Skip to main content
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

1,014 listings found

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Kalispell, MT

UnscoredInsufficient · 3
$5,514294,402 mi

Comparison: 3 similar vehicles

Kalispell, MT

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Columbia Falls, MT

UnscoredInsufficient · 0
$5,998189,986 mi

Columbia Falls, MT

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

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Kalispell, MT

UnscoredInsufficient · 0
$7,495157,236 mi

Kalispell, MT

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Kalispell, MT

UnscoredInsufficient · 4
$7,887215,894 mi

Comparison: 4 similar vehicles

Kalispell, MT

2001 Dodge Ram Pickup SLT+

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

2001 Dodge Ram Pickup SLT+

Evergreen, MT

UnscoredInsufficient · 0
$9,900226,412 mi

Evergreen, MT

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Kalispell, MT

UnscoredInsufficient · 0
$9,989227,871 mi

Kalispell, MT

2013 Nissan Frontier Desert Runner

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

2013 Nissan Frontier Desert Runner

Kalispell, MT

UnscoredInsufficient · 0
$10,292180,718 mi

Kalispell, MT

2002 Chevrolet Silverado 2500HD LT

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

2002 Chevrolet Silverado 2500HD LT

Kalispell, MT

UnscoredInsufficient · 3
$10,588276,209 mi

Comparison: 3 similar vehicles

Kalispell, MT

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Kalispell, MT

UnscoredInsufficient · 0
$10,589143,908 mi

Kalispell, MT

2006 Subaru Baja Sport

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

2006 Subaru Baja Sport

Evergreen, MT

UnscoredInsufficient · 0
$10,900198,394 mi

Evergreen, MT

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Columbia Falls, MT

UnscoredInsufficient · 3
$11,998151,987 mi

Comparison: 3 similar vehicles

Columbia Falls, MT

2013 RAM 1500 Pickup Laramie Longhorn

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

2013 RAM 1500 Pickup Laramie Longhorn

Kalispell, MT

UnscoredLimited · 6
$12,749189,678 mi

Comparison: 6 similar vehicles

Kalispell, 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

Evergreen, MT

UnscoredInsufficient · 3
$12,995191,877 mi

Comparison: 3 similar vehicles

Evergreen, MT

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Kalispell, MT

UnscoredLimited · 7
$13,95199,851 mi

Comparison: 7 similar vehicles

Kalispell, MT

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Columbia Falls, MT

UnscoredInsufficient · 0
$13,998106,559 mi

Columbia Falls, MT

2015 RAM 1500 Pickup Sport

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

2015 RAM 1500 Pickup Sport

Kalispell, MT

UnscoredInsufficient · 0
$14,412155,157 mi

Kalispell, MT

2015 RAM 1500 Pickup Laramie

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

2015 RAM 1500 Pickup Laramie

Kalispell, MT

UnscoredLimited · 8
$15,197142,194 mi

Comparison: 8 similar vehicles

Kalispell, 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

2017 RAM 1500 Outdoorsman

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

2017 RAM 1500 Outdoorsman

Kalispell, MT

UnscoredInsufficient · 3
$15,425156,391 mi

Comparison: 3 similar vehicles

Kalispell, MT

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

Kalispell, MT

UnscoredInsufficient · 4
$15,588172,000 mi

Comparison: 4 similar vehicles

Kalispell, MT

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Kalispell, MT

UnscoredInsufficient · 0
$15,595113,139 mi

Kalispell, 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

Evergreen, MT

UnscoredInsufficient · 0
$15,900174,354 mi

Evergreen, MT

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Kalispell, MT

UnscoredInsufficient · 0
$16,288153,115 mi

Kalispell, MT

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

Kalispell, MT

UnscoredInsufficient · 4
$16,798149,059 mi

Comparison: 4 similar vehicles

Kalispell, 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

Evergreen, MT

UnscoredInsufficient · 0
$16,900248,100 mi

Evergreen, MT

2007 Ford F-250 Super Duty Lariat

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

2007 Ford F-250 Super Duty Lariat

Kalispell, MT

UnscoredInsufficient · 0
$17,19796,825 mi

Kalispell, 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

Kalispell, MT

UnscoredLimited · 6
$17,90073,964 mi

Comparison: 6 similar vehicles

Kalispell, MT

2019 Toyota Tundra SR5

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

2019 Toyota Tundra SR5

Columbia Falls, MT

UnscoredLimited · 8
$17,998193,357 mi

Comparison: 8 similar vehicles

Columbia Falls, MT

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Kalispell, MT

UnscoredInsufficient · 4
$18,566101,539 mi

Comparison: 4 similar vehicles

Kalispell, MT

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Kalispell, MT

UnscoredInsufficient · 0
$18,624114,509 mi

Kalispell, MT

2007 Ford F-350 Super Duty XL

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

2007 Ford F-350 Super Duty XL

Kalispell, MT

UnscoredInsufficient · 0
$19,190168,660 mi

Kalispell, 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

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Kalispell, MT

UnscoredLimited · 7
$19,29564,620 mi

Comparison: 7 similar vehicles

Kalispell, MT

2012 Nissan Frontier PRO-4X

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

2012 Nissan Frontier PRO-4X

Kalispell, MT

UnscoredInsufficient · 0
$19,29796,714 mi

Kalispell, MT

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Columbia Falls, MT

UnscoredLimited · 5
$19,49874,272 mi

Comparison: 5 similar vehicles

Columbia Falls, 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

2017 Chevrolet Colorado ZR2

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

2017 Chevrolet Colorado ZR2

Kalispell, MT

UnscoredInsufficient · 0
$20,013133,649 mi

Kalispell, MT

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Kalispell, MT

UnscoredLimited · 16
$20,142146,567 mi

Comparison: 16 similar vehicles

Kalispell, 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

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Kalispell, MT

UnscoredLimited · 7
$20,299114,017 mi

Comparison: 7 similar vehicles

Kalispell, 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

Kalispell, MT

UnscoredInsufficient · 0
$21,066106,434 mi

Kalispell, MT

2014 Nissan Titan PRO-4X

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

2014 Nissan Titan PRO-4X

Kalispell, MT

UnscoredInsufficient · 0
$21,45896,801 mi

Kalispell, 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

Kalispell, MT

UnscoredLimited · 5
$21,94492,158 mi

Comparison: 5 similar vehicles

Kalispell, MT

2017 RAM 1500 SLT

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

2017 RAM 1500 SLT

Kalispell, MT

UnscoredInsufficient · 3
$21,94889,521 mi

Comparison: 3 similar vehicles

Kalispell, 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

Kalispell, MT

UnscoredModerate · 48
$22,187130,706 mi

Comparison: 48 similar vehicles

Kalispell, MT

2017 RAM 1500 Big Horn

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

2017 RAM 1500 Big Horn

Kalispell, MT

UnscoredLimited · 9
$22,45092,360 mi

Comparison: 9 similar vehicles

Kalispell, 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

Kalispell, MT

UnscoredLimited · 7
$22,451137,909 mi

Comparison: 7 similar vehicles

Kalispell, MT

2017 RAM 1500 Rebel

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

2017 RAM 1500 Rebel

Kalispell, MT

UnscoredInsufficient · 0
$22,788148,088 mi

Kalispell, 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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.