For Software Developers

Self-Host LLMs Without the DevOps Nightmare

Run LLMs on your own GPU cluster with Float16. Get pre-built templates, production-grade monitoring, and NVIDIA MIG efficiency — without building the infrastructure layer yourself.

Up to 7
Models per GPU
Real-time
Monitoring & Tracing
Built-in
Bot Protection
On Your Infrastructure
RAG TemplateChoose & Start
1 GPU with MIG
Embedding
Guardrail
LLM
OCR
4-in-1 DeploymentAll on Single GPU
Monitor & SecureBuilt-in Dashboard
Efficiency

Maximize GPU Utilization

Run multiple models on a single GPU with NVIDIA MIG. Cut infrastructure costs without sacrificing performance.

NVIDIA MIG Built-in

Run up to 7 models on a single GPU. No manual partitioning or CUDA configuration.

4-in-1 Deployment

Deploy embedding, guardrail, LLM, and OCR together. One GPU, one deployment, one bill.

Start from Templates

Pre-built RAG Pipeline template. Customize when ready.

Traceability

See Everything in Production

Real-time monitoring and debugging tools built for LLM workloads. Know exactly what your models are doing.

Production Dashboard

Monitor requests/sec, latency, and errors in real-time. No Grafana setup required.

Streaming Analytics

Debug token-by-token. See concatenated responses, token/sec, and time-to-first-token.

Request Tracing

Full request/response logging. Understand what your models are doing in production.

Streaming Analytics
LIVE
POST
/v1/chat/completions
typhoon-v2-70b-instructstream: true
Stream Statistics
47
Total Chunks
156
Total Tokens
42.3
Tokens/sec
3.7s
Total Duration
SSE Connection Closed Successfully
Concatenated Response

[chunk 1] Float16 [chunk 2] is [chunk 3] a [chunk 4] GPU [chunk 5] management [chunk 6] platform...

Security

Production-Ready Protection

Expose your models to the world with confidence. Built-in security features protect your endpoints from abuse.

Protected Endpoints

Expose models to the public internet with built-in rate limiting.

Bot Prevention

Block scrapers and abuse. Keep your endpoints available for real users.

Your Data, Your Control

Self-hosted means your data never leaves your environment.

Traditional Approach
Client
Your Backend
LLM API
With Float16
Static HTML
Float16 Endpoint
Protected
No backend required to hide credentials
index.html
Client-side only
<!DOCTYPE html>
<html>
<body>
  <script>
    // Call Float16 directly from browser
    // No backend needed!

    fetch('https://api.float16.cloud/v1/chat', {
      method: 'POST',
      headers: {
        'Content-Type': 'application/json',
        'X-API-Key': 'pk_your_protected_key'
      },
      body: JSON.stringify({
        model: 'typhoon-v2-70b-instruct',
        messages: [{ role: 'user', content: 'Hello!' }]
      })
    })
  </script>
</body>
</html>
No server costs
Deploy on GitHub Pages

Deploy AI on Your Infrastructure

Get Float16 license for your GPU cluster. Our team will help you set up the complete stack — from templates to monitoring — on your own hardware.