1NFR
Built formultimodal AI agents

The Universal Realtime AI Cloud

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.

Llama 3.1
GPT-4o
Claude 3.5 Sonnet
Mistral Large 2
Flux.1
Stable Diffusion 3
Whisper v3
Gemma 2
Phi-3
DeepSeek-V2
Llama 3.1
GPT-4o
Claude 3.5 Sonnet
Mistral Large 2
Flux.1
Stable Diffusion 3
Whisper v3
Gemma 2
Phi-3
DeepSeek-V2
Achievements
Google for Startups, Spurs, and AWS Elevate

Incubated by Google accelerator program, Spurs and AWS elevate

NVIDIA Inception Program

Member of the NVIDIA Inception Program

Startup India

Startup India DPIIT recognition

Intelligent Orchestration

Every request takes thesharpest path.

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.

Real-Time Routing

Signal-Aware Routing

Live traffic shaping

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.

Latency-first pathfinding
Automatic failover in motion
Spend-aware model selection
User promptsmart-router
Llama 3.1 70B
184ms / fast path
GPT-4o
422ms / deep reasoning
Mistral Large
210ms / fast fallback
Unified Modal Flows

Modalities in Concert

One workflow, many signals

Blend language, vision, audio, and video into one coordinated flow. A single request can see, listen, reason, and respond without stitching together separate systems.

Vision
Understands scenes and images
Language
Reasons, writes, and transforms
Audio
Listens, transcribes, and speaks
Video
Tracks motion and context
Image Input
->
Reasoning Layer
->
Voice Reply
Kernel Forge

Your hottest path deservesits own engine.

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.

Optimization Loop

Performance, rewritten

Agent-guided compilation

Compiler Intelligence

Agents inspect tensor shapes, bottlenecks, and runtime traces before writing kernels tuned for your exact workload.

Fusion by Design

Multiple ops are fused into tighter kernels to reduce memory movement, cut overhead, and keep GPUs doing useful work.

Forge Sequence
01Trace hot paths in the model graph
02Generate Triton and CUDA candidates
03Benchmark, compare, and ship the winner
forge session
triton_kernel.py
@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)
Benchmark Wall
Search space
128 variants
Winning kernel
12 ms
Throughput lift
12x
Production Result
145 ms
Standard Path
12 ms
Forge Kernel
12x faster realtime AI
Platform Foundations

The operating layer forserious AI products.

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.

Why teams stay
Built for production traffic, not demo prompts
One platform across models, runtimes, and regions
Clear ops, clearer costs, fewer moving parts
01
Runtime readiness

Warm on Arrival

Scale all the way down without making users wait for infrastructure to wake up when the next request lands.

02
Unified API surface

Model Freedom

Move between frontier models, open models, and specialist endpoints through one consistent interface.

03
Developer velocity

Typed for Builders

Ship faster with a TypeScript-first SDK that keeps integrations clear, predictable, and production-safe.

04
Worldwide delivery

Edge-Ready Reach

Run close to your users across regions so latency stays low even when traffic is global.

05
Enterprise posture

Security with Teeth

Built for serious workloads with enterprise controls, encrypted data paths, and compliance-ready foundations.

06
Transparent spend

Pricing You Can Read

Clear, usage-based billing that helps teams understand unit economics before surprises show up on the invoice.

Developer first.
Always.

terminal
npm install oneinfer

Build the future of
Realtime AI.

Join the developers leading the shift to intelligent, high-performance inference.

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