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Case Study
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Cambrian Robotics

Bare metal GPU infrastructure powering an automated AI training platform from proof of concept to European expansion

AI infrastructure UK Customer since 2023
2023
Customer since
AI training
Workload
Bare metal GPU
Infrastructure

Cambrian Robotics is building an automated AI training platform for a growing customer base. Since 2023, RapidSwitch has provided the secure, scalable GPU infrastructure behind that platform, starting with a Proof of Concept environment and scaling in step as demand has grown.

Background

Meet Cambrian Robotics

Cambrian Robotics builds an AI training platform that lets customers provision and run their own workloads through a self-service web portal. What began as a search for affordable, high-performance GPU infrastructure quickly became a strategic partnership built on flexibility, collaboration, and a shared commitment to long-term growth.

Today, RapidSwitch continues to provide the foundation that enables Cambrian to innovate, scale, and prepare for international expansion.

The challenge

What they needed

As Cambrian developed its AI training platform, it needed infrastructure capable of supporting demanding GPU workloads while remaining commercially viable for a growing business. Public cloud GPU services offered the performance required, but the economics did not support Cambrian's long-term ambitions.

The business needed a UK-based partner that could provide high-performance bare metal GPU infrastructure, capacity to scale alongside customer demand, and commercial flexibility during the early stages of growth. Finding a provider prepared to support that journey was just as important as the technology itself.

The solution

How we built it

RapidSwitch worked closely with Cambrian from the outset, providing a Proof of Concept environment that let the team test, refine, and validate its AI training platform before making a larger infrastructure investment. That early flexibility significantly reduced the barriers to entry.

Rather than committing to expensive cloud GPU resources, Cambrian was able to develop its platform on dedicated GPU infrastructure that delivered the performance it needed at a commercially sustainable cost. As customer demand increased, RapidSwitch continued to support Cambrian's growth by responding quickly to requests for additional capacity and providing infrastructure capable of scaling alongside the business.

The Proof of Concept allowed us to test and develop our AI training platform before deploying it in a commercially viable way. That early flexibility made all the difference.
Cambrian Robotics
The outcome

Where they are today

With RapidSwitch providing the infrastructure foundation, Cambrian has been able to focus on building its AI platform rather than managing the underlying environment. Customers now provision and run their own AI training workloads through the Cambrian web portal, creating a highly automated experience that requires minimal operational intervention.

Cambrian's next phase includes expanding GPU capacity across Europe and establishing infrastructure in the United States to support international customers, alongside ongoing architectural reviews and resilience planning to keep the platform ready for increasingly demanding AI workloads.

We've grown our customer base on a stable, fully automated AI training platform that now requires very little day-to-day management.
Cambrian Robotics
Bare MetalGPU & AI24/7 UK Support

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