Inference Platform

The world's fastest inference platform — on any hardware.

Latest open-model architectures, dynamic kernel generation and target-specific optimization — so agents run at frontier speed on the silicon you already own, in any cloud, on-prem or at the edge.

#1
Latency on open-model benchmarks
40+
Open & frontier architectures
Any
GPU, TPU, ASIC or CPU target
< 2 min
To provision a dedicated endpoint
Why it's the fastest

Kernels compiled for your silicon, not the vendor's demo box.

Most inference stacks pick a lowest-common-denominator kernel and hope it runs everywhere. We do the opposite: the runtime introspects the target hardware, generates kernels tuned for that exact chip, and re-tunes as the workload shifts. Same model, radically different throughput.

Latest architectures

New models on day one

MoE, hybrid-attention, Mamba/SSM, diffusion LMs, native multimodal — supported the day the paper drops, no waiting for a vendor SDK to catch up.

Dynamic kernels

Compiled per model, per chip

Fused attention, speculative decoding, quantization-aware kernels and paged KV cache are generated for the exact model + hardware pair — not shipped as a static binary.

Target-specific tuning

Autotuned to your workload

Batch shape, sequence length and concurrency profiles are profiled continuously; the scheduler re-picks kernels and quantization as traffic patterns change.

Any hardware

NVIDIA · AMD · Intel · TPU · Trainium · Groq · Cerebras · CPU

One runtime, one API, one control plane. Bring your existing GPUs, your cloud's accelerators or an air-gapped appliance — the platform adapts.

Any environment

Public cloud, VPC, on-prem, edge

Deploy the same stack in your VPC, in a sovereign region, in an air-gapped SCIF or at a factory-floor edge box. Nothing leaves your perimeter unless you say so.

Agent-first scheduler

Optimized for chained calls

Prefix caching, speculative decoding and cross-request batching are tuned for how agents actually call models — many small chained calls, not one big prompt.

Inference Platform services

Four ways to run inference for production agents.

From a shared API call to reserved multi-region endpoints — scales with your agent estate.

Real-time inference

Sub-second latency for interactive agents.

Batch inference

Async processing at up to 50% lower cost.

Post-training & fine-tuning

Fine-tune, distill and align open models on your data. LoRA, SFT, DPO and RL.

Dedicated agent endpoints

Reserved capacity in minutes.

Fast deployment

Dedicated agent endpoints — in minutes, not weeks.

Pick a model, region and latency target from the console — the endpoint goes live and agents start routing traffic immediately. Private networking, custom SLAs and full audit from minute one.

Sub-2-minute provision
Choose model, region and SLA. Live and routing immediately.
Agent-optimized routing
Per-workflow model selection — reasoning, code, long-context or multimodal.
Private & sovereign
VPC peering, BYOC, air-gapped on-prem. Nothing leaves your perimeter.
Elastic scaling
Autoscale from zero to thousands. Reserved capacity for predictable peaks.
Available models

A catalog that ships with the frontier.

New open releases added within days — same API, no migration.

gpt-oss-120B
General · Reasoning
128K context
Kimi-K2.5
Long context · Agents
2M context
Qwen3-Coder-480B-A35B-Instruct
Code · MoE
256K context
GLM-5
Multilingual · Reasoning
128K context
DeepSeek V3.2
Reasoning · MoE
128K context
MiniMax M2.1
Multimodal · Agents
1M context
Nemotron 3 Super
Enterprise · Reasoning
128K context
Llama 4 405B
General purpose
256K context
Mistral Large 3
European · Tooling
128K context
…and more added every month.
Quickstart

OpenAI-compatible. Drop-in in 3 lines.

Pythonapi.synaptix.ai
from openai import OpenAI

client = OpenAI(
 base_url="https://api.synaptix.ai/v1",
 api_key="sx_live_…",
)

resp = client.chat.completions.create(
 model="gpt-oss-120b",
 messages=[{"role": "user", "content": "Summarize this report."}],
)
print(resp.choices[0].message.content)
cURLapi.synaptix.ai
curl https://api.synaptix.ai/v1/chat/completions \
 -H "Authorization: Bearer $SX_API_KEY" \
 -H "Content-Type: application/json" \
 -d '{
 "model": "deepseek-v3.2",
 "messages": [{"role":"user","content":"Hello"}]
 }'
Packaged with the platform

Bundled with Synaptix Agent Platform.

The Inference Platform isn't sold by the token. It ships as the inference backbone of the Agent Platform — licensed together, deployed together, governed by the same control plane.

Resources

Go deeper on the Inference Platform

Benchmarks, technical posts and a printable product brief.

Ship with dedicated agent endpoints today.

Spin up an API key in minutes — or talk to us about reserved capacity and fine-tuning.