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 Insights

Volvo Unveils New VNX Vocational Truck & Off-Road Capable Tractor
Volvo Trucks has launched the VNX, a new vocational truck designed for on- and off-road use, and available in three variants. It is powered by the D13 platform, which delivers up to 540 horsepower and 1,950 pound-feet of torque and is EPA 2027 compliant.
Read More →
Truckers’ Strike Rumors, Electric Fleet Lessons, and GM’s New Duramax Lead This Week’s News
Truckers’ strike rumors, Republic Services’ electric fleet lessons, GM’s new 8.3L Duramax, van upfitting, Ford Pro used trucks, and more headline this week’s Truck Chat Cheat Sheet.
Read More →
Morgan Olson Launches North America’s Longest Working Step Van Challenge
Morgan Olson has launched North America’s Longest Working Step Van Challenge, a new customer campaign to find the longest-working qualifying Morgan Olson or Grumman step van actively delivering packages for an independent service provider contracted by FedEx.
Read More →
Ford Transit Fleet Guide Specs Capability and 2027 Model-Year Updates
Explore 2027 Ford Transit fleet specs, engines, payload and towing capability, cargo configurations, work features, technology, and model-year updates.
Read More →
Mack Defense to Spotlight Common Tactical Truck Line Haul Hybrid Tractor During AUSA 2026
Mack Defense was awarded a contract to design, build, and deliver prototype vehicles for the U.S. Army’s Common Tactical Truck (CTT) program. It will show off its line-haul hybrid tractor prototype, based on the Mack Granite, at the 2026 United States Army (AUSA) Annual Meeting and Exposition.
Read More →
Advance Produces 20,000th Front-Discharge Mixer
Advance celebrated the production of its 20,000th front-discharge mixer, a Commander Series FD4000 mixer. Jack Willard first developed the original Rite-Way Truck in 1964, and then Advance was established in 1972.
Read More →
GM Launches Clean Sheet Duramax 8.3L Turbo-Diesel V8 for 2027 HD Pickups
General Motors previewed key updates for its 2027 HD pickup lineup, which will now include a new Duramax 8.3L Turbo-Diesel, electric power steering, and electronic brake boost.
Read More →
GMC Sierra 1500 Fleet Guide Specs Capability and 2027 Model-Year Updates
The next-generation 2027 GMC Sierra 1500 brings new V-8 engines, more standard safety technology, updated trailering tools, and a work-focused Pro trim. Here’s what fleets need to know.
Read More →
Mack Defense Achieves Cybersecurity Maturity Model Certification Level 2
After an assessment conducted by an authorized Certified Third-Party Assessment Organization (C3PAO), Mack Defense has achieved Cybersecurity Maturity Model Certification (CMMC) Level 2.
Read More →
GM Unveils New Sixth-Generation Small Block Engines for 2027 Light-Duty Pickups
General Motors unveiled two new small-block engines, backed by extensive real-world validation and more than 70 years of small-block V8 manufacturing experience, as part of the engine portfolio for the 2027 Chevrolet Silverado 1500 and GMC Sierra 1500.
Read More →

