Groq vs Scaleway: Token Pricing, Speed & Intelligence
Full comparison of Groq and Scaleway — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.
Groq
LPU-powered inference — the fastest tokens per second available
Groq runs custom Language Processing Units (LPUs) that deliver dramatically higher throughput than GPU-based inference — Llama 3.3 70B reaches 750+ tokens/second on Groq, versus 100–200 on typical GPU providers. Ideal for latency-sensitive applications, real-time chat, and high-volume batch workloads.
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.
Key metrics
—
—
—
—
—
—
—
—
—
—
—
—
Live token pricing
Strengths & weaknesses
Groq
Scaleway
Key differentiators
Frequently asked questions
Groq FAQs
How fast is Groq inference?
Groq delivers 750+ tokens/second on Llama 3.3 70B and 1,200+ tokens/second on Llama 3.1 8B. This is 4–5× faster than typical GPU-based providers, making it ideal for real-time applications.
How much does Groq cost?
Llama 3.3 70B costs $0.59/1M input and $0.79/1M output tokens. Llama 3.1 8B is just $0.05/$0.08 per 1M tokens — among the cheapest options for a capable open-weight model.
What is a Groq LPU?
A Language Processing Unit (LPU) is Groq's custom silicon designed specifically for sequential token generation. Unlike GPUs which are optimised for parallel matrix operations, LPUs excel at the autoregressive decoding step that dominates LLM inference latency.
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
Groq — LPU-powered inference — the fastest tokens per second available
Groq runs custom Language Processing Units (LPUs) that deliver dramatically higher throughput than GPU-based inference — Llama 3.3 70B reaches 750+ tokens/second on Groq, versus 100–200 on typical GPU providers. Ideal for latency-sensitive applications, real-time chat, and high-volume batch workloads.
Groq's custom LPU chips deliver 750+ tokens/sec on Llama 3.3 70B — 4–5× faster than any GPU-based provider.
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
Groq
- ▸750+ tokens/sec on Llama 3.3 70B — fastest GPU-class inference
- ▸Sub-100ms time-to-first-token for real-time applications
- ▸Very competitive pricing on open-weight models
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
Groq is a inference api, founded in 2016. 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 Groq if you need 750+ tokens/sec on llama 3.3 70b — fastest gpu-class 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.