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Home/Design services/AI training
Multi-node GPU clusters, built and handed over
Gang scheduling, checkpoint storage, InfiniBand or RoCE fabric, job scheduler, monitoring. Designed against your workload, not a reference architecture.
What you get
Designed for the workload you actually run
Not a reference cluster. Sized against your models, your checkpoint cadence and your power envelope.
Multi-node GPU topology
Placement mapped to physical racks and switches to minimise job-to-job bandwidth contention.
Gang scheduling
All nodes for a job start together or not at all. No partial allocations wasting GPU cycles.
Checkpoint storage
Fast parallel file system for checkpoint writes, sized to your checkpoint cadence.
InfiniBand or RoCE fabric
Low-latency, high-bandwidth interconnect matched to your scale and budget.
Deliverables
What lands at the end of the engagement
Working cluster
Commissioned, benchmarked and accepted against the design.
Runbooks
Day-one operations, common failures and the escalation path.
Evidence pack
Configuration, benchmark results and test outputs for your audit team.
Named team
The engineers who built it, reachable afterwards.
FAQ
Common questions
Do you supply the GPUs?
We specify and procure on your behalf, but the hardware is on your balance sheet. We are not in the GPU margin business.
Can you integrate with an existing storage system?
Yes. We design around what you have, or specify what you need, whichever is more cost-effective.
Next step
Scope your AI training cluster.
Fixed price, defined scope, handed over working.