AI models with high resource requirements
Training, fine-tuning and inference of large models that require massive parallelization.
Compute infrastructure · Arbon, Switzerland
BNE AG plans, builds and operates compute clusters for organizations whose AI models, simulations or cryptography workloads push traditional IT to its limits – at our Swiss site, fully managed, with stable energy prices.
Who it’s for
BNE AG is the right choice for teams whose compute load is strategically relevant and operationally demanding: businesses, research groups, AI teams, engineering departments and security-critical organizations.
Training, fine-tuning and inference of large models that require massive parallelization.
Financial models, material simulations, optimization methods or risk analyses.
Compute-intensive encryption, verification or analysis processes.
Continuous high-load jobs with sensitive or confidential datasets.
Unpredictable cost development, unstable performance or no dedicated infrastructure.
Challenge
Compute-intensive workloads rarely fail because of individual components, but because of the combination of power, cooling, network, procurement and operations.
The infrastructure cannot handle peak loads or behaves unpredictably as model sizes grow.
Power, cooling or space are not prepared – growth turns into an infrastructure project with delays.
High-parallelization workloads quickly become uneconomical or hard to plan with hyperscalers.
Monitoring, response and incident handling are spread out – no one is accountable for stability as a whole.
In high-compute environments, locations, access and operational processes can often be documented only to a limited extent.
Methodology
BNE AG doesn’t just get extreme compute loads running – it brings them into stable continuous operation, on infrastructure that is physically prepared, technically well thought out and operationally secured.
Instead of “best effort”: a production environment with clear responsibilities.
Instead of improvisation: power and supply chain are designed for growth.
Instead of a black box: transparent insight into the site and its processes.
How we work
Load profiles are recorded and turned into a technical architecture, including a risk assessment.
Delivery, installation according to playbook, cabling. Every component (asset tags) and network path is recorded.
24/7 monitoring, tiered escalation scheme. Every change is documented.
Phased expansions without interruption. Performance optimization based on real monitoring data.
Infrastructure
A data center that is physically prepared, clearly structured and documented – visits by appointment.
Reception, production area and operational areas are clearly separated. Access rights are role-based and logged. Sensitive areas can only be entered when accompanied.
Racks, cable routes, power distribution and cooling paths follow a fixed layout. Service points and maintenance zones are marked.
The site has a prepared connection capacity (up to approx. 2.5 MW) as well as coordinated grid and feed-in points. This enables predictable growth.
Cameras monitor the relevant zones. Asset tags and a serial number register ensure clear assignment. Visits follow fixed rules.
Power & continuity
Supply secured long-term and coordinated with the grid operator. Load limits and reserves are documented.
Power from renewable sources. Origin and quality are verifiably documented.
Load profiles are recorded continuously to optimize cooling and grid load. Technical planning instead of financial speculation.
A stable energy cost structure. Currency, taxes and line items are managed consistently.
Growth & scaling
Connection capacity, network paths and cooling capacity are designed for growth.
Phased expansions according to the installation playbook. Existing systems keep running.
Framework agreements and serial number registration. Logistics follow a repeatable scheme.
Clear timelines for each expansion step. Transparent communication until stability is reached.
What customers say
“What was crucial for me was how clearly and understandably the complex topics were explained. The collaboration is professional, transparent and characterized by genuine interest.”
“We find the collaboration very pleasant and technically sound. The personal contact during ongoing operations is particularly valuable.”
FAQ
You have a dedicated technical contact who supports you from planning through to ongoing operations. If required, specialists from network, hardware or security are brought in.
First, we clarify workloads, security requirements and framework conditions. On this basis, a technical proposal is developed. Only once this foundation is in place are specific systems defined.
Capacity can be expanded in defined steps. Larger expansion steps follow a rollout plan without unnecessarily disrupting ongoing operations.
Yes. A site visit or a technical remote walkthrough is possible, so you get a clear picture of the setup and responsibilities.
Documented physically, technically and organizationally. Access is regulated, and central areas are under video surveillance.
Contact
When compute workloads become business-critical, accountability is required. Talk to us about your load profile.
We clarify workloads, security requirements and framework conditions – and tell you openly what makes sense.
Request a consultation