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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 7, 2026

7.1M+

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

81 listings found

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Fort Benton, MT

UnscoredInsufficient · 0
$6,698200,492 mi

Fort Benton, MT

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Fort Benton, MT

UnscoredInsufficient · 0
$9,277115,474 mi

Fort Benton, MT

2007 Chevrolet Silverado 2500HD 1LT

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

2007 Chevrolet Silverado 2500HD 1LT

Fort Benton, MT

UnscoredInsufficient · 0
$17,714123,420 mi

Fort Benton, MT

2015 Jeep Wrangler Unlimited Sahara

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

2015 Jeep Wrangler Unlimited Sahara

Fort Benton, MT

Unscored
$18,26198,167 mi

Comparison: 7 similar vehicles

Fort Benton, MT

2020 Lincoln Aviator Reserve

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

2020 Lincoln Aviator Reserve

Fort Benton, MT

UnscoredInsufficient · 0
$19,727146,546 mi

Fort Benton, MT

2018 Ford Expedition Limited

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

2018 Ford Expedition Limited

Fort Benton, MT

Unscored
$22,394112,696 mi

Comparison: 7 similar vehicles

Fort Benton, MT

2019 Chevrolet Suburban LT

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

2019 Chevrolet Suburban LT

Fort Benton, MT

Unscored
$22,670122,123 mi

Comparison: 24 similar vehicles

Fort Benton, MT

2024 Buick Envision Preferred

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

2024 Buick Envision Preferred

Fort Benton, MT

UnscoredInsufficient · 0
$23,04459,174 mi

Fort Benton, MT

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

Fort Benton, MT

Unscored
$23,182128,123 mi

Comparison: 8 similar vehicles

Fort Benton, MT

2025 Mazda CX-50 Preferred

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

2025 Mazda CX-50 Preferred

Fort Benton, MT

UnscoredInsufficient · 0
$24,42946,869 mi

Fort Benton, MT

2024 Ford Escape Active

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

2024 Ford Escape Active

Fort Benton, MT

UnscoredInsufficient · 3
$24,44910,669 mi

Comparison: 3 similar vehicles

Fort Benton, MT

2024 Chevrolet Equinox RS

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

2024 Chevrolet Equinox RS

Fort Benton, MT

UnscoredInsufficient · 0
$24,51063,719 mi

Fort Benton, MT

2021 RAM 1500 Classic Warlock

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

2021 RAM 1500 Classic Warlock

Fort Benton, MT

UnscoredInsufficient · 3
$25,288100,619 mi

Comparison: 3 similar vehicles

Fort Benton, MT

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

Fort Benton, MT

Unscored
$25,61287,670 mi

Comparison: 8 similar vehicles

Fort Benton, MT

2018 RAM 1500 Longhorn

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

2018 RAM 1500 Longhorn

Fort Benton, MT

UnscoredInsufficient · 0
$26,41173,919 mi

Fort Benton, MT

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Fort Benton, MT

Unscored
$26,486105,613 mi

Comparison: 9 similar vehicles

Fort Benton, MT

2020 Chevrolet Silverado 1500 RST

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

2020 Chevrolet Silverado 1500 RST

Fort Benton, MT

UnscoredInsufficient · 4
$26,862118,494 mi

Comparison: 4 similar vehicles

Fort Benton, MT

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Fort Benton, MT

Unscored
$26,979Mileage not verified

Comparison: 5 similar vehicles

Fort Benton, MT

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Fort Benton, MT

UnscoredInsufficient · 3
$27,39772,378 mi

Comparison: 3 similar vehicles

Fort Benton, MT

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Fort Benton, MT

Unscored
$27,426Mileage not verified

Comparison: 5 similar vehicles

Fort Benton, MT

2020 RAM 2500 Pickup Power Wagon

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

2020 RAM 2500 Pickup Power Wagon

Fort Benton, MT

UnscoredInsufficient · 0
$28,689154,482 mi

Fort Benton, MT

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

Fort Benton, MT

Unscored
$30,694106,691 mi

Comparison: 7 similar vehicles

Fort Benton, MT

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Fort Benton, MT

UnscoredInsufficient · 3
$34,08585,224 mi

Comparison: 3 similar vehicles

Fort Benton, MT

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

Fort Benton, MT

Unscored
$34,40989,558 mi

Comparison: 8 similar vehicles

Fort Benton, MT

2026 Chevrolet Trailblazer RS

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

2026 Chevrolet Trailblazer RS

Fort Benton, MT

Unscored
$34,548447 mi

Comparison: 5 similar vehicles

Fort Benton, MT

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

Fort Benton, MT

UnscoredInsufficient · 0
$34,732101,382 mi

Fort Benton, MT

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

Fort Benton, MT

UnscoredInsufficient · 0
$34,74259,844 mi

Fort Benton, MT

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

Fort Benton, MT

Unscored
$35,00892,336 mi

Comparison: 8 similar vehicles

Fort Benton, MT

2026 Chevrolet Equinox LT

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

2026 Chevrolet Equinox LT

Fort Benton, MT

UnscoredInsufficient · 0
$36,1344,026 mi

Fort Benton, MT

2017 Ford F-250 Super Duty Lariat

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

2017 Ford F-250 Super Duty Lariat

Fort Benton, MT

Unscored
$37,819155,798 mi

Comparison: 5 similar vehicles

Fort Benton, MT

2022 GMC Sierra 1500 Limited AT4

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

2022 GMC Sierra 1500 Limited AT4

Fort Benton, MT

UnscoredInsufficient · 4
$38,63871,055 mi

Comparison: 4 similar vehicles

Fort Benton, MT

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

Fort Benton, MT

UnscoredInsufficient · 0
$38,79832,870 mi

Fort Benton, MT

2024 RAM 2500 Pickup Big Horn

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

2024 RAM 2500 Pickup Big Horn

Fort Benton, MT

UnscoredInsufficient · 3
$39,12445,537 mi

Comparison: 3 similar vehicles

Fort Benton, MT

2026 Chevrolet Blazer 2LT

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

2026 Chevrolet Blazer 2LT

Fort Benton, MT

Fair PriceLimited · 19
$41,566Mileage not verified

Market: $37,039 – $42,389

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Fort Benton, MT

2022 Ford F-350 Super Duty XLT

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

2022 Ford F-350 Super Duty XLT

Fort Benton, MT

UnscoredInsufficient · 4
$41,744103,160 mi

Comparison: 4 similar vehicles

Fort Benton, MT

2023 Ford Bronco Outer Banks

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

2023 Ford Bronco Outer Banks

Fort Benton, MT

UnscoredInsufficient · 0
$41,8676,400 mi

Fort Benton, MT

2024 GMC Sierra 1500 AT4

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

2024 GMC Sierra 1500 AT4

Fort Benton, MT

Unscored
$41,92387,192 mi

Comparison: 14 similar vehicles

Fort Benton, MT

2022 Ford F-350 Super Duty XLT

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

2022 Ford F-350 Super Duty XLT

Fort Benton, MT

UnscoredInsufficient · 4
$42,484102,876 mi

Comparison: 4 similar vehicles

Fort Benton, MT

2023 GMC Sierra 1500 AT4

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

2023 GMC Sierra 1500 AT4

Fort Benton, MT

OverpricedLimited · 11
$44,05176,492 mi

Market: $38,950 – $42,429

Comparison: 11 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Fort Benton, MT

2027 GMC Terrain Denali

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

2027 GMC Terrain Denali

Fort Benton, MT

Fair PriceLimited · 12
$44,298Mileage not verified

Market: $44,984 – $47,210

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 50 days listed (based on current market benchmarks)

Fort Benton, MT

2023 Ford F-150 Platinum

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

2023 Ford F-150 Platinum

Fort Benton, MT

UnscoredInsufficient · 0
$44,52754,689 mi

Fort Benton, MT

2023 GMC Sierra 1500 AT4X

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

2023 GMC Sierra 1500 AT4X

Fort Benton, MT

UnscoredInsufficient · 0
$44,782101,961 mi

Fort Benton, MT

2023 Ford F-150 Tremor

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

2023 Ford F-150 Tremor

Fort Benton, MT

Unscored
$45,16357,343 mi

Comparison: 9 similar vehicles

Fort Benton, MT

2023 Chevrolet Suburban High Country

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

2023 Chevrolet Suburban High Country

Fort Benton, MT

UnscoredInsufficient · 0
$46,687106,948 mi

Fort Benton, MT

2023 Ford F-350 Super Duty XL

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

2023 Ford F-350 Super Duty XL

Fort Benton, MT

UnscoredInsufficient · 3
$46,69993,607 mi

Comparison: 3 similar vehicles

Fort Benton, MT

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Fort Benton, MT

Fair PriceLimited · 12
$48,4984,122 mi

Market: $41,389 – $50,353

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Fort Benton, MT

2026 GMC Canyon AT4

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

2026 GMC Canyon AT4

Fort Benton, MT

Fair PriceModerate · 20
$48,663Mileage not verified

Market: $47,194 – $53,430

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Fort Benton, MT

2026 Chevrolet Silverado 1500 Custom

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

2026 Chevrolet Silverado 1500 Custom

Fort Benton, MT

Fair PriceLimited · 14
$48,744Mileage not verified

Market: $46,215 – $52,409

Comparison: 14 similar vehicles

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

Fort Benton, MT

2024 GMC Sierra 2500HD SLT

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

2024 GMC Sierra 2500HD SLT

Fort Benton, MT

UnscoredInsufficient · 0
$48,79794,945 mi

Fort Benton, MT

2026 Chevrolet Blazer RS

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

2026 Chevrolet Blazer RS

Fort Benton, MT

Fair PriceModerate · 20
$49,447Mileage not verified

Market: $45,960 – $53,584

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Fort Benton, MT

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 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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