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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

154 listings found

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Ronan, MT

UnscoredInsufficient · 0
$6,298203,071 mi

Ronan, MT

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Plains, MT

UnscoredInsufficient · 0
$11,995251,716 mi

Plains, MT

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

Ronan, MT

UnscoredInsufficient · 0
$15,292147,904 mi

Ronan, MT

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

Plains, MT

UnscoredInsufficient · 0
$17,995191,641 mi

Plains, MT

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Ronan, MT

UnscoredLimited · 7
$19,294102,710 mi

Comparison: 7 similar vehicles

Ronan, MT

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Polson, MT

UnscoredInsufficient · 0
$20,00033,689 mi

Polson, MT

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Ronan, MT

Great DealModerate · 22
$20,294103,641 mi

Market: $24,120 – $30,172

Comparison: 22 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 187 days listed (based on current market benchmarks)

Ronan, MT

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Ronan, MT

UnscoredInsufficient · 0
$20,29450,989 mi

Ronan, 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

Ronan, MT

UnscoredRobust · 57
$23,165128,304 mi

Comparison: 57 similar vehicles

Ronan, MT

2021 Chevrolet Silverado 1500 RST

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

2021 Chevrolet Silverado 1500 RST

Ronan, MT

UnscoredModerate · 34
$25,294129,370 mi

Comparison: 34 similar vehicles

Ronan, MT

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

Ronan, MT

Fair PriceRobust · 59
$25,29489,611 mi

Market: $14,998 – $28,495

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Ronan, MT

2015 Ford F-250 Super Duty Lariat

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

2015 Ford F-250 Super Duty Lariat

Ronan, MT

UnscoredInsufficient · 4
$26,281150,799 mi

Comparison: 4 similar vehicles

Ronan, MT

2016 GMC Canyon SLT

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

2016 GMC Canyon SLT

Ronan, MT

UnscoredInsufficient · 0
$26,29848,065 mi

Ronan, MT

2020 Ford F-150 Lariat

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

2020 Ford F-150 Lariat

Polson, MT

Fair PriceLimited · 17
$26,990119,429 mi

Market: $19,995 – $38,245

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Polson, MT

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Plains, MT

UnscoredInsufficient · 0
$27,49577,288 mi

Plains, MT

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

Plains, MT

UnscoredInsufficient · 0
$27,49533,612 mi

Plains, MT

2017 Toyota Tundra Limited

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

2017 Toyota Tundra Limited

Plains, MT

UnscoredLimited · 5
$27,995147,296 mi

Comparison: 5 similar vehicles

Plains, MT

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Plains, MT

UnscoredInsufficient · 4
$27,99593,934 mi

Comparison: 4 similar vehicles

Plains, MT

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

Ronan, MT

Fair PriceModerate · 28
$29,29684,579 mi

Market: $26,505 – $40,398

Comparison: 28 similar vehicles

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

Ronan, MT

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Plains, MT

UnscoredLimited · 5
$29,89592,217 mi

Comparison: 5 similar vehicles

Plains, MT

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Plains, MT

UnscoredInsufficient · 4
$29,99569,022 mi

Comparison: 4 similar vehicles

Plains, MT

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

Ronan, MT

UnscoredLimited · 6
$30,29480,628 mi

Comparison: 6 similar vehicles

Ronan, MT

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Ronan, MT

UnscoredInsufficient · 0
$32,29441,353 mi

Ronan, 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

Ronan, MT

UnscoredInsufficient · 3
$32,29745,475 mi

Comparison: 3 similar vehicles

Ronan, MT

2020 Jeep Gladiator Launch Edition

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

2020 Jeep Gladiator Launch Edition

Ronan, MT

UnscoredInsufficient · 0
$32,29858,294 mi

Ronan, MT

2018 Toyota Tacoma SR5

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

2018 Toyota Tacoma SR5

Plains, MT

Fair PriceLimited · 13
$32,40099,092 mi

Market: $30,187 – $33,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Plains, MT

2022 Ford F-350 Super Duty XL

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

2022 Ford F-350 Super Duty XL

Plains, MT

Fair PriceLimited · 13
$32,99588,527 mi

Market: $24,294 – $38,514

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Plains, MT

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Ronan, MT

UnscoredInsufficient · 0
$33,17999,650 mi

Ronan, MT

2021 Toyota Tacoma TRD Off Road

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

2021 Toyota Tacoma TRD Off Road

Plains, MT

UnscoredLimited · 8
$33,400106,467 mi

Comparison: 8 similar vehicles

Plains, MT

2023 Jeep Gladiator Overland

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

2023 Jeep Gladiator Overland

Plains, MT

UnscoredInsufficient · 0
$33,99535,986 mi

Plains, MT

2020 Ford F-150 Platinum

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

2020 Ford F-150 Platinum

Plains, MT

UnscoredInsufficient · 4
$34,90079,337 mi

Comparison: 4 similar vehicles

Plains, MT

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Plains, MT

UnscoredInsufficient · 0
$34,90058,501 mi

Plains, 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

Plains, MT

UnscoredInsufficient · 0
$35,60074,397 mi

Plains, MT

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Ronan, MT

Fair PriceRobust · 87
$35,974Mileage not verified

Market: $32,759 – $41,674

Comparison: 87 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Ronan, MT

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

Ronan, MT

UnscoredInsufficient · 4
$36,20252,645 mi

Comparison: 4 similar vehicles

Ronan, MT

2021 Ford F-150 Lariat

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

2021 Ford F-150 Lariat

Plains, MT

Fair PriceLimited · 13
$36,90067,923 mi

Market: $34,989 – $44,413

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 197 days listed (based on current market benchmarks)

Plains, MT

2023 Ford F-450 Super Duty Chassis Cab XL

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

2023 Ford F-450 Super Duty Chassis Cab XL

Plains, MT

UnscoredInsufficient · 0
$37,995118,657 mi

Plains, MT

2022 RAM 1500 Limited

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

2022 RAM 1500 Limited

Ronan, MT

UnscoredInsufficient · 3
$38,54964,811 mi

Comparison: 3 similar vehicles

Ronan, MT

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

Ronan, MT

UnscoredInsufficient · 4
$39,29458,692 mi

Comparison: 4 similar vehicles

Ronan, MT

2026 Chevrolet Silverado 1500 Work Truck

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

2026 Chevrolet Silverado 1500 Work Truck

Ronan, MT

Fair PriceModerate · 27
$39,876Mileage not verified

Market: $39,365 – $57,448

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 204 days listed (based on current market benchmarks)

Ronan, MT

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Ronan, MT

UnscoredInsufficient · 4
$40,244186 mi

Comparison: 4 similar vehicles

Ronan, MT

2023 Toyota Tacoma TRD Off Road

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

2023 Toyota Tacoma TRD Off Road

Ronan, MT

Fair PriceLimited · 15
$40,28135,732 mi

Market: $33,000 – $44,011

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Ronan, 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

Ronan, MT

UnscoredLimited · 6
$40,29452,070 mi

Comparison: 6 similar vehicles

Ronan, MT

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Ronan, MT

UnscoredLimited · 7
$40,29471,752 mi

Comparison: 7 similar vehicles

Ronan, MT

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Ronan, MT

UnscoredInsufficient · 4
$40,494Mileage not verified

Comparison: 4 similar vehicles

Ronan, MT

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Ronan, MT

UnscoredInsufficient · 4
$40,504Mileage not verified

Comparison: 4 similar vehicles

Ronan, MT

2026 Ford Maverick Lariat

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

2026 Ford Maverick Lariat

Ronan, MT

Fair PriceRobust · 65
$40,549Mileage not verified

Market: $37,542 – $44,920

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Ronan, MT

2021 RAM 1500 Pickup Limited

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

2021 RAM 1500 Pickup Limited

Ronan, MT

UnscoredInsufficient · 0
$40,61751,576 mi

Ronan, MT

2016 Ford F-350 Super Duty Lariat

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

2016 Ford F-350 Super Duty Lariat

Polson, MT

UnscoredLimited · 8
$40,990113,407 mi

Comparison: 8 similar vehicles

Polson, MT

2023 Chevrolet Silverado 1500 RST

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

2023 Chevrolet Silverado 1500 RST

Ronan, MT

UnscoredInsufficient · 3
$41,19411,858 mi

Comparison: 3 similar vehicles

Ronan, 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 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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