Fireworks AI vs Scaleway: Token Pricing, Speed & Intelligence
Full comparison of Fireworks AI and Scaleway — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.
Fireworks AI
Production-grade open-source inference with fast cold starts
Fireworks AI provides optimised inference for open-weight models with a focus on production reliability and low latency. They host Llama, DeepSeek R1, and other popular open-source models with competitive per-token pricing and a serverless deployment model that minimises cold-start times.
Scaleway
French cloud provider with sovereign EU LLM inference
Scaleway is a French cloud provider offering GPU compute and LLM inference with a focus on European data sovereignty. Their Generative APIs service hosts Llama 3.3 and other open-weight models, making them a strong choice for European businesses with data residency requirements.
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Live token pricing
Strengths & weaknesses
Fireworks AI
Scaleway
Key differentiators
Production-grade reliability with 320+ tokens/sec throughput and DeepSeek R1 reasoning at $3/1M input — a strong balance of speed and capability.
The strongest European data sovereignty credentials — a French company with French data centres, ideal for organisations with strict EU data residency requirements.
Frequently asked questions
Fireworks AI FAQs
What models does Fireworks AI offer?
Fireworks AI hosts Llama 3.3 70B, DeepSeek R1, Mixtral, and other popular open-weight models. They focus on production-ready models with optimised inference rather than the broadest possible catalog.
How much does Fireworks AI cost?
Llama 3.3 70B costs $0.90/1M tokens (input and output). DeepSeek R1 is $3.00/1M input and $8.00/1M output. Pricing is competitive with other inference API providers.
How does Fireworks AI compare to Together AI?
Fireworks AI offers faster throughput (320 vs 190 tokens/sec on Llama 3.3 70B) and stronger production reliability. Together AI has a larger model catalog and fine-tuning support. Choose Fireworks for production speed, Together for model variety.
Scaleway FAQs
Is Scaleway GDPR-compliant?
Yes. Scaleway is a French company with data centres in France and the Netherlands. All data stays within the EU, making it one of the strongest options for GDPR compliance and French data sovereignty requirements.
What LLM models does Scaleway offer?
Scaleway's Generative APIs service hosts Llama 3.3 and other open-weight models. Their catalog is focused on the most widely-used open-source models.
How does Scaleway compare to Nebius AI for European inference?
Both are European providers with GDPR-compliant infrastructure. Scaleway has stronger French data sovereignty credentials (French company, French data centres) while Nebius AI has a larger model catalog and more inference-focused infrastructure.
Provider resources
Fireworks AI — Production-grade open-source inference with fast cold starts
Fireworks AI provides optimised inference for open-weight models with a focus on production reliability and low latency. They host Llama, DeepSeek R1, and other popular open-source models with competitive per-token pricing and a serverless deployment model that minimises cold-start times.
Production-grade reliability with 320+ tokens/sec throughput and DeepSeek R1 reasoning at $3/1M input — a strong balance of speed and capability.
Scaleway — French cloud provider with sovereign EU LLM inference
Scaleway is a French cloud provider offering GPU compute and LLM inference with a focus on European data sovereignty. Their Generative APIs service hosts Llama 3.3 and other open-weight models, making them a strong choice for European businesses with data residency requirements.
The strongest European data sovereignty credentials — a French company with French data centres, ideal for organisations with strict EU data residency requirements.
Key strengths compared
Fireworks AI
- ▸320+ tokens/sec on Llama 3.3 70B — fast GPU inference
- ▸DeepSeek R1 hosting with strong reasoning capability
- ▸Production-grade reliability with SLAs
Scaleway
- ▸French cloud — strongest EU data sovereignty credentials
- ▸GDPR-compliant with data centres in France and Netherlands
- ▸GPU compute + LLM inference from one provider
Provider category context
Fireworks AI is a inference api, founded in 2022. Scaleway is a cloud, founded in 1999. The category difference means these providers serve partially overlapping use cases — compare the model lists and pricing tables above to find the best fit for your specific workload.
How to choose between them
Choose Fireworks AI if you need 320+ tokens/sec on llama 3.3 70b — fast gpu inference. Choose Scaleway if you need french cloud — strongest eu data sovereignty credentials. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.