On-prem + cloud, controlled burstMost popular

Baseline on your hardware, peaks in the cloud, the invoice under control

It is the architecture most of our clients choose: the baseline amortized on dedicated hardware, cloud elasticity for exceptional campaigns. No compromise on data sovereignty.

Request a technical audit View all farms

Use cases

Stable inference on-prem, occasional training campaigns in the cloud
Sensitive data on-prem, anonymized compute offloaded
Progressive migration from cloud to dedicated without a big bang
Business continuity: cloud failover in case of major incident

Reference architecture

Dedicated baseline: Bare metal GPU / HPC cluster sized on measured sustained load, not on peaks.
Cloud burst: Automated extension to AWS, GCP or Azure with budget caps and automatic shutdown.
Control plane: Unified orchestration (federated Kubernetes or Slurm + burst): a single entry point for your teams.
Data: Selective replication, end-to-end encryption and residency policies per data class.

What you receive

01
Hybrid cost model: amortized baseline + burst, compared to all-cloud and all-dedicated
02
Baseline deployed and automated burst with budget guardrails
03
Data placement policies by sensitivity
04
Runbook, training and full handover

FAQ

Why is the hybrid farm your most requested offer?: Because it removes the dilemma: you amortize stable load on hardware you own, and keep cloud elasticity for the exceptional. Most organizations have exactly that load profile.
How do you prevent cloud cost drift?: Hard budget caps, automatic resource shutdown at campaign end, real-time alerting and monthly consumption reviews. Burst is a tool, never a silent subscription.

Request a technical audit

Reference architecture

Dedicated baseline: Bare metal GPU / HPC cluster sized on measured sustained load, not on peaks.
Cloud burst: Automated extension to AWS, GCP or Azure with budget caps and automatic shutdown.
Control plane: Unified orchestration (federated Kubernetes or Slurm + burst): a single entry point for your teams.
Data: Selective replication, end-to-end encryption and residency policies per data class.

FAQ

Why is the hybrid farm your most requested offer?

Because it removes the dilemma: you amortize stable load on hardware you own, and keep cloud elasticity for the exceptional. Most organizations have exactly that load profile.

How do you prevent cloud cost drift?

Hard budget caps, automatic resource shutdown at campaign end, real-time alerting and monthly consumption reviews. Burst is a tool, never a silent subscription.