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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 13, 2026

7.2M+

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

319 listings found

2014 GMC Yukon XL SLT

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

2014 GMC Yukon XL SLT

Miles City, MT

UnscoredInsufficient · 0
$8,900199,598 mi

Miles City, MT

2004 Ford F-350 SD Chassis Cab XL

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

2004 Ford F-350 SD Chassis Cab XL

Miles City, MT

UnscoredInsufficient · 0
$8,900136,944 mi

Miles City, MT

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

Forsyth, MT

UnscoredInsufficient · 0
$8,900182,185 mi

Forsyth, MT

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

Forsyth, MT

UnscoredInsufficient · 0
$9,800197,779 mi

Forsyth, MT

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Forsyth, MT

UnscoredInsufficient · 0
$10,000275,459 mi

Forsyth, MT

1992 Ford F-350

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

1992 Ford F-350

Miles City, MT

UnscoredInsufficient · 0
$10,000206,368 mi

Miles City, MT

2009 Jeep Wrangler Unlimited X

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

2009 Jeep Wrangler Unlimited X

Miles City, MT

UnscoredInsufficient · 0
$10,750167,354 mi

Miles City, MT

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Forsyth, MT

UnscoredInsufficient · 0
$11,900177,284 mi

Forsyth, MT

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Forsyth, MT

UnscoredInsufficient · 0
$11,900130,306 mi

Forsyth, MT

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Miles City, MT

UnscoredInsufficient · 0
$12,50089,528 mi

Miles City, MT

2010 RAM Dakota Big Horn (Lone Star)

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

2010 RAM Dakota Big Horn (Lone Star)

Miles City, MT

UnscoredInsufficient · 0
$12,900129,114 mi

Miles City, MT

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Miles City, MT

Unscored
$12,925153,209 mi

Comparison: 13 similar vehicles

Miles City, MT

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

Forsyth, MT

Unscored
$13,000187,438 mi

Comparison: 10 similar vehicles

Forsyth, MT

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Miles City, MT

UnscoredInsufficient · 0
$13,900112,234 mi

Miles City, MT

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

Forsyth, MT

Unscored
$14,900159,876 mi

Comparison: 5 similar vehicles

Forsyth, MT

2004 Ford F-350 Super Duty XLT

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

2004 Ford F-350 Super Duty XLT

Forsyth, MT

UnscoredInsufficient · 0
$14,900144,000 mi

Forsyth, MT

2020 GMC Terrain SLT

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

2020 GMC Terrain SLT

Miles City, MT

UnscoredInsufficient · 3
$14,925117,450 mi

Comparison: 3 similar vehicles

Miles City, MT

2020 Ford Edge SE

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

2020 Ford Edge SE

Miles City, MT

UnscoredInsufficient · 0
$15,02597,160 mi

Miles City, MT

2014 RAM 1500 SLT

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

2014 RAM 1500 SLT

Miles City, MT

UnscoredInsufficient · 0
$17,900111,678 mi

Miles City, MT

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Miles City, MT

UnscoredInsufficient · 0
$18,50056,892 mi

Miles City, MT

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Forsyth, MT

Unscored
$19,900172,710 mi

Comparison: 5 similar vehicles

Forsyth, MT

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Miles City, MT

Unscored
$20,90075,807 mi

Comparison: 6 similar vehicles

Miles City, MT

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Miles City, MT

UnscoredInsufficient · 0
$21,92558,916 mi

Miles City, MT

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Miles City, MT

UnscoredInsufficient · 0
$22,00048,624 mi

Miles City, MT

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

Forsyth, MT

Unscored
$22,000130,267 mi

Comparison: 22 similar vehicles

Forsyth, MT

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Miles City, MT

UnscoredInsufficient · 0
$22,50016,379 mi

Miles City, MT

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

Miles City, MT

UnscoredInsufficient · 4
$22,900111,966 mi

Comparison: 4 similar vehicles

Miles City, MT

2018 Toyota Avalon Limited

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

2018 Toyota Avalon Limited

Forsyth, MT

UnscoredInsufficient · 0
$22,900110,323 mi

Forsyth, MT

2008 Dodge Ram 2500 Pickup SLT

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

2008 Dodge Ram 2500 Pickup SLT

Miles City, MT

UnscoredInsufficient · 0
$22,900128,513 mi

Miles City, MT

2024 Jeep Compass Latitude Lux

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

2024 Jeep Compass Latitude Lux

Miles City, MT

UnscoredInsufficient · 0
$23,52542,945 mi

Miles City, MT

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

Miles City, MT

UnscoredInsufficient · 0
$23,90090,994 mi

Miles City, MT

2019 Chevrolet Silverado 1500 LT

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

2019 Chevrolet Silverado 1500 LT

Miles City, MT

Unscored
$23,900125,545 mi

Comparison: 9 similar vehicles

Miles City, MT

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

Miles City, MT

UnscoredInsufficient · 0
$23,900101,301 mi

Miles City, MT

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

Forsyth, MT

Fair PriceModerate · 30
$25,000115,018 mi

Market: $15,680 – $32,093

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 964 days listed (based on current market benchmarks)

Forsyth, MT

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

Miles City, MT

UnscoredInsufficient · 0
$25,00051,328 mi

Miles City, MT

2024 Ford Escape Active

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

2024 Ford Escape Active

Miles City, MT

UnscoredInsufficient · 0
$25,50041,960 mi

Miles City, MT

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Miles City, MT

UnscoredInsufficient · 0
$25,50038,275 mi

Miles City, MT

2021 Chevrolet Traverse RS

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

2021 Chevrolet Traverse RS

Miles City, MT

UnscoredInsufficient · 0
$25,50086,994 mi

Miles City, MT

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

Miles City, MT

Unscored
$25,900124,366 mi

Comparison: 13 similar vehicles

Miles City, MT

2017 Ford F-350 Super Duty Lariat

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

2017 Ford F-350 Super Duty Lariat

Forsyth, MT

UnscoredInsufficient · 3
$25,900197,844 mi

Comparison: 3 similar vehicles

Forsyth, MT

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

Miles City, MT

Unscored
$26,500120,744 mi

Comparison: 15 similar vehicles

Miles City, MT

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Miles City, MT

UnscoredInsufficient · 0
$26,52530,862 mi

Miles City, MT

2024 Ford Bronco Sport Outer Banks

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

2024 Ford Bronco Sport Outer Banks

Miles City, MT

UnscoredInsufficient · 0
$26,90036,069 mi

Miles City, MT

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Miles City, MT

UnscoredInsufficient · 3
$28,414Mileage not verified

Comparison: 3 similar vehicles

Miles City, MT

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Miles City, MT

UnscoredInsufficient · 3
$28,414Mileage not verified

Comparison: 3 similar vehicles

Miles City, MT

2023 Subaru Outback Onyx Edition

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

2023 Subaru Outback Onyx Edition

Miles City, MT

UnscoredInsufficient · 0
$28,50029,290 mi

Miles City, MT

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Miles City, MT

UnscoredInsufficient · 3
$28,539Mileage not verified

Comparison: 3 similar vehicles

Miles City, MT

2018 Toyota Tacoma TRD Sport

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

2018 Toyota Tacoma TRD Sport

Miles City, MT

UnscoredInsufficient · 0
$28,750106,705 mi

Miles City, MT

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Miles City, MT

UnscoredInsufficient · 3
$28,90029,910 mi

Comparison: 3 similar vehicles

Miles City, MT

2019 Chevrolet Tahoe Premier

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

2019 Chevrolet Tahoe Premier

Miles City, MT

Unscored
$28,900128,821 mi

Comparison: 7 similar vehicles

Miles City, MT

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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