MUNICH & ZURICH — In a landmark achievement for industrial automation and smart manufacturing, software developer Embotech and luxury automaker BMW Group have successfully moved one million vehicles using advanced automated driving technology. The milestone, reached across four key manufacturing sites in the United Kingdom and Germany, highlights a monumental shift from localized pilot programs to full-scale, 24/7 commercial deployment in live factory environments.
Traditionally, as vehicles roll off assembly lines, human drivers must physically climb into each automobile to guide them through the final stages of production—navigating them from the end of the line to holding yards, testing areas, or transport trucks. This manual process, while a staple of automotive manufacturing for over a century, is fraught with inefficiencies, human error, and inherent safety risks. The collaborative deployment of Embotech’s Automated Vehicle Marshalling (AVM) system has fundamentally transformed this bottleneck, proving that fully autonomous industrial logistics can operate at massive, commercial scale.
Main Facts
The partnership between Embotech and BMW centers around the deployment of Automated Driving In-Plant, a vehicle- and OEM-agnostic system that connects directly to standard drive-by-wire capabilities.
- The Scale: One million vehicle movements completed without human drivers at the wheel.
- The Locations: Four prominent manufacturing plants—Dingolfing, Leipzig, and Regensburg in Germany, alongside the MINI Plant in Oxford, U.K.
- Operational Performance: The system currently manages approximately 3,500 vehicle movements daily with an uptime availability exceeding 99.5%.
- The Technology: Unlike traditional autonomous vehicles that rely heavily on onboard compute power and expensive localized sensors, Embotech’s AVM system utilizes infrastructure-based perception. Hesai LiDAR sensors are mounted directly into the factory environment, streaming data to offboard servers that calculate driving trajectories up to 10 times per second.
- Safety and Compliance: Embotech holds multiple TÜV-certified Safety Integrity Level (SIL) frameworks. Its dual-architecture system separates AI-driven perception and planning from a deterministic, independently certified safety boundary managed by TÜV SÜD.
Chronology of the Partnership
The journey from a speculative technological concept to a fleet-wide deployment network spans over a decade of engineering evolution and strategic scaling:
- 2013: Embotech is officially spun out of ETH Zurich, establishing itself as a pioneer in numerical optimization and safety-certified motion planning software.
- 2022: Following rigorous preliminary testing, Embotech and BMW launch their initial pilot program for Automated Driving In-Plant. The goal is to evaluate whether offboard-controlled autonomy can safely maneuver diverse vehicle models under real-world factory conditions.
- July 2024–2025: Following successful validation, the deployment expands rapidly across multiple European facilities. The operational framework matures significantly, moving from sporadic testing to continuous, around-the-clock shift integration.
- Late 2025: The partnership crosses its first major statistical milestone, completing 500,000 automated vehicle movements in 15 months.
- Current (2026): Leveraging accumulated operational data and software optimizations, the next 500,000 movements are executed in a mere seven months, culminating in the historic one-million-vehicle milestone and setting the stage for global expansion.
Supporting Data and Technological Architecture
The success of the Embotech-BMW collaboration relies on a meticulous balance between high-level artificial intelligence and uncompromising industrial safety protocols.
Infrastructure-Based Intelligence
A defining characteristic of Embotech’s AVM solution is its offboard architecture. Traditional automated guided vehicles (AGVs) or autonomous mobile robots (AMRs) require expensive, specialized hardware installed directly onto each vehicle. Embotech flips this paradigm.
"Perception for AVM is in the infrastructure—vehicles don’t need self-driving capabilities or extra sensors," explains Eva Beck, Chief Commercial Officer at Embotech. "Hesai lidars are mounted in the production environment, so there are no hardware modifications. In the factory, we have a standardized software interface, offboard computers, and servers that optimize driving trajectories 10 times per second."
Uncompromising Safety and Reliability
In heavy industrial manufacturing, unexpected system downtime can cascade through a facility, halting production lines and costing millions of dollars. To prevent this, Embotech utilizes a bifurcated architecture:
- The AI Core: Handles dynamic perception, predictive modeling, and path planning, allowing vehicles to navigate complex, changing industrial landscapes alongside human workers and manually driven cars.
- The Deterministic Safety Layer: Independently certified by TÜV SÜD, this separate architecture strictly enforces safety boundaries, overriding the AI whenever necessary to guarantee absolute collision avoidance.
This robust framework allows the system to achieve an astonishing 99.5% availability rate while operating seamlessly through varied weather conditions, complex space constraints, and high-traffic factory zones.
Official Responses and Executive Insights
Leadership from both companies emphasized that reaching the one-million-vehicle mark is not merely a statistical victory, but a validation of a broader industrial transformation.

Andreas Kyrtatos, CEO of Embotech, highlighted the accelerating pace of the deployment:
"Automated vehicle movements only create value when intelligence, safety, and reliability come together. This milestone shows what is possible when proven technology is integrated into live production and operated reliably around the clock. What excites us over and above the 1 million milestone is the pace at which that experience is compounding. With BMW Group, we completed the first 500,000 automated vehicle movements in 15 months and the next 500,000 in just seven."
Raymond Wittmann, Member of the Board of Management of BMW AG responsible for Production, contextualized the milestone within the company’s broader digital manufacturing strategy:
"One million vehicles moved using automated driving technology and the deployment of this technology at four sites to date demonstrates the innovative strength and scaling capabilities of our production network. We recognized the potential of Automated Driving In-Plant early, tested it in a pilot phase, and systematically developed it to series maturity. We are now rolling out this technology worldwide. Automated Driving In-Plant is a prime example of how we are translating the vision of the BMW iFACTORY into industrial practice and driving efficiency, digitalization, and intelligent connectivity across our production."
Strategic Implications and Future Outlook
The implications of this milestone extend far beyond the factories of Munich, Oxford, Dingolfing, Leipzig, and Regensburg. As the automotive industry grapples with labor shortages, rising operational costs, and the imperative for sustainable manufacturing, the successful scaling of Level 4 autonomous logistics provides a viable blueprint for the future.
Exponential Compounding of Operational Experience
Because Embotech’s software continuously learns from real-world telemetry, every single vehicle movement refines the underlying algorithms. Edge cases encountered in Oxford inform trajectory planning in Regensburg, creating a global feedback loop that drastically shortens deployment times for new facilities.
Expanding Global Footprint
With the European deployment firmly established as a commercial benchmark, the partnership is preparing for its next major geographic leap. Embotech executives confirmed that the Automated Driving In-Plant system is scheduled for rollout next year at BMW’s massive manufacturing facility in Spartanburg, South Carolina. This North American deployment will further test the technology’s adaptability across different regulatory, logistical, and architectural environments. Furthermore, Spartanburg is already known as a testing ground for advanced technologies, including humanoid robotics developed by Figure AI, positioning the facility as an epicenter for next-generation manufacturing automation.
Beyond the Automotive Sector
While automotive OEMs represent the primary early adopters of industrial marshalling technology, Embotech’s platform is inherently cross-sector. Built upon a shared modular foundation, the company’s technology portfolio includes both Automated Vehicle Marshalling (AVM) and the Autonomous Tractor Solution (ATS). These certified systems are increasingly being eyed by operators in vehicle distribution centers, commercial ports, and massive logistics yards where the safe, autonomous movement of heavy machinery and finished goods can unlock unprecedented productivity gains.
As Embotech continues to forge strategic alliances—such as its partnership with HTEC established earlier this year—the transition from isolated automation pilots to globally integrated smart supply chains is no longer a distant vision of the future. With one million autonomous vehicle movements safely in the rearview mirror, the era of lights-out factory logistics has officially arrived.
