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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

277 listings found

1996 Dodge Ram 2500

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

1996 Dodge Ram 2500

Wolf Point, MT

UnscoredInsufficient · 0
$4,500182,501 mi

Wolf Point, MT

2006 Ford Expedition Eddie Bauer

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

2006 Ford Expedition Eddie Bauer

Wolf Point, MT

UnscoredInsufficient · 0
$5,500222,295 mi

Wolf Point, MT

2008 Ford E-Series Econoline Wagon XLT

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

2008 Ford E-Series Econoline Wagon XLT

Glasgow, MT

UnscoredInsufficient · 0
$7,50078,000 mi

Glasgow, MT

1999 Ford F-250 XL

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

1999 Ford F-250 XL

Wolf Point, MT

UnscoredInsufficient · 0
$7,500259,038 mi

Wolf Point, MT

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Wolf Point, MT

UnscoredInsufficient · 0
$8,000177,088 mi

Wolf Point, MT

2016 Ford F-150 King Ranch

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

2016 Ford F-150 King Ranch

Wolf Point, MT

UnscoredInsufficient · 0
$9,999214,600 mi

Wolf Point, MT

2018 Volkswagen Atlas SE w/Tech

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

2018 Volkswagen Atlas SE w/Tech

Wolf Point, MT

UnscoredInsufficient · 0
$10,500168,095 mi

Wolf Point, MT

2002 Chevrolet Silverado 3500 base

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

2002 Chevrolet Silverado 3500 base

Wolf Point, MT

UnscoredInsufficient · 0
$10,750204,581 mi

Wolf Point, MT

2019 Ford Edge Titanium

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

2019 Ford Edge Titanium

Wolf Point, MT

UnscoredInsufficient · 0
$10,900133,848 mi

Wolf Point, MT

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Wolf Point, MT

UnscoredInsufficient · 0
$11,895193,306 mi

Wolf Point, 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

Wolf Point, MT

UnscoredInsufficient · 0
$11,900148,622 mi

Wolf Point, MT

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Wolf Point, MT

UnscoredInsufficient · 3
$12,000151,241 mi

Comparison: 3 similar vehicles

Wolf Point, MT

2012 RAM 1500 Pickup Laramie

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

2012 RAM 1500 Pickup Laramie

Wolf Point, MT

UnscoredInsufficient · 0
$12,000195,007 mi

Wolf Point, MT

2013 Ford F-150 King Ranch

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

2013 Ford F-150 King Ranch

Wolf Point, MT

UnscoredInsufficient · 0
$12,995160,000 mi

Wolf Point, MT

2018 Jeep Cherokee Limited

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

2018 Jeep Cherokee Limited

Glasgow, MT

UnscoredInsufficient · 0
$13,000106,465 mi

Glasgow, MT

2021 Nissan Altima SR

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

2021 Nissan Altima SR

Wolf Point, MT

UnscoredInsufficient · 0
$14,90094,587 mi

Wolf Point, MT

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Wolf Point, MT

UnscoredInsufficient · 0
$14,900106,833 mi

Wolf Point, MT

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Wolf Point, MT

UnscoredInsufficient · 0
$14,900130,790 mi

Wolf Point, MT

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

Glasgow, MT

UnscoredInsufficient · 0
$15,200158,659 mi

Glasgow, MT

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Wolf Point, MT

UnscoredInsufficient · 3
$17,495133,257 mi

Comparison: 3 similar vehicles

Wolf Point, MT

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Wolf Point, MT

UnscoredInsufficient · 0
$17,500234,374 mi

Wolf Point, MT

2017 Ford F-250 Super Duty XLT

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

2017 Ford F-250 Super Duty XLT

Wolf Point, MT

UnscoredInsufficient · 0
$17,900194,232 mi

Wolf Point, MT

2019 Nissan Armada SL

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

2019 Nissan Armada SL

Glasgow, MT

UnscoredInsufficient · 0
$18,00087,893 mi

Glasgow, MT

2002 Ford F-350

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

2002 Ford F-350

Wolf Point, MT

UnscoredInsufficient · 0
$18,500231,952 mi

Wolf Point, MT

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Wolf Point, MT

UnscoredInsufficient · 3
$18,795143,957 mi

Comparison: 3 similar vehicles

Wolf Point, MT

2021 Ford Explorer Limited

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

2021 Ford Explorer Limited

Wolf Point, MT

Unscored
$18,90093,528 mi

Comparison: 5 similar vehicles

Wolf Point, MT

2019 GMC Acadia SLT-1

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

2019 GMC Acadia SLT-1

Wolf Point, MT

UnscoredInsufficient · 0
$18,90072,600 mi

Wolf Point, MT

2021 Ford Bronco Sport Badlands

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

2021 Ford Bronco Sport Badlands

Glasgow, MT

UnscoredInsufficient · 0
$19,500Mileage not verified

Glasgow, MT

2019 Ford Expedition XLT

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

2019 Ford Expedition XLT

Wolf Point, MT

Unscored
$19,500137,748 mi

Comparison: 7 similar vehicles

Wolf Point, MT

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Wolf Point, MT

UnscoredInsufficient · 3
$19,795123,185 mi

Comparison: 3 similar vehicles

Wolf Point, MT

2012 RAM 2500 Pickup Laramie

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

2012 RAM 2500 Pickup Laramie

Glasgow, MT

UnscoredInsufficient · 0
$19,800160,112 mi

Glasgow, MT

2021 Ford Escape Titanium

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

2021 Ford Escape Titanium

Wolf Point, MT

UnscoredInsufficient · 0
$19,90084,671 mi

Wolf Point, MT

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Wolf Point, MT

UnscoredInsufficient · 0
$19,900186,332 mi

Wolf Point, MT

2015 Ford F-150 Platinum

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

2015 Ford F-150 Platinum

Glasgow, MT

UnscoredInsufficient · 3
$19,900134,456 mi

Comparison: 3 similar vehicles

Glasgow, MT

2012 Ford F-350 Super Duty Lariat

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

2012 Ford F-350 Super Duty Lariat

Wolf Point, MT

UnscoredInsufficient · 0
$19,900261,758 mi

Wolf Point, MT

2016 Ford F-150 Platinum

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

2016 Ford F-150 Platinum

Wolf Point, MT

UnscoredInsufficient · 0
$19,990150,543 mi

Wolf Point, MT

2014 RAM 3500 Pickup Tradesman

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

2014 RAM 3500 Pickup Tradesman

Wolf Point, MT

UnscoredInsufficient · 0
$19,990137,899 mi

Wolf Point, 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

Wolf Point, MT

Fair PriceLimited · 15
$20,895118,011 mi

Market: $12,799 – $27,389

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Wolf Point, MT

2018 RAM 1500 Pickup Harvest

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

2018 RAM 1500 Pickup Harvest

Glasgow, MT

UnscoredInsufficient · 0
$20,900119,670 mi

Glasgow, MT

2016 Chevrolet Silverado 2500HD Work Truck

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

2016 Chevrolet Silverado 2500HD Work Truck

Glasgow, MT

UnscoredInsufficient · 0
$20,900160,218 mi

Glasgow, MT

2016 Chevrolet Silverado 1500 High Country

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

2016 Chevrolet Silverado 1500 High Country

Glasgow, MT

UnscoredInsufficient · 0
$21,900101,194 mi

Glasgow, MT

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Glasgow, MT

UnscoredInsufficient · 3
$22,600107,828 mi

Comparison: 3 similar vehicles

Glasgow, 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

Wolf Point, MT

Fair PriceLimited · 15
$22,900103,166 mi

Market: $12,799 – $27,389

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Wolf Point, MT

2016 Ford F-350 Super Duty XL

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

2016 Ford F-350 Super Duty XL

Wolf Point, MT

UnscoredInsufficient · 0
$23,500200,893 mi

Wolf Point, MT

2023 Ford Escape PHEV

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

2023 Ford Escape PHEV

Wolf Point, MT

UnscoredInsufficient · 0
$23,59555,498 mi

Wolf Point, MT

2023 Ford Bronco Sport Heritage

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

2023 Ford Bronco Sport Heritage

Wolf Point, MT

UnscoredInsufficient · 0
$23,90058,195 mi

Wolf Point, 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

Wolf Point, MT

UnscoredInsufficient · 4
$25,29999,785 mi

Comparison: 4 similar vehicles

Wolf Point, MT

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

Wolf Point, MT

Unscored
$25,549148,963 mi

Comparison: 8 similar vehicles

Wolf Point, MT

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Wolf Point, MT

Unscored
$25,549167,585 mi

Comparison: 10 similar vehicles

Wolf Point, MT

2025 Ford Escape ST-Line Select

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

2025 Ford Escape ST-Line Select

Wolf Point, MT

UnscoredInsufficient · 0
$25,90044,745 mi

Wolf Point, 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.
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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