Serverless Inference

Run Any Model. Zero Infrastructure.

OpenAI-compatible serverless inference for the latest open models. No GPU management, no provisioning — just an API call.

Zero
Infrastructure Management
Day-one
New Model Access
12+
Open-source Models
Drop-in Compatible

One line to switch.
Everything else stays.

Swap your base_url and run the same SDK code you already have. Any OpenAI-compatible library, any language, any framework — it just works.

  • No GPU provisioning or maintenance
  • Auto-scales to any request volume
  • Cold starts measured in seconds
  • Powered by TurbOS — proven in HPC environments
inference.py1 line to swap
from openai import OpenAI
client = OpenAI(
+ base_url="https://api.hoonify.ai/v1",
api_key="your-api-key",
)
response = client.chat.completions.create(
model="qwen-3",
messages=[{"role": "user", "content": "Hello"}],
stream=True,
)
for chunk in response:
print(chunk.choices[0].delta.content, end="")
Architecture

How Hoonify AI works

Your request travels through a purpose-built inference stack, from API gateway to GPU, in milliseconds.

Your Application
Any language · Any framework
Hoonify AI API
OpenAI-compatible REST endpoints
Model Runtime
12+ open-source LLMs
TurbOS Orchestration
Dynamic resource routing
GPU Infrastructure
High-performance compute clusters
01

Your application sends a request

Any language, any framework, any OpenAI SDK — the interface is identical. Swap your base URL and you're ready.

02

Hoonify AI routes to the right model

Our API layer authenticates, validates, and routes your request to the active model runtime with minimal overhead.

03

TurbOS schedules and dispatches

TurbOS — Hoonify's compute orchestration platform — intelligently allocates GPU resources, handles weight caching, and manages multi-tenant isolation.

04

Response streams back instantly

Completions stream back token-by-token. Your code receives a standard OpenAI response object. No surprises.

Use Cases

Built for every AI workload

From rapid prototyping to production SaaS features, internal copilots, batch pipelines, and defense applications — serverless inference removes the infrastructure bottleneck at every stage.

Explore all use cases →
Prototyping & R&D
Internal Copilots
SaaS AI Features
Batch Pipelines
Our Infrastructure

Hoonify AI inference runs on TurbOS — the compute orchestration platform developed by Hoonify, originally built to deploy and manage advanced compute environments for modeling, simulation, and HPC workloads, and now optimized for AI inference at scale.

The same orchestration technology powering GPU clusters for engineering and scientific computing now serves your AI inference requests — with the same reliability and operational discipline.

Learn more about TurbOS
Request Routing
TurbOS
GPU Scheduling
Dynamic
Weight Caching
In-memory
Multi-tenancy
Isolated
Data Retention
Zero
API Compatibility
OpenAI
🔒

We don't train on your prompts. We don't sell your data. Zero data retention on every inference request, by default.

Frequently Asked Questions

Everything you need to know about Hoonify AI serverless inference.

Early Access

Launching soon.

Join the waitlist and be first to change one line of code and run open models in production.