Fireworks AI

Fireworks AI operates an enterprise inference platform engineered to optimize, fine-tune, and serve generative AI models. Using custom compilation stacks and FireAttention kernels, it accelerates token generation speed while substantially reducing compute costs. Its Multi-LoRA multiplexing technology allows thousands of custom model adapters to execute efficiently on shared GPU clusters.

Ecosystem functionActs as a high-throughput token serving stack that leverages custom kernel optimizations and Multi-LoRA multiplexing to maximize serving efficiency.

Business modelUsage-based per-token API and dedicated GPU hosting