Products
SwarmDisaggregator.
Separates inference into prefill, decode, and speculation phases and routes each to the chip architecture best suited for it. Dynamic, SLO-driven, real-time.
“SwarmOne boosted personnel efficiency by about 90%, significantly reduced training costs, and enhanced delivery, making us far more competitive in our market.”
The Insight
Inference Is Three Workloads, Not One
Three Phases, Three Hardware Profiles
Inference isn't one workload - it's three. Running all on the same GPU is suboptimal. Prefill is compute-heavy (processes the input). Decode is memory-bandwidth-heavy (generates the output). Speculation is different models entirely. Each phase has a distinct hardware profile that benefits from dedicated silicon.
Each Chip Gets a Role
In a disaggregated model, each chip needs to excel at only one dimension. SwarmDisaggregator splits prefill, decode, and speculation dynamically across chip architectures, so every chip does what its architecture does best.
Capabilities
What SwarmDisaggregator Does
Dynamic Disaggregation
Splits prefill and decode across different hardware in real-time, driven by simulation data from SwarmSimulator. Not a static configuration - adapts per request based on current conditions.
SLO-Driven Routing
The customer defines their target - low latency, high throughput, or cost-optimized - and disaggregation adjusts automatically. Different scenarios, different routing, same SLO guarantee.
Multi-Generation Support
H100 for prefill, B200 for decode. Old and new GPU generations work together - each doing what it does best. No rip-and-replace when the next generation ships.
Multi-Architecture
NVIDIA, AMD, Tenstorrent, LPU - SwarmDisaggregator routes across chip vendors, not just generations. Achieves tokens-per-second per user above 200 for agentic workloads.
Multi-Rack Disaggregation
Not limited to a single rack or a single server. SwarmDisaggregator coordinates prefill and decode across racks, clusters, and data center zones.
Simulation-Informed Routing
Powered by SwarmSimulator data. Every routing decision is informed by simulation of the workload on the target hardware - not guesswork, not static rules.
Outcomes
The Result
Unlock Mixed-Vendor Hardware
Your chip enters the pipeline through its strength and expands from there. Silicon that excels at specific inference phases gets a market position - even in mixed-vendor data centers.
Super High Tokens-Per-User
Move up the value chain by providing exceptionally high tokens-per-second per user for agentic workloads. Disaggregation enables performance levels that monolithic serving cannot reach.
See SwarmDisaggregator in Action
Schedule a demo and see how prefill/decode disaggregation unlocks new performance levels across your hardware fleet.