One platform for builders, operators and security teams
Self-hosted inference solves three problems at once: it unblocks developers, optimizes spend, and keeps sensitive data inside your walls.
Build AI features without the vendor ceiling
Give every team a single, consistent API to every model - running on endpoints you own. No rate caps you didn't choose, no surprise deprecations, no data shipped to a third party just to call a model.
- One SDK and one endpoint for LLMs, vision, audio, embeddings and custom models
- Local, low-latency inference close to your services
- Streaming responses, batch jobs and WebSocket workflows
- Bring your own fine-tunes in TorchScript, ONNX or Safetensors
In practice
A platform team exposes an internal /inference endpoint backed by NeuronCluster. Product squads ship copilots and search features against it without ever touching an external AI vendor.
Turn idle hardware into a shared inference fleet
Most GPU budgets bleed money on idle capacity and fragmented usage. NeuronCluster pools your compute behind gateways so every node stays busy, and replaces metered per-token pricing with predictable, owned infrastructure.
- Consolidate scattered GPUs into one managed fleet
- No per-token billing - costs are bounded by your hardware
- Fleet-wide utilization and telemetry from the hub
- Scale elastically by adding nodes as demand grows
In practice
An ML org with GPUs across three sites unifies them into subnets. Utilization climbs, duplicate cloud spend disappears, and capacity planning becomes a single dashboard.
Run inference where the data has to stay
When workloads touch regulated, classified or contractually-restricted data, the model has to come to the data - not the other way around. NeuronCluster keeps every prompt, input and output inside your perimeter, even fully air-gapped.
- Zero data egress - nothing leaves your network
- Air-gapped and on-prem deployment options
- Satisfy data-residency and sovereignty requirements
- Full audit trail and signed results for compliance
In practice
A healthcare provider processes clinical notes on-prem. PHI never leaves the hospital network, while clinicians still get modern LLM assistance - with every request logged for audit.
Bring inference in-house
See how NeuronCluster runs your models on your infrastructure - with the control, economics and compliance posture your organization needs.