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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

1,140 listings found

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Belgrade, MT

UnscoredInsufficient · 0
$6,389156,292 mi

Belgrade, MT

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Bozeman, MT

UnscoredInsufficient · 0
$6,389181,168 mi

Bozeman, MT

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Bozeman, MT

UnscoredInsufficient · 0
$6,999224,748 mi

Bozeman, MT

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Bozeman, MT

UnscoredInsufficient · 0
$7,389192,208 mi

Bozeman, MT

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Bozeman, MT

UnscoredInsufficient · 0
$7,466189,392 mi

Bozeman, MT

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Bozeman, MT

UnscoredInsufficient · 0
$8,889348,247 mi

Bozeman, MT

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Bozeman, MT

UnscoredInsufficient · 0
$8,999180,748 mi

Bozeman, MT

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Bozeman, MT

UnscoredLimited · 6
$9,889194,024 mi

Comparison: 6 similar vehicles

Bozeman, MT

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Belgrade, MT

UnscoredInsufficient · 0
$9,950182,730 mi

Belgrade, MT

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Bozeman, MT

UnscoredInsufficient · 0
$10,389190,757 mi

Bozeman, MT

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Bozeman, MT

UnscoredInsufficient · 0
$10,389178,503 mi

Bozeman, MT

2014 Chevrolet Silverado 1500 High Country

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

2014 Chevrolet Silverado 1500 High Country

Belgrade, MT

UnscoredInsufficient · 0
$10,950218,960 mi

Belgrade, 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

Belgrade, MT

UnscoredInsufficient · 4
$10,950180,905 mi

Comparison: 4 similar vehicles

Belgrade, MT

2014 RAM 1500 Pickup Sport

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

2014 RAM 1500 Pickup Sport

Belgrade, MT

UnscoredLimited · 6
$11,377205,146 mi

Comparison: 6 similar vehicles

Belgrade, MT

2007 Chevrolet Silverado Classic 2500HD LT3

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

2007 Chevrolet Silverado Classic 2500HD LT3

Bozeman, MT

UnscoredInsufficient · 0
$11,889128,633 mi

Bozeman, MT

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Livingston, MT

UnscoredInsufficient · 0
$11,999149,079 mi

Livingston, MT

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Belgrade, MT

UnscoredLimited · 7
$12,389175,491 mi

Comparison: 7 similar vehicles

Belgrade, MT

2012 RAM 1500 Pickup Laramie Longhorn

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

2012 RAM 1500 Pickup Laramie Longhorn

Bozeman, MT

UnscoredInsufficient · 0
$12,889152,222 mi

Bozeman, MT

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Bozeman, MT

UnscoredLimited · 11
$12,986152,328 mi

Comparison: 11 similar vehicles

Bozeman, MT

2016 Chevrolet Silverado 1500 LTZ Z71

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

2016 Chevrolet Silverado 1500 LTZ Z71

Bozeman, MT

UnscoredInsufficient · 0
$13,389190,057 mi

Bozeman, MT

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Bozeman, MT

UnscoredInsufficient · 0
$13,389101,962 mi

Bozeman, MT

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Bozeman, MT

UnscoredLimited · 6
$13,390157,848 mi

Comparison: 6 similar vehicles

Bozeman, 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

Bozeman, MT

UnscoredInsufficient · 0
$14,967124,684 mi

Bozeman, MT

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Bozeman, MT

Fair PriceLimited · 11
$14,986112,836 mi

Market: $10,995 – $20,000

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Bozeman, MT

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Bozeman, MT

UnscoredLimited · 11
$15,389168,651 mi

Comparison: 11 similar vehicles

Bozeman, MT

2013 Chevrolet Avalanche LTZ

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

2013 Chevrolet Avalanche LTZ

Bozeman, MT

UnscoredInsufficient · 0
$16,389131,600 mi

Bozeman, MT

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Belgrade, MT

UnscoredInsufficient · 0
$16,450149,926 mi

Belgrade, 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

Belgrade, MT

UnscoredLimited · 19
$16,95087,575 mi

Comparison: 19 similar vehicles

Belgrade, MT

2016 Toyota Tundra Limited

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

2016 Toyota Tundra Limited

Bozeman, MT

UnscoredInsufficient · 0
$17,391227,266 mi

Bozeman, MT

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Whitehall, MT

UnscoredInsufficient · 0
$17,500176,291 mi

Whitehall, 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

Belgrade, MT

UnscoredRobust · 52
$17,990122,900 mi

Comparison: 52 similar vehicles

Belgrade, 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

Belgrade, MT

UnscoredRobust · 52
$17,990128,134 mi

Comparison: 52 similar vehicles

Belgrade, MT

2016 RAM 1500 Laramie

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

2016 RAM 1500 Laramie

Bozeman, MT

UnscoredInsufficient · 0
$18,299149,966 mi

Bozeman, MT

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Bozeman, MT

UnscoredInsufficient · 4
$18,833105,846 mi

Comparison: 4 similar vehicles

Bozeman, MT

2012 RAM 2500 Pickup ST

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

2012 RAM 2500 Pickup ST

Bozeman, MT

UnscoredInsufficient · 0
$18,889134,298 mi

Bozeman, 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

Belgrade, MT

UnscoredModerate · 39
$18,950133,615 mi

Comparison: 39 similar vehicles

Belgrade, MT

2019 GMC Sierra 1500 Limited SLE

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

2019 GMC Sierra 1500 Limited SLE

Livingston, MT

UnscoredInsufficient · 0
$19,389147,616 mi

Livingston, MT

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Bozeman, MT

UnscoredInsufficient · 3
$19,389138,046 mi

Comparison: 3 similar vehicles

Bozeman, MT

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Bozeman, MT

UnscoredLimited · 6
$19,42199,066 mi

Comparison: 6 similar vehicles

Bozeman, MT

2022 Chevrolet Silverado 3500 Chassis Cab 1LT

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

2022 Chevrolet Silverado 3500 Chassis Cab 1LT

Bozeman, MT

UnscoredInsufficient · 0
$19,500287,004 mi

Bozeman, MT

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Bozeman, MT

UnscoredLimited · 12
$19,889163,235 mi

Comparison: 12 similar vehicles

Bozeman, MT

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Bozeman, MT

Fair PriceLimited · 11
$19,89163,366 mi

Market: $5,000 – $20,781

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 198 days listed (based on current market benchmarks)

Bozeman, MT

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Livingston, MT

UnscoredLimited · 5
$19,900137,716 mi

Comparison: 5 similar vehicles

Livingston, MT

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Belgrade, MT

UnscoredLimited · 19
$19,990135,296 mi

Comparison: 19 similar vehicles

Belgrade, MT

2007 Chevrolet Silverado 2500HD LTZ

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

2007 Chevrolet Silverado 2500HD LTZ

Livingston, MT

UnscoredInsufficient · 0
$19,999198,549 mi

Livingston, MT

2021 Chevrolet Silverado 1500 Work Truck

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

2021 Chevrolet Silverado 1500 Work Truck

Bozeman, MT

UnscoredInsufficient · 0
$20,38962,202 mi

Bozeman, MT

2020 RAM 2500 Pickup Big Horn

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

2020 RAM 2500 Pickup Big Horn

Bozeman, MT

UnscoredLimited · 6
$20,389270,700 mi

Comparison: 6 similar vehicles

Bozeman, MT

2015 Toyota Tacoma Base

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

2015 Toyota Tacoma Base

Manhattan, MT

UnscoredLimited · 7
$20,389200,087 mi

Comparison: 7 similar vehicles

Manhattan, MT

2006 Chevrolet Silverado 2500HD LT2

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

2006 Chevrolet Silverado 2500HD LT2

Bozeman, MT

UnscoredInsufficient · 0
$20,389135,490 mi

Bozeman, MT

2013 Chevrolet Silverado 3500HD LTZ

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

2013 Chevrolet Silverado 3500HD LTZ

Bozeman, MT

UnscoredInsufficient · 0
$20,390215,817 mi

Bozeman, MT

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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