Full-Stack GPU Management
One platform to deploy, manage, and scale your entire GPU infrastructure. From ready-to-use AI services to bare-metal GPU instances.
AaaS
AI-as-a-ServiceAccess ready-to-use AI models instantly. No coding or infrastructure knowledge required.
Supported By
Dedicated Resources. Zero Interference.
Each GPU is isolated and dedicated to your workload. No noisy neighbors, no resource contention.
Serverless GPU
For ML EngineersScale to zero, 1-sec cold start
Serverless GPU
For ML EngineersScale to zero, 1-sec cold start
Serverless GPU
For ML EngineersScale to zero, 1-sec cold start
Jupyter Notebook
For ResearchersTeaching & POC ready
Remote Access
For Data ScientistsFull control via secure shell access
Remote Access
For Data ScientistsFull control via secure shell access
LLM Endpoint
For DevelopersReady-to-use API, no config needed
LLM Endpoint
For DevelopersReady-to-use API, no config needed
From Fixed Slots to Flexible Credits
Stop wasting GPU time with rigid schedules. Float16 gives teams credit-based quotas they can use whenever needed.
The Problem
Inflexible Allocation
Static time-based quotas cannot adapt to changing workload demands. You reserve fixed hours regardless of actual needs.
Resource Wastage
Reserved time slots leave GPUs underutilized. Fixed quotas cannot adapt to varying workload intensities.
Float16 Solution
Granular Workload Control
Dynamically allocate resources based on workload type — training, inference, batch processing — each with its own optimized configuration.
Full Resource Utilization
Achieve optimal hardware efficiency with dynamic scheduling that keeps your GPUs working at full capacity.
See the Difference
Fixed time slots vs flexible credit-based quotas
Fixed Time Slots
Each team locked to specific hours
8 hours wasted — GPU sits idle within reserved slots
Credit-Based Quota
Teams use hours flexibly when needed
Actual usage — teams use GPU on-demand:
No wasted time — GPU fully utilized, quotas used flexibly
From Complex Setup to One-Click Deploy
Stop wrestling with AI infrastructure. Float16 eliminates the complexity so developers can focus on building.
Traditional AaaS Setup
Complex, time-consuming, error-prone
2+ weeksaverage setup time
Float16 One-Click Deploy
Simple, fast, production-ready
Your API is Live
api.float16.cloud/v1/GPT-OSS-120B
5 minutesfrom start to production