Welcome to OneInfer

OneInfer is a full-stack AI infrastructure platform covering the entire model lifecycle — from inference to deployment, evaluation, fine-tuning, and hardware optimisation. One API key, one consistent interface, everything you need to build and scale AI applications.

Explore the Platform

Platform Highlights

Unified cloud gateway

One API key. One request format. 15+ providers, 100+ models.

Intelligent routing

Automatically balance load and optimise cost across your dedicated endpoint fleet.

Model deployments

Deploy any vLLM-compatible model to a dedicated endpoint with a custom Docker image.

Autoscaling

GPU orchestration across 10+ cloud providers scales to match your demand.

Evaluations & fine-tuning

Benchmark, fine-tune with Unsloth, and deploy — without leaving the platform.

Kernel optimisation

Auto-generate hardware-specific inference kernels to maximise throughput.

Streaming

All text generation endpoints support Server-Sent Events streaming out of the box.

Consistent response shape

Every endpoint returns the same api_details / data / error envelope.

Storage & instances

Persistent cloud storage volumes, attachable to any GPU instance via the API.

Contact & Support

Support — Available via the console.

Email hello@oneinfer.ai