Krones Improves Beverage Production Simulation through Digital Twins with Integrated AI Agents

• Krones cuts simulation times using artificial intelligence (AI) and OpenUSD from 3 - 4 hours to under 5 minutes
• Physically accurate digital twins developed on NVIDIA Omniverse libraries with AI agents enable real-time optimization and faster innovation cycles
• Close collaboration with Ansys, part of Synopsys, CADFEM, Microsoft, NVIDIA, and SoftServe sets a new standard for digital transformation in manufacturing

Krones, with its technology ecosystem partners, optimizes production operations through the use of Digital Twins, NVIDIA Omniverse libraries, and OpenUSD. This new generation of digital twins integrates AI agents that combine physically accurate real-time simulations with artificial intelligence capable of reasoning and decision-making.

These Agentic Digital Twins are no longer just virtual replicas of Krones’ filling or packaging machines - they are advancing industrial processes. By continuously simulating and optimizing themselves, they transfer the insights gained in the digital world directly to real machines.

“With the Agentic Digital Twins, we are demonstrating that digitalization and AI are not just visions for the future but deliver tangible efficiency gains and sustainable benefits today,” says Markus Tischer, Member of the Executive Board. “Together with our partners, we are setting new benchmarks for the beverage industry.”

Digital Twins and AI Agents Cut Simulation Times from Four Hours to Five Minutes

Within just two months, Krones has fundamentally transformed its machine and plant simulations, taking beverage production efficiency to a new level. Previously, individual simulation runs took three to four hours - too slow for real-time optimization in a dynamic production environment. The inability to quickly test multiple scenarios led to delays in decision-making, higher resource consumption, and limited agility. Now, based on the high-precision physics simulations developed with CADFEM to model liquid behavior during the filling processand the integration of Omniverse libraries into Ansys Fluent running on Microsoft Foundry Krones can design and interact with physically accurate virtual replicas of bottling facilities in real time - accelerating decision making and optimization.

To remain competitive in Industry 4.0, Krones needed faster, scalable, and more intelligent simulations.

Together with Ansys, part of Synopsys, CADFEM, Microsoft, NVIDIA, and SoftServe, Krones developed a physically accurate digital twin application capable of completing these simulations in less than five minutes. Its integrated AI agents test multiple scenarios in a virtual model, automatically optimizing workflows. In an iterative optimization loop, the AI analyzes results, adjusts parameters, and runs new simulations - testing variables such as speed, temperature, or control logic in real time.

Through this process, the digital twin application learns autonomously which configurations yield optimal results. The best solutions are then transferred directly to the physical machines, enabling real-time comparisons, instant implementation of optimizations, and smarter resource utilization.

The computationally intensive simulations run in the cloud on Microsoft Azure using NVIDIA accelerated computing, which dramatically increases processing speed through scalable infrastructure.

Industry Impact: Digitally Mirroring Beverage Production and Optimizing It through AI Decisions

This marks a breakthrough for the entire manufacturing sector. Digital twins with agent-based AI unite simulation, automation, and artificial intelligence to create virtual models of machines and processes that continuously improve themselves.

Until now, digital twins have worked in close collaboration with human expertise and judgment, relying on operators to guide decisions and interpret results. The new generation, however, leverages autonomous reasoning, decision-making, and action capabilities to respond to real-time data and trigger workflows automatically.

This paves the way for self-optimizing automation systems - no longer mere digital reflections of the physical world, but systems that independently generate and apply improvements.

For Krones’ beverage-industry customers, the benefits are especially significant. Fluid processing demands precise coordination of constantly changing physical processes - from filling speed to bottle design to fluid dynamics. Parameters such as pressure, flow, and turbulence must be monitored, predicted, and optimized in real time to avoid waste or disruptions downstream.

Digital twins with AI agents can replicate this physical reality down to the last drop - and make autonomous decisions to keep production running optimally. Together with its technology ecosystem partners, Krones is redefining how machines behave, learn, and are simulated. By combining AI and cloud computing, Krones continuously optimizes fluid processing, enabling customers to produce more efficiently, sustainably, and productively.

Strong Technology Ecosystem

• Ansys, part of Synopsys: High-precision fluid dynamics simulation
• CADFEM: Application expertise for complex simulations
• Microsoft Azure: Scalable, secure cloud infrastructure
• NVIDIA: Open libraries, frameworks, and GPU-accelerated simulation
• SoftServe: Integration of data, logic, and AI as the “brain” of the digital twin

Results: From Hours to Minutes

• Simulation cycles reduced from 3–4 hours to under 5 minutes
• Real-time optimization and scenario comparison
• More efficient use of resources and less waste
• Foundation for future digital twin extensions

Additional Quotes

Thomas Albrecht, Head of Simulation, Krones:
“Our solution integrates AI-based high-end fluid simulation into the digital twin of the filling machine, unlocking completely new possibilities for prediction, optimization, and visualization.”

Dr. John Baker, Cloud Business Development Manager EMEA, Ansys, part of Synopsys:
“Our physics-based models bring the liquid process to life - digitally and with unmatched accuracy.”

Matthias Voß, Business Development, CADFEM:
“Working together as a team and bringing all these technologies into play has been a real highlight for us. Our simulation expertise, precision and passion for digital engineering have made a significant contribution, enabling smarter and more sustainable decisions.”

Gabriele Eder, General Manager Manufacturing, Microsoft Germany:
“With our trusted Microsoft Azure, Krones accelerates and scales its innovations through AI-powered tools and technologies. Together, we’re creating the solutions of today and the breakthroughs of tomorrow.”

Naomi Betz, Senior Account Manager – Manufacturing & Industry (DACH), NVIDIA:
“With real-time digital twins powered by OpenUSD, NVIDIA Omniverse libraries, and accelerated computing, Krones is pioneering a new era of precision engineering.”

Alexander Wechsel, Enterprise Account Executive, SoftServe:
“We turn raw data into a living, thinking twin that empowers operators and decision-makers to make effective decisions thanks to innovation.”

About Krones

The technology company Krones, headquartered in Neutraubling, Germany, is a leading international developer and manufacturer of state-of-the-art machines and complete lines for the areas of process, filling, and packaging technology. Additional products and services from Krones' subsidiaries, such as those relating to digitalization, intralogistics and recycling, complement the product portfolio. Krones employs more than 20,000 people worldwide. Sales in 2024 amounted to EUR 5.3 billion. In addition to the listed Krones AG, the Krones Group includes more than 100 subsidiaries and locations worldwide.