Dig Deeper: Embark & U.S. Xpress Partner on Autonomous Transfer Points
Embark Completes Autonomous Winter Testing
Results from the testing demonstrate that in approximately 90% of runs through the snowy conditions under study, VMF should operate successfully, or pause and resume travel within acceptable shipper delivery windows.

Photo: Embark Trucks
Embark Trucks, Inc., a developer of autonomous technology for the trucking industry, announced the successful completion of on-road testing in snowy conditions in Montana. The testing, which Embark announced earlier this year, was conducted to demonstrate the performance and safety of Embark’s patent-pending Vision Map Fusion (VMF) technology in geographies that experience severe winter weather.
Results from the testing demonstrate that in approximately 90% of runs through the snowy conditions under study – which could result in delays for HD map-based autonomous driving systems – VMF should operate successfully, or pause and resume travel within acceptable shipper delivery windows.
Beginning in February, the company’s testing in Montana utilized Embark-powered trucks traveling on a 60-mile round trip route on public roads between Clinton and Missoula, Montana, in varying winter weather situations.
In addition to on-road testing, Embark developed a comprehensive weather model using over 8 billion historical weather data points – dating back over 10 years on all major US routes – to analyze the impact of snow at a lane level across the U.S.
The testing and weather analysis show significant technical and commercial promise: Embark’s testing and performance review indicated that VMF worked within tolerance thresholds for safe operation in snowfall rates up to one-sixth inches per hour and with snow accumulation of 1 inch on the road over three hours, conditions that cover the vast majority of snowy weather based on Embark’s analysis.
The favorable test results, according to Embark, represent a milestone in the development of autonomous trucking technology, as well as a major achievement for Embark made possible with VMF. Embark plans to continue to study the impact of snowy conditions on other elements of the Embark Driver.

Photo: Embark Trucks
Combining these performance results with historical weather patterns and typical shipper delivery timelines, Embark was able to estimate expected delivery performance. On northern lanes – those starting or ending outside of the Sunbelt – historical data shows that roughly one in five runs will experience some snowy conditions, according to the company.
Embark estimates its VMF system will operate within acceptable shipper delivery windows approximately 90% of the time on such runs. Embark will look to refine these initial findings in time through additional modeling and partner insights in order to account for associated considerations such as ice formation, sleet and heavy winds.
Embark's proprietary, patent-pending VMF technology has enabled this progress by moving beyond lidar-centric mapping and localization solutions. By relying heavily on the camera-based sensing modality in snowy conditions, while also understanding and accounting for the degraded states of lidar returns and map conditions, VMF is capable of filling in the gaps and mitigating the uncertainty created by accumulating snow on the roadway, unlocking critical shipping lanes and increasing uptime beyond the Sunbelt where inclement weather can hamper operations.
Embark plans to expand its class-leading autonomous driving capabilities and continue its northward national expansion following its anticipated Phase I Sunbelt rollout in 2024. Throughout this testing process, the company worked with a number of partners to better understand the impacts of inclement weather on truck uptime and dispatching, gaining a deep appreciation for the difficult driving conditions that truck drivers must navigate on a regular basis during US winters.
“When we set out to develop our autonomous truck solutions, we planned to create a system that is capable of operating safely across America in all kinds of road conditions, broadening our scope to serve parts of the country that may be limited by snow or inclement weather,” said Alex Rodrigues, CEO of Embark. “While we continue to focus on our existing commercialization timeline, the validation of our VMF technology for use in northern states and regions that regularly experience seasonal snowy weather will prepare us for long-term deployments and growth, and help us provide the most flexible solution possible for our carrier partners.”
More Vehicle Research

TCI Now Sells & Supports Battle Motors’ Vocational Trucks
Midwest truck dealer Truck Centers, Inc. (TCI) has expanded its transportation solutions with sales and service support for Battle Motors’ heavy-duty vocational trucks at locations in locations in Indiana, Illinois, and Missouri
Read More →
Ram 1500 Fleet Guide Specs, Capability and 2027 Model-Year Updates
Explore always up-to-date Ram 1500 fleet specs, engines, towing and payload capability, configurations, technology, pricing updates, and model-year changes.
Read More →
Peterbilt Trucks Equipped with Paccar TX-18 Pro Boost Efficiency for Maryland Fleet
Patuxent Companies is replacing aging trucks with the Peterbilt Model 567 and Model 589, specified with the Paccar TX-18 Pro 18-speed automated transmissions, and is reporting an 8% to 10% improvement in fuel economy.
Read More →
Stellar Expands into Fire Apparatus Market with Acquisition of Midwest Fire
Stellar Industries has acquired Midwest Fire, a custom fire apparatus manufacturer headquartered in Luverne, Minnesota, with nearly four decades of specialized apparatus experience.
Read More →
Recalls You Need to Know About in August 2026
If you have Altec, Chrysler, Ford, Heil, General Motors, International, Mack Trucks, Paccar, Rivian, Royal Truck, Toyota, US Truck Body, or Volvo Trucks vehicles in your fleet, you should check these important recalls issued by the National Highway Safety Administration.
Read More →
130 Years of Trucks: Mercedes-Benz Trucks Kicks Off the Deutschlandfahrt 2026
As part of the “130 Years of Trucks” anniversary year, Mercedes-Benz Trucks is participating in the Deutschlandfahrt 2026 with selected historic vehicles, including the original Daimler Motor Truck from 1899.
Read More →
DTNA Opens Ordering for Detroit Gen 6 Engines
Customers can begin specifying Detroit Gen 6 DD13 and DD15 engines in Freightliner and Western Star trucks beginning Sept. 1.
Read More →
2027 Ram ProMaster City Van Starting Price Under $40K
The 2027 ProMaster City arrives in the first quarter of 2027 with a starting price, including destination charges, under $40,000, which Ram Professional said is the lowest MSRP in the commercial van segment.
Read More →
CAS Automotive Launches Damaged Equipment, an On-Demand Remarketing Service for Insurers, Equipment Dealers & Fleet Operators
CAS Automotive has launched Damaged Equipment, an on-demand remarketing service created to help businesses, insurers, dealers, and fleet operators sell damaged, surplus, aging, and end-of-life commercial equipment.
Read More →
Mack Trucks Named Official Partner of Professional Bull Riders
Two Mack Pioneer models will haul steel arena infrastructure across PBR Teams League and premier Unleash The Beast seasons. This marks Mack Trucks’ first partnership with a Western sport.
Read More →
