Silicon to software. We design the cluster, tune the serving stack, build the AI apps, and run it all — so you get tokens, not tickets.
H100, H200, A100, L40S, 4090 — single GPUs to 64-GPU InfiniBand fabrics. Bare metal or virtualized, Slurm or Kubernetes, in our DCs or yours.
| GPU | Fabric | Hourly |
|---|---|---|
| H100 SXM 8× | IB 3.2Tbps | $2.49 |
| H200 NVL 8× | IB | $3.49 |
| A100 80GB | NVLink | $1.99 |
| L40S | PCIe | $1.19 |
| 4090 | PCIe | $0.69 |
vLLM / TensorRT-LLM with continuous batching, KV-cache tuning, FP8/AWQ quantization, speculative decoding, and semantic caching. OpenAI-compatible endpoints your devs already know.
FSDP / DeepSpeed / Megatron templates, NCCL-tuned fabrics, fault-tolerant checkpointing. SFT, LoRA, DPO for Llama / Mistral / Qwen with eval gates.
GPU-aware K8s: NVIDIA device plugin, MIG, time-slicing, Karpenter autoscaling, KubeFlow, Ray Operator, ArgoCD GitOps, Prometheus + DCGM + Langfuse observability.
We build the profitable workloads that justify the cluster: grounded copilots, agents with approvals, voice + vision pipelines — all optimized for your $/token.
GPU-streamed STT/TTS, diarization, visual inspection. Sub-second pipelines that saturate GPUs instead of idling them.
NVMe + S3 lakehouse + vector indexes. One ingest path feeds training, retrieval, and BI.
Drift detection, red-teaming, cost anomaly alerts, paging, monthly perf sprints. We run it or train you to.