Inference and serving
Latency, throughput and cost per request: batching, quantization, caching and the right serving stack.
SHEBANG: Future Ready
AI infrastructure and inference
GPU platforms for both training and inference, built on an open stack without lock-in.
Getting a model to answer is easy. Getting it to answer fast, for many users, at a sensible cost and without data leaving the building is engineering. That's where we work, for both training and inference: from architecture and hardware choices to operations. We build on an open-source stack so you can switch model, hardware or vendor without starting over.
Inference engineer · AI infrastructure engineer · ML platform engineer · Training infrastructure · MLOps / LLMOps · AI solutions architect · GPU cluster · LLM serving · Kubernetes for AI · CUDA · ROCm
WHAT WE DO
FROM IDEA
TO PRODUCTION.
Training and SFT
Infrastructure for pre-training, SFT and other post-training: distributed jobs, checkpoints and efficient GPU use.
GPU platforms on Kubernetes
From one GPU server to clusters many teams share, on NVIDIA with CUDA or AMD with ROCm, with scheduling, quotas and monitoring.
Open stack, no lock-in
We focus on the open-source training and inference stack, so you own the platform and aren't tied to a vendor.
MLOps and LLMOps
Versioning, rollout, evaluation and observability for models in production.
AI solutions architecture
We choose between managed service, self-hosting and hybrid based on data, requirements and cost, independent of vendor.
Not sure where to start? Let's work it out together.
RIGHT FOR YOU WHEN
- Your AI costs grow faster than usage.
- Data can't leave your environment or the EU.
- You're buying GPU capacity and want to get it right.
TOOLS WE USE
CUDA · ROCm · Kubernetes · llm-d · vLLM · SGLang · NVIDIA Triton · Ray · PyTorch · DeepSpeed · Burn · Candle · Prometheus
LET'S START WITH A CONVERSATION
SHALL WE
TALK?
Tell us what you want to achieve and one of our specialists will get in touch. There's no commitment.
Ronnie Qvist
Head of Sales · SHEBANG
GOOD TO KNOW
COMMON
QUESTIONS.
MORE FROM FUTURE READY
Forward-deployed engineering
Senior engineers embedded in your team, taking AI from prototype to production.
Read moreAI security and red teaming
Pen testing, red teaming, monitoring and active defense, with AI built into your security operations.
Read moreModel training and AI research
We train and adapt models around your setup, data and requirements, including open-weight models you own.
Read more