One API for text, vision, audio, and video. OneInfer helps teams ship multimodal products with sub-500ms latency, intelligent routing across providers, and custom kernel optimization built for production scale.
OneInfer studies each workload in real time and routes it to the model, provider, and runtime that best fits the moment, balancing speed, cost, and resilience without extra engineering on your side.
Short prompts fly through lean, low-latency models. Deep reasoning is elevated to frontier systems. When latency spikes, prices shift, or a provider stumbles, traffic is rebalanced automatically.
Blend language, vision, audio, and video into one coordinated flow. A single request can see, listen, reason, and respond without stitching together separate systems.
OneInfer turns slow, generic execution into workload-specific kernels. Our agents study the graph, forge Triton and CUDA candidates, and keep the fastest path for production.
Agents inspect tensor shapes, bottlenecks, and runtime traces before writing kernels tuned for your exact workload.
Multiple ops are fused into tighter kernels to reduce memory movement, cut overhead, and keep GPUs doing useful work.
@triton.jit
def fused_attention_kernel(
Q, K, V, sm_scale,
L, M, Out,
stride_qm, stride_kn,
BLOCK_M: tl.constexpr,
BLOCK_N: tl.constexpr
):
# search candidate tiling + fusion plan
# optimize memory reuse
tl.store(Out_ptr, acc, mask=curr_m < M)Everything OneInfer ships is designed to make AI systems easier to run in production: faster starts, cleaner abstractions, global reach, stronger security, and pricing you can actually reason about.
Scale all the way down without making users wait for infrastructure to wake up when the next request lands.
Move between frontier models, open models, and specialist endpoints through one consistent interface.
Ship faster with a TypeScript-first SDK that keeps integrations clear, predictable, and production-safe.
Run close to your users across regions so latency stays low even when traffic is global.
Built for serious workloads with enterprise controls, encrypted data paths, and compliance-ready foundations.
Clear, usage-based billing that helps teams understand unit economics before surprises show up on the invoice.
npm install oneinfer
Join the developers leading the shift to intelligent, high-performance inference.