Fireworks AI API Pricing and Model Catalog: Use-Case Guide
Fireworks AI offers fast, cost-effective open-weight model inference. Here's how to use their API cost-effectively.
Pricing data sourced from our catalog. Check data sources for provenance and freshness.
What is Fireworks AI?
Fireworks AI is an inference provider specializing in:
- Open-weight models: Llama, Mixtral, Gemma, and more
- Fast inference: Optimized for low latency
- Cost-effective: Competitive pricing for open-weight models
- Model catalog: Large selection of open-weight models
Fireworks AI model catalog
Chat models
| Model | Input | Output | Context |
|---|
Cost estimation example
Let's estimate costs for a typical Fireworks AI chat workload:
Fireworks AI strengths
- Fast inference: Optimized for low latency
- Cost-effective: Competitive pricing for open-weight models
- Large catalog: Extensive selection of open-weight models
- No vendor lock-in: Use the same models elsewhere
- Simple API: Easy to integrate with existing code
When to use Fireworks AI
- Open-weight models: When you want model flexibility
- Cost-sensitive workloads: When you need predictable costs
- Fast inference: When latency matters
- Model experimentation: When you want to try different models
Cost optimization tips
- Use smaller models: For less complex tasks
- Batch processing: Process multiple requests together
- Caching: Cache responses for repeated queries
- Right-size your model: Match model size to task complexity
- Monitor usage: Track token usage to optimize costs
Compare Fireworks AI models
Ready to compare Fireworks AI models side by side? Use our tools:
Related guides
Open-weight inference provider pricing comparison
Compare Groq, Fireworks, DeepInfra, and Together AI for open-weight inference.
Cross-provider pricing comparison
How pricing compares across OpenAI, Anthropic, Google, Mistral, and DeepSeek.
Building a chatbot
How to choose models and optimize costs for chatbot applications.
Hidden costs of LLM APIs
Rate limits, latency, evaluation overhead, and vendor risk beyond per-token pricing.
Frequently asked questions
What is Fireworks AI's cheapest model?
Fireworks AI's Llama 3.1 8B and Gemma 2 9B models are typically the most cost-effective.
How does Fireworks AI compare to Groq?
Fireworks AI offers a larger model catalog while Groq offers lower latency. Choose based on your priorities.
Does Fireworks AI offer batch pricing?
Fireworks AI focuses on real-time inference and does not currently offer batch pricing.