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Fireworks AI

Run and fine-tune open models with usage-based pricing

Fireworks AI is a model hosting and inference platform for teams building with open and proprietary models. It covers serverless inference, fine-tuning, embeddings, speech-to-text, and on-demand GPU deployments.

Paid
Enterprise
iOS
API
B2B
Usage-Based
Cloud Hosted
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About

What It Is

Fireworks AI is a cloud platform for developers and teams that need to serve, tune, and deploy AI models through an API. Based on the pricing and docs pages, it focuses on model inference infrastructure rather than a chat-style assistant or autonomous agent.

It supports serverless inference, fine-tuning, embeddings, image generation, speech-to-text, and on-demand GPU deployments. You get started by signing up, using the API/SDK docs, or working through the CLI reference; the site also points to a web signup flow and a model catalog. Fireworks also mentions an Azure Foundry partnership, which suggests it can fit into enterprise cloud workflows.

What to Know

The platform is strongest if you want managed model infrastructure with pay-as-you-go billing and multiple deployment modes. It is not a general-purpose agent that plans tasks or takes actions on your behalf; it is infrastructure for calling models and serving them efficiently. The pricing page shows high-rate-limit, postpaid serverless usage plus separate pricing for fine-tuning and GPU-based deployments.

Pricing is publicly documented in detail, but there is no simple flat subscription tier listed. The page does show $1 in free credits for serverless onboarding, and enterprise deployments are handled by contacting sales. The crawled content does not clearly state privacy controls, model provider exclusivity, or MCP support. If you are looking for a local app, a consumer assistant, or a fully autonomous agent, this is probably not the right fit.

Key Features
Serverless inference with per-token pricing
Fine-tuning for open models using your own data
On-demand GPU deployments billed per GPU second
Speech-to-text inference priced per audio second
Image generation support with multiple model families
Use Cases
Serving LLM and vision models through an API for application backends
Fine-tuning open models on proprietary data for domain-specific tasks
Deploying dedicated GPU endpoints for higher throughput workloads
Agenticness: Reactive Tool

Responds to prompts but takes no autonomous action.

High evidence
Last evaluated: Apr 1, 2026

Dimension Breakdown

Action Capability
Autonomy
Adaptation
State & Memory
Safety

Categories

Pricing
  • Free: $1 in free credits for serverless inference onboarding.
  • Usage-based: Serverless inference is billed per token; STT is billed per audio second; image generation, embeddings, fine-tuning, and on-demand deployments each have published usage-based rates.
  • Enterprise: Contact sales for enterprise deployments, faster speeds, lower costs, and higher rate limits.
Details
AddedApril 1, 2026
RefreshedApril 1, 2026
Quick Facts
DeploymentCloud-hosted
AutonomyCopilot (human-in-loop)
Model supportMulti-model
Open sourceNo
Team supportEnterprise
Pricing modelUsage-based
Interfaceweb, api, cli
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