AI & HPC Consulting
AI & HPC systems,
engineered to scale.
Voxel LLC is an independent consultancy building the infrastructure behind modern AI — GPU clusters, SLURM scheduling, and high-performance inference systems that hold up under real load.
Built on proven infrastructure
What we do
Deep expertise across the AI compute stack.
From bare-metal GPU clusters to the dashboards your team lives in, we cover the full path from hardware to serving.
AI Infrastructure
Design and deploy GPU clusters, model fine-tuning, and model-serving platforms built to scale from prototype to production.
- GPU cluster architecture
- Model fine-tuning
- vLLM / inference serving
HPC & Scheduling
Stand up and tune SLURM-based high-performance computing environments with the observability and reliability research teams depend on.
- SLURM deployment & tuning
- Job scheduling strategy
- Cluster observability
Performance & Scale
Squeeze every cycle out of your hardware. We profile, benchmark, and re-architect systems for low latency and high throughput.
- Latency optimization
- Throughput at scale
- High-availability gateways
Platform Engineering
From CI/CD to internal tooling and dashboards, we build the developer-facing layer that makes complex infrastructure usable.
- Internal tooling
- Monitoring dashboards
- Automation & IaC
Selected work
Tools we build & maintain.
How we work
A focused process, no wasted cycles.
Discover
We start with your workloads, constraints, and goals — mapping the real bottlenecks before writing a line of code.
Architect
A pragmatic plan for compute, scheduling, and serving — designed around your hardware budget and reliability targets.
Build
Hands-on implementation with the tooling, observability, and automation your team needs to operate it confidently.
Scale
We tune for throughput and cost, then hand off clean, documented systems — or stay on to help you grow.
Let's build something that scales.
Whether you're standing up your first GPU cluster or scaling inference to thousands of requests per second — let's talk.