One control plane to deploy, route, and optimize model inference across edge, on-prem, and multi-cloud — powered by reinforcement learning that adapts in real-time.
SpinDynamics weaves together your entire inference infrastructure into a single, observable, RL-optimized mesh.
A reinforcement learning engine that continuously learns optimal placement — balancing latency, cost, and compliance constraints across every request.
Sub-50ms inference at 200+ edge PoPs worldwide. Models are compiled and cached at the edge — no cold starts, no round-trips to origin.
Air-gapped deployments for regulated industries. Full platform capability on your hardware, with dedicated Field Deployment Engineers for white-glove setup.
Scale from zero to millions of inferences per second. Our dynamic provisioning engine spins up capacity before demand spikes — not after.
Automatic data residency enforcement across jurisdictions. Compliance policies baked into the routing layer, not bolted on.
Full inference telemetry, cost attribution, model drift detection, and latency tracing. See exactly where every token goes and what it costs.
SpinDynamics sits between your application and your infrastructure. The RL engine handles the rest.
Point SpinDynamics at your cloud accounts, edge nodes, and on-prem clusters. One YAML config. Full fleet visibility in under 5 minutes.
Push any model — PyTorch, JAX, ONNX, GGUF — through our registry. SpinDynamics compiles, quantizes, and distributes across your mesh automatically.
Our routing engine observes every inference request and continuously learns. Latency drops. Costs fall. Compliance stays airtight. You ship product.
Everything your platform team needs to operationalize inference across the org — without the overhead.
Dedicated FDEs embedded with your infrastructure team. On-site or remote. They architect, deploy, and tune your SpinDynamics mesh — so your team stays focused on product.
WHITE-GLOVEFull platform capability with zero external dependencies. Runs on your hardware, your network, your terms. Designed for defense, healthcare, and financial services.
AIR-GAPPEDFive-nines availability backed by multi-region failover and active-active redundancy. Incident response in under 15 minutes. We don't page you — we fix it.
24/7 SUPPORTFirst-class support for every major cloud, ML framework, and orchestration layer. No vendor lock-in. Ever.
We consolidated three inference platforms into SpinDynamics and cut our serving costs by 62%. The RL routing engine is genuinely unnerving — it finds optimizations our team didn't know existed.
Talk to our team. Deploy your first model in under 5 minutes.