Suite
From Research to Revenue-Generating Inference. Without the Friction.
SwarmOne manages the full journey from model training to production inference. The Multi-Tenant Intelligent Serving engine, SLO engine, and heterogeneous silicon orchestration make production AI faster, cheaper, and more reliable.
“SwarmOne boosted personnel efficiency by about 90%, significantly reduced training costs, and enhanced delivery, making us far more competitive in our market.”
Lifecycle
Inference-First Architecture
Inference is Where 80% of Spend Lives
SwarmOne is architected around the reality of modern AI inference: inference is where your users feel every millisecond of latency, and where your competitive advantage is won or lost.
One Suite, Full Visibility
Track every model from dataset to production endpoint. Monitor inference costs in real time. Audit which model version is serving which traffic, at what latency, at what cost per 1M tokens.
Optimization
Real-Time Optimization Features
Inference-Optimized Runtime
A purpose-built intelligent runtime that outperforms any open-source alternative on every dimension that matters to your business.
SLO-Aware Inference
Define your production SLOs before you deploy. SwarmOne enforces them from the first request.
Unified Observability
Single dashboard covering training metrics, evaluation results, inference latency distributions, cost per 1M tokens, and perfect SLO compliance.
Real-Time Adaptation
Continuous monitoring and automatic adjustment of compute configurations during job execution.
Framework Support
Full support for PyTorch, HuggingFace, TensorFlow, and all major frameworks. Automatic checkpointing, multi-GPU orchestration.
Intelligent Runtime
SwarmOne optimizes your workloads throughout execution, not just at launch. Automatic checkpoint management protects your training progress.
Deploy SwarmOne Today
Schedule a demo and see how SwarmOne can transform your AI infrastructure.