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Fireworks AI

High-speed inference platform for open-source models.

Fireworks AI is an inference-serving platform optimized for fast, low-cost deployment of open-weight LLMs and multimodal models, built on its FireAttention engine. It targets developers who want production inference without managing GPUs, competing with Together AI and Baseten. It runs on Nvidia GPUs sourced from clouds/neoclouds and raised a large 2025 round.

Focus

Fast open-model inference API

Engine

FireAttention

Silicon

Nvidia GPUs

How it fits the stack

Fireworks AI with what it depends on (above) and what it feeds (below). The figure renders as a crawlable diagram and upgrades to an interactive 3D graph as it scrolls into view.

depends ondepends onusesusesusesFireworks AICloudCoreWeave (financing)NvidiachokepointvLLMvLLM / InferenceServing StackModel routers &inference marketplaces
Fireworks AIDepends on ↑Feeds ↓

Fireworks AI in the AI stack. Fireworks AI with its immediate upstream dependencies (top) and downstream dependents (bottom) in the AI value chain. Hover a node in 3D, or read the full relationships below.

Graph data (text) — 6 entities, 5 relationships
  • Fireworks AIdepends onCoreWeave (financing)
  • Fireworks AIdepends onNvidia
  • Fireworks AIusesvLLM
  • Fireworks AIusesvLLM / Inference Serving Stack
  • Model routers & inference marketplacesusesFireworks AI