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Solutions by workload & sectorDifferent industries, the same physics
Whether you are pre-training a frontier model, serving millions of enterprise inference requests, or standing up national AI capacity, the constraints are power, fabric and data governance. Velyrix designs around all three.
Foundation model labs
Thousand-GPU dedicated or customer-owned pods with non-blocking fabric and the operational discipline to keep a three-month pre-training run alive.
- 512–4,096 GPU clusters, rented or BYOG
- Contracted MFU and goodput targets
- Fast node replacement to protect run continuity
- Capacity ladders for staged scale-up
Enterprise AI platforms
Dedicated GPU capacity behind the corporate firewall for the models your own teams run, with SSO, per-team quotas and chargeback.
- Single-tenant servers with an availability SLA
- Per-team quotas and cost attribution
- Immutable audit logging of console, API and physical access
- Private links to your corporate network
- Customer-managed encryption keys
Sovereign & public sector
National and regional AI capacity with in-country data residency, local operating staff and contractual guarantees on jurisdiction and access.
- In-country hosting and data residency
- Vetted local operations personnel
- Air-gapped enclaves for classified work
- Build-operate-transfer arrangements
- Export-compliant supply and screening
Healthcare & life sciences
Compute for medical imaging, genomics, protein structure and clinical documentation, with the isolation and audit trail regulated data demands.
- Isolated tenancy with customer-held keys
- Support for HIPAA-aligned controls and BAAs
- De-identification pipelines
- Cryo-EM and genomics batch pipelines
- Validated environments for regulated workflows
Financial services
Low-latency inference, risk simulation and document intelligence, deployed where market data and client records are permitted to live.
- Dedicated capacity inside your network zone
- Immutable audit logging of console, API and physical access
- Monte Carlo and risk batch compute
- Colocation near market data centres
- Model and change governance support
Media, gaming & simulation
Render farms, video pipelines, generative media and digital twins on L40S, RTX PRO 6000 Blackwell and Blackwell-class GPUs.
- Burst render capacity
- High-throughput video transcode
- Diffusion and video-model serving
- Omniverse and digital twin workloads
- Studio-grade content security practices
Autonomous systems & robotics
Petabyte-scale sensor ingest, multi-modal training and large-scale simulation for vehicles, drones and industrial robotics.
- Multi-modal training clusters
- Simulation and replay farms
- Edge-to-core data pipelines
Research & higher education
Shared institutional clusters with fair-share scheduling, grant-friendly commercial terms and training for research computing teams.
- Slurm with fair-share and QoS policy
- Per-department accounting and reporting
- Grant-aligned term structures
- Sponsored onboarding and training
- Research data management support
Three patterns that cover most programmes
Own the training pod, rent the serving fleet
A customer-owned InfiniBand pod for periodic training and fine-tuning, hosted under BYOG, plus a smaller always-on fleet of dedicated servers for inference on the same private network. The most common enterprise pattern.
Own the hardware, rent the building
Capex-funded GPU systems deployed into Velyrix colocation, built and commissioned by Velyrix, then operated under a managed service. Preferred where depreciation and asset ownership matter to the balance sheet.
Sovereign enclave with an evaluation fleet
An in-country air-gapped or isolated enclave for regulated data, with dedicated servers in another Velyrix market for non-sensitive experimentation and evaluation workloads.
Own the GPUs. Let us run them.
Buy your NVIDIA servers from any OEM or distributor you like, ship them to a Velyrix hall, and we handle the rest — deployment, fabric, cooling, monitoring and support. Or rent ours. Either way, you get a plan in one business day.
Frequently asked questions
Do you work with early-stage AI companies as well as large enterprises?
Yes. Engagements start at a single dedicated server or a few customer-owned nodes and scale to multi-thousand-GPU clusters. Startups typically begin with one or two dedicated servers on a monthly term and move to longer terms or their own hardware once training cadence is predictable.
Can Velyrix support sovereign AI requirements?
Yes. Options include in-country hosting with contractual data-residency guarantees, locally vetted operations staff, air-gapped enclaves, customer-held encryption keys and build-operate-transfer arrangements where the facility ultimately passes to the national operator.
How do you handle regulated data such as health or financial records?
Through single-tenant hardware, customer-managed encryption keys, network isolation, immutable audit logging and contractual controls appropriate to the regime - including business associate agreements where HIPAA-aligned controls are in scope. Velyrix supports your compliance programme; the applicable certification scope is confirmed per facility in contract.