Inference.ai

Inference.ai is a specialized GPU virtualization platform designed specifically for AI workloads. It addresses the common problem of low GPU utilization (typically 10-30%) by enabling multiple AI models to run simultaneously on the same hardware. The platform essentially fractionalizes high-end GPUs, allowing users to maximize their computational resources without investing in additional hardware.

The platform supports leading NVIDIA and AMD GPUs including H200, H100, A100, and Instinct MI325X models. What sets Inference.ai apart is its focus on both model training/fine-tuning and inference workloads, with optimized orchestration that increases speed under the same batch size while leaving room for redundancy. The company claims over 100,000 optimized GPU hours and $10M+ in total cost savings for their users.

This solution primarily benefits AI research teams and machine learning engineers who need to run multiple models concurrently while controlling infrastructure costs. Enterprise AI teams working with various models for different applications will find particular value in being able to maximize their existing GPU investments rather than constantly expanding their hardware footprint.