Build & Optimize GPU Infrastructure for AI Training
Our Services
Distributed Training Optimization
Multi-node training running slow? We diagnose and fix network bottlenecks, tune NCCL, configure RDMA, and optimize collective communications.
- NCCL tuning & debugging
- RDMA/RoCE configuration
- InfiniBand optimization
- GPUDirect RDMA setup
- Network topology analysis
GPU Cluster Architecture
Building a new GPU cluster? We design and implement end-to-end infrastructure for AI workloads—on-prem, colo, or cloud.
- Hardware selection guidance
- Network fabric design
- Storage architecture
- Orchestration setup (K8s/Slurm)
- Monitoring & observability
GPU Sharing & Multi-tenancy
GPUs sitting idle while teams wait? We implement proper sharing with isolation—MIG, time-slicing, quotas—so you get 70%+ utilization.
- MIG partitioning
- Time-slicing configuration
- Kubernetes GPU operators
- Quota management
- Fair scheduling
GPU Observability & Reliability
Jobs failing at 2am with no visibility? We build monitoring that catches GPU failures before jobs crash and systems that recover automatically.
- DCGM metrics setup
- GPU health monitoring
- Alerting & dashboards
- Fault detection
- Automated recovery
Self-Service GPU Platform
ML teams waiting days for infrastructure tickets? We build self-service platforms with guardrails so teams can provision GPU environments themselves.
- Self-service portals
- Resource quotas & limits
- Environment templates
- Access control
- Cost allocation
GPU Cloud Platform
Building GPU-as-a-service for customers? We help startups and colo providers build the platform layer—scheduling, isolation, monitoring, billing.
- Multi-tenant architecture
- Billing integration
- Customer isolation
- API design
- Usage metering
How We Work
We're hands-on engineers, not slide-deck consultants. Here's our process.
Assess
We look at your actual metrics, configs, and problems. No assumptions.
Diagnose
We find the real bottlenecks—often it's the network, not the GPUs.
Implement
We write code, change configs, tune systems. You see results, not decks.
Transfer
We document everything so your team can operate it independently.
Technologies We Work With
GPUs
Networking
Orchestration
Training Frameworks
Ready to Optimize Your GPU Infrastructure?
Let's discuss your challenges. No sales pitch—just a conversation about what you're trying to do and whether we can help.
Schedule a Call