Suite
Anthropic-Grade Optimization. On Your Infrastructure. On Any Chip.
The intelligent serving engine that goes beyond NVIDIA Dynamo. KV-aware request routing, prefix-aware scheduling, per-request SLO enforcement, and automatic workload profiling with AgenticSwarmBench.
“SwarmOne boosted personnel efficiency by about 90%, significantly reduced training costs, and enhanced delivery, making us far more competitive in our market.”
Multi-Tenant
Multi-Tenant by Design
Multi-Tenant by Design
Even inside one rack, you've got multiple models, multiple customers, wildly different SLOs. SwarmOne profiles every workload with AgenticSwarmBench and tunes scheduling per request - KV-aware, prefix-aware, SLO-driven.
Isolation Without Waste
Every team gets their SLO enforced independently. Production traffic won't be affected by batch jobs. No overprovisioning required - the engine packs workloads intelligently.
Architecture
Workload Aware Routing
KV-Aware Request Routing
The engine understands KV cache state across your entire heterogeneous fleet. Cache-heavy requests route to high-memory GPUs automatically. No manual tuning, no wasted HBM.
Prefix-Aware Scheduling
Repeated context prefixes are detected and reused across requests. Cold-to-warm TTFT speedup of 3.5x on real agentic workloads, measured by AgenticSwarmBench.
Capabilities
Far Beyond Dynamo. Enter: A Standard Agentic Inference Suite
Dynamic Prefill/Decode Disaggregation
Prefill is compute-heavy. Decode is memory-bandwidth-heavy. The engine separates them at runtime, routing each phase to the GPU type and Silicon. TTFT drops. P99 stabilizes.
Per-Request Serving Optimization
Every request is analyzed and routed independently. The engine selects the optimal GPU, disaggregation strategy, and SLO enforcement parameters for each request in real time.
Automatic Workload Profiling
AgenticSwarmBench records your real coding sessions and agentic workloads, then replays them to profile TTFT, decode speed, prefill throughput, and cache effectiveness. Optimization is continuous and real, not one-time.
Multi-Cluster Multi-Cloud Intelligence
Coordinates across data centers, cloud regions, and edge locations as a single logical inference fabric. Understands network topology, data locality, and latency constraints.
Beyond NVIDIA Dynamo
Dynamo is NVIDIA-only with NIXL-based KV transfer. SwarmOne does KV-aware routing, prefix-aware scheduling, and per-request optimization across any silicon: NVIDIA, AMD, Intel, Groq, Cerebras, Qualcomm, Tenstorrent.
Continuous Learning
Every request teaches the engine. Over time it builds a model of your true specific workloads and improves routing, caching, and disaggregation decisions automatically.
See the optimization difference on your workloads
Schedule a demo and see how SwarmOne can transform your AI infrastructure.