi

Comparison: 4 similar vehicles

Milbank, SD

2005 Toyota Tundra SR5

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

2005 Toyota Tundra SR5

Milbank, SD

UnscoredInsufficient · 0
$10,998208,870 mi

Milbank, SD

2000 Ford F-250 Super Duty XLT

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

2000 Ford F-250 Super Duty XLT

Milbank, SD

UnscoredInsufficient · 0
$11,200220,352 mi

Milbank, SD

2015 RAM 1500 Pickup Outdoorsman

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

2015 RAM 1500 Pickup Outdoorsman

Wahpeton, ND

UnscoredInsufficient · 3
$11,490171,105 mi

Comparison: 3 similar vehicles

Wahpeton, ND

2016 RAM 1500 SLT

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

2016 RAM 1500 SLT

Wahpeton, ND

UnscoredInsufficient · 0
$12,995156,000 mi

Wahpeton, ND

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Wahpeton, ND

UnscoredModerate · 41
$13,990157,629 mi

Comparison: 41 similar vehicles

Wahpeton, ND

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Great Bend, ND

UnscoredInsufficient · 4
$15,995155,000 mi

Comparison: 4 similar vehicles

Great Bend, ND

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Milbank, SD

UnscoredLimited · 5
$16,278245,633 mi

Comparison: 5 similar vehicles

Milbank, SD

2013 Ford F-150 SVT Raptor

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

2013 Ford F-150 SVT Raptor

Milbank, SD

UnscoredLimited · 8
$17,293203,104 mi

Comparison: 8 similar vehicles

Milbank, SD

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

Webster, SD

UnscoredRobust · 89
$17,900148,330 mi

Comparison: 89 similar vehicles

Webster, SD

2014 GMC Sierra 1500 Denali

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

2014 GMC Sierra 1500 Denali

Webster, SD

UnscoredLimited · 15
$18,339156,391 mi

Comparison: 15 similar vehicles

Webster, SD

2014 Ford F-150 King Ranch

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

2014 Ford F-150 King Ranch

Lidgerwood, ND

UnscoredInsufficient · 0
$18,490130,675 mi

Lidgerwood, ND

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Milbank, SD

UnscoredModerate · 20
$18,500137,686 mi

Comparison: 20 similar vehicles

Milbank, SD

2013 Ford F-150 Limited

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

2013 Ford F-150 Limited

Milbank, SD

UnscoredLimited · 5
$19,278128,063 mi

Comparison: 5 similar vehicles

Milbank, SD

1997 GMC Sierra SL

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

1997 GMC Sierra SL

Webster, SD

UnscoredInsufficient · 0
$19,35084,875 mi

Webster, SD

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

Milbank, SD

UnscoredLimited · 6
$19,496140,017 mi

Comparison: 6 similar vehicles

Milbank, SD

2018 Ford F-350 Super Duty XL

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

2018 Ford F-350 Super Duty XL

Wahpeton, ND

UnscoredInsufficient · 0
$19,990182,896 mi

Wahpeton, ND

2012 RAM 2500 Pickup Laramie Longhorn

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

2012 RAM 2500 Pickup Laramie Longhorn

Milbank, SD

UnscoredLimited · 5
$20,897181,833 mi

Comparison: 5 similar vehicles

Milbank, SD

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

Ortonville, MN

UnscoredInsufficient · 3
$20,99582,628 mi

Comparison: 3 similar vehicles

Ortonville, MN

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

Webster, SD

Fair PriceRobust · 67
$21,00095,301 mi

Market: $9,945 – $30,900

Comparison: 67 similar vehicles

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

Webster, SD

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Milbank, SD

Fair PriceRobust · 69
$21,800110,787 mi

Market: $9,345 – $26,345

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Milbank, SD

2019 Chevrolet Silverado 1500 RST

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

2019 Chevrolet Silverado 1500 RST

Webster, SD

UnscoredModerate · 49
$22,109148,376 mi

Comparison: 49 similar vehicles

Webster, SD

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

Wahpeton, ND

Fair PriceRobust · 235
$22,490105,494 mi

Market: $10,995 – $28,041

Comparison: 235 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Wahpeton, 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

Wahpeton, ND

Fair PriceRobust · 235
$22,49086,407 mi

Market: $10,995 – $28,041

Comparison: 235 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Wahpeton, ND

2019 Ford Ranger Lariat

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

2019 Ford Ranger Lariat

Wahpeton, ND

UnscoredInsufficient · 0
$23,50031,000 mi

Wahpeton, ND

2020 Ford Ranger XL

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

2020 Ford Ranger XL

Milbank, SD

UnscoredInsufficient · 0
$24,28894,916 mi

Milbank, SD

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

Milbank, SD

Fair PriceModerate · 33
$24,288110,260 mi

Market: $5,995 – $27,443

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Milbank, SD

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Milbank, SD

Fair PriceModerate · 31
$24,30064,175 mi

Market: $16,175 – $25,591

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Milbank, SD

2013 RAM 2500 Pickup Tradesman

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

2013 RAM 2500 Pickup Tradesman

Milbank, SD

UnscoredInsufficient · 0
$24,98835,950 mi

Milbank, SD

2023 GMC Sierra 1500 SLT

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

2023 GMC Sierra 1500 SLT

Wahpeton, ND

UnscoredModerate · 39
$24,990168,843 mi

Comparison: 39 similar vehicles

Wahpeton, ND

2004 Chevrolet SSR LS

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

2004 Chevrolet SSR LS

Webster, SD

UnscoredInsufficient · 0
$25,25222,642 mi

Webster, SD

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

Milbank, SD

UnscoredLimited · 7
$25,80072,735 mi

Comparison: 7 similar vehicles

Milbank, SD

2019 Chevrolet Silverado 1500 RST

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

2019 Chevrolet Silverado 1500 RST

Webster, SD

UnscoredModerate · 49
$25,905121,407 mi

Comparison: 49 similar vehicles

Webster, SD

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Wahpeton, ND

UnscoredInsufficient · 3
$25,99099,072 mi

Comparison: 3 similar vehicles

Wahpeton, ND

2015 Chevrolet Silverado 3500HD LTZ

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

2015 Chevrolet Silverado 3500HD LTZ

Wahpeton, ND

UnscoredLimited · 7
$25,990185,753 mi

Comparison: 7 similar vehicles

Wahpeton, ND

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Ortonville, MN

UnscoredInsufficient · 3
$26,995111,094 mi

Comparison: 3 similar vehicles

Ortonville, MN

2022 RAM 1500 Pickup Big Horn/Lone Star

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

2022 RAM 1500 Pickup Big Horn/Lone Star

Sisseton, SD

Fair PriceRobust · 75
$26,998105,005 mi

Market: $18,995 – $33,793

Comparison: 75 similar vehicles

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

Sisseton, SD

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Milbank, SD

UnscoredInsufficient · 0
$27,70045,700 mi

Milbank, SD

2022 Chevrolet Silverado 1500 Limited LT

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

2022 Chevrolet Silverado 1500 Limited LT

Sisseton, SD

Fair PriceModerate · 34
$28,50077,111 mi

Market: $18,098 – $36,995

Comparison: 34 similar vehicles

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

Sisseton, SD

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Wahpeton, ND

UnscoredInsufficient · 4
$28,99088,983 mi

Comparison: 4 similar vehicles

Wahpeton, ND

2022 RAM 2500 Pickup Tradesman

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

2022 RAM 2500 Pickup Tradesman

Milbank, SD

UnscoredLimited · 17
$29,183153,000 mi

Comparison: 17 similar vehicles

Milbank, SD

2021 RAM 1500 Pickup Laramie

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

2021 RAM 1500 Pickup Laramie

Wahpeton, ND

UnscoredInsufficient · 4
$29,69487,057 mi

Comparison: 4 similar vehicles

Wahpeton, ND

2021 GMC Sierra 1500 AT4

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

2021 GMC Sierra 1500 AT4

Webster, SD

UnscoredRobust · 104
$29,728141,505 mi

Comparison: 104 similar vehicles

Webster, SD

2022 RAM 1500 Classic Warlock

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

2022 RAM 1500 Classic Warlock

Wahpeton, ND

UnscoredInsufficient · 0
$29,89422,967 mi

Wahpeton, ND

2023 GMC Sierra 1500 SLE

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

2023 GMC Sierra 1500 SLE

Wahpeton, ND

Fair PriceLimited · 15
$29,99098,246 mi

Market: $29,345 – $33,398

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 188 days listed (based on current market benchmarks)

Wahpeton, 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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