Keywords AI
Compare Fireworks AI and Groq side by side. Both are tools in the Inference & Compute category.
| Category | Inference & Compute | Inference & Compute |
| Pricing | Usage-based | Freemium |
| Best For | Developers deploying open-source models who need fast, reliable, and cost-efficient inference | Developers building real-time AI applications where inference speed is the top priority |
| Website | fireworks.ai | groq.com |
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Fireworks AI is a generative AI inference platform that offers fast, cost-efficient model serving. The platform hosts popular open-source models and supports custom model deployments with optimized inference using proprietary serving technology. Fireworks specializes in compound AI systems with features like function calling, JSON mode, and grammar-guided generation that make it easy to build structured AI applications.
Groq builds custom AI inference chips (Language Processing Units / LPUs) designed for extremely fast token generation. Groq's cloud platform offers the fastest inference speeds in the market, generating hundreds of tokens per second for models like Llama and Mixtral. The company's hardware architecture eliminates the memory bandwidth bottleneck that limits GPU-based inference, making it ideal for real-time and latency-sensitive AI applications.
Platforms that provide GPU compute, model hosting, and inference APIs. These companies serve open-source and third-party models, offer optimized inference engines, and provide cloud GPU infrastructure for AI workloads.
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