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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 · November 3, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

55 listings found

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Buffalo, WY

UnscoredInsufficient · 0
$3,995203,000 mi

Buffalo, WY

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Buffalo, WY

UnscoredInsufficient · 0
$3,995135,912 mi

Buffalo, WY

2001 Nissan Xterra SE

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

2001 Nissan Xterra SE

Buffalo, WY

UnscoredInsufficient · 0
$4,999189,211 mi

Buffalo, WY

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Buffalo, WY

UnscoredInsufficient · 0
$7,995132,999 mi

Buffalo, WY

2007 Volkswagen Touareg 3.6

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

2007 Volkswagen Touareg 3.6

Buffalo, WY

UnscoredInsufficient · 0
$8,99589,990 mi

Buffalo, WY

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Buffalo, WY

Unscored
$9,900182,011 mi

Comparison: 9 similar vehicles

Buffalo, WY

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

Buffalo, WY

UnscoredInsufficient · 0
$9,995229,925 mi

Buffalo, WY

2008 Buick LaCrosse CXL

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

2008 Buick LaCrosse CXL

Buffalo, WY

UnscoredInsufficient · 0
$9,99571,001 mi

Buffalo, WY

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Buffalo, WY

UnscoredInsufficient · 0
$9,995145,955 mi

Buffalo, WY

2003 Dodge Ram 2500 Pickup ST

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

2003 Dodge Ram 2500 Pickup ST

Buffalo, WY

UnscoredInsufficient · 0
$9,995243,844 mi

Buffalo, WY

1995 Ford F-250

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

1995 Ford F-250

Buffalo, WY

UnscoredInsufficient · 0
$9,995213,113 mi

Buffalo, WY

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Buffalo, WY

Fair PriceLimited · 14
$13,995112,102 mi

Market: $13,995 – $21,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Buffalo, WY

2013 Lexus RX 350

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

2013 Lexus RX 350

Buffalo, WY

UnscoredInsufficient · 0
$13,995160,000 mi

Buffalo, WY

2011 Ford F-250 Super Duty XL

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

2011 Ford F-250 Super Duty XL

Buffalo, WY

UnscoredInsufficient · 0
$13,995311,121 mi

Buffalo, WY

2017 Land Rover Range Rover Sport HSE

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

2017 Land Rover Range Rover Sport HSE

Buffalo, WY

UnscoredInsufficient · 0
$15,99598,459 mi

Buffalo, WY

2016 RAM 1500 Sport

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

2016 RAM 1500 Sport

Buffalo, WY

UnscoredInsufficient · 0
$16,995141,372 mi

Buffalo, WY

1995 Chevrolet GMT400

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

1995 Chevrolet GMT400

Buffalo, WY

UnscoredInsufficient · 0
$16,995Mileage not verified

Buffalo, WY

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Buffalo, WY

UnscoredInsufficient · 0
$19,995228,103 mi

Buffalo, WY

2021 Hyundai Santa Fe Calligraphy

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

2021 Hyundai Santa Fe Calligraphy

Buffalo, WY

UnscoredInsufficient · 0
$21,99596,011 mi

Buffalo, WY

2018 Chevrolet Tahoe LT

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

2018 Chevrolet Tahoe LT

Buffalo, WY

Unscored
$21,995142,619 mi

Comparison: 8 similar vehicles

Buffalo, WY

2016 RAM 1500 Pickup Laramie

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

2016 RAM 1500 Pickup Laramie

Buffalo, WY

Unscored
$21,99595,702 mi

Comparison: 6 similar vehicles

Buffalo, WY

2009 Mercedes-Benz SL-Class SL550

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

2009 Mercedes-Benz SL-Class SL550

Buffalo, WY

UnscoredInsufficient · 0
$22,49575,244 mi

Buffalo, WY

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Buffalo, WY

UnscoredInsufficient · 0
$22,99570,669 mi

Buffalo, WY

2018 Chevrolet Suburban LT

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

2018 Chevrolet Suburban LT

Buffalo, WY

UnscoredInsufficient · 4
$22,995112,739 mi

Comparison: 4 similar vehicles

Buffalo, WY

2008 Ford F-350 Super Duty Lariat

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

2008 Ford F-350 Super Duty Lariat

Buffalo, WY

UnscoredInsufficient · 0
$22,995146,000 mi

Buffalo, WY

2007 GMC Sierra 2500HD Work Truck

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

2007 GMC Sierra 2500HD Work Truck

Buffalo, WY

UnscoredInsufficient · 0
$22,995137,749 mi

Buffalo, WY

2011 RAM 2500 Pickup Laramie

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

2011 RAM 2500 Pickup Laramie

Buffalo, WY

UnscoredInsufficient · 0
$24,995144,074 mi

Buffalo, WY

2022 RAM 1500 Classic SLT

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

2022 RAM 1500 Classic SLT

Buffalo, WY

UnscoredInsufficient · 0
$28,99564,790 mi

Buffalo, WY

2018 RAM 3500 SLT

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

2018 RAM 3500 SLT

Buffalo, WY

UnscoredInsufficient · 0
$29,99569,325 mi

Buffalo, WY

2011 Ford F-750

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

2011 Ford F-750

Buffalo, WY

UnscoredInsufficient · 0
$29,99570,101 mi

Buffalo, WY

2023 Mercedes-Benz GLB Base

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

2023 Mercedes-Benz GLB Base

Buffalo, WY

UnscoredInsufficient · 0
$30,99537,011 mi

Buffalo, WY

2016 GMC Sierra 2500HD SLT

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

2016 GMC Sierra 2500HD SLT

Buffalo, WY

Unscored
$33,995179,856 mi

Comparison: 16 similar vehicles

Buffalo, WY

2021 Ford F-350 Super Duty XLT

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

2021 Ford F-350 Super Duty XLT

Buffalo, WY

UnscoredInsufficient · 0
$34,995106,314 mi

Buffalo, WY

2000 Ford F-350 Super Duty LARIAT

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

2000 Ford F-350 Super Duty LARIAT

Buffalo, WY

UnscoredInsufficient · 0
$35,99566,766 mi

Buffalo, WY

2015 RAM 2500 Pickup Laramie

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

2015 RAM 2500 Pickup Laramie

Buffalo, WY

UnscoredInsufficient · 4
$36,295114,702 mi

Comparison: 4 similar vehicles

Buffalo, WY

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

Buffalo, WY

Fair PriceModerate · 27
$36,995118,152 mi

Market: $25,900 – $42,520

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Buffalo, WY

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

Buffalo, WY

UnscoredInsufficient · 4
$39,99537,345 mi

Comparison: 4 similar vehicles

Buffalo, WY

2023 Land Rover Range Rover Velar S

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

2023 Land Rover Range Rover Velar S

Buffalo, WY

UnscoredInsufficient · 0
$40,99544,567 mi

Buffalo, WY

2021 RAM 2500 Pickup Laramie

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

2021 RAM 2500 Pickup Laramie

Buffalo, WY

UnscoredInsufficient · 0
$44,295107,265 mi

Buffalo, WY

2020 Ford F-350 Super Duty XLT

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

2020 Ford F-350 Super Duty XLT

Buffalo, WY

UnscoredInsufficient · 0
$45,99563,013 mi

Buffalo, WY

2022 Ford F-350 Super Duty Chassis Cab XLT

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

2022 Ford F-350 Super Duty Chassis Cab XLT

Buffalo, WY

UnscoredInsufficient · 0
$47,99565,330 mi

Buffalo, WY

2017 Ford F-350 Super Duty Platinum

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

2017 Ford F-350 Super Duty Platinum

Buffalo, WY

UnscoredInsufficient · 3
$47,995113,102 mi

Comparison: 3 similar vehicles

Buffalo, WY

2024 RAM 3500 Pickup Big Horn

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

2024 RAM 3500 Pickup Big Horn

Buffalo, WY

UnscoredInsufficient · 0
$49,99578,929 mi

Buffalo, WY

2023 Ford F-250 Super Duty XLT

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

2023 Ford F-250 Super Duty XLT

Buffalo, WY

UnscoredInsufficient · 0
$52,99520,158 mi

Buffalo, WY

2025 GMC Sierra 1500 AT4

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

2025 GMC Sierra 1500 AT4

Buffalo, WY

UnscoredInsufficient · 0
$54,99512,476 mi

Buffalo, WY

2022 GMC Sierra 2500 Denali HD

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

2022 GMC Sierra 2500 Denali HD

Buffalo, WY

UnscoredInsufficient · 3
$54,99584,102 mi

Comparison: 3 similar vehicles

Buffalo, WY

2024 Chevrolet Silverado 3500HD LT

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

2024 Chevrolet Silverado 3500HD LT

Buffalo, WY

UnscoredInsufficient · 0
$56,99522,356 mi

Buffalo, WY

2025 Ford F-350 Super Duty XL

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

2025 Ford F-350 Super Duty XL

Buffalo, WY

UnscoredInsufficient · 0
$57,99532,902 mi

Buffalo, WY

2023 Ford F-350 Super Duty Lariat

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

2023 Ford F-350 Super Duty Lariat

Buffalo, WY

Fair PriceLimited · 10
$58,99582,206 mi

Market: $54,276 – $62,324

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Buffalo, WY

2026 RAM 3500 Pickup Big Horn

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

2026 RAM 3500 Pickup Big Horn

Buffalo, WY

UnscoredInsufficient · 0
$59,9958,299 mi

Buffalo, WY

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.
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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