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Anthropic vs Scaleway: Token Pricing, Speed & Intelligence

Full comparison of Anthropic and Scaleway — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.

Anthropic

Claude — safety-focused frontier AI with exceptional coding ability

Anthropic builds the Claude model family, known for long context windows (up to 200K tokens), strong coding performance, and a safety-first design philosophy. Claude 4 Opus and Sonnet lead on many coding and reasoning benchmarks. Prompt caching is available at significant discounts.

CodingReasoningLong-contextChatAgents
Proprietary models

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.

European complianceFrench data sovereigntyGDPROpen-sourceGPU compute
Open-weight hostHosts open weights

Key metrics

Cheapest input ($/1M)

Cheapest output ($/1M)

Peak throughput

Best latency (TTFT)

Intelligence score

Context window

Live token pricing

Strengths & weaknesses

Anthropic

Top coding benchmark scores (Claude 4 Opus)
200K context window on all Claude models
Aggressive prompt caching — up to 90% discount
Strong instruction-following and safety alignment
Extended thinking / reasoning mode on Opus
No open-weight models — full vendor lock-in
Opus is the most expensive frontier model at $15/$75 per 1M tokens
No native image generation capability

Scaleway

French cloud — strongest EU data sovereignty credentials
GDPR-compliant with data centres in France and Netherlands
GPU compute + LLM inference from one provider
Competitive pricing for European market
Long-established cloud provider (founded 1999)
Smaller model catalog than US-based inference providers
Lower throughput than speed-optimised providers
Less developer tooling than OpenAI or Anthropic

Key differentiators

Anthropic

Claude 4 Opus scores highest on coding benchmarks among all frontier models, with a 200K context window and aggressive prompt caching.

Scaleway

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

Anthropic FAQs

How much does the Anthropic Claude API cost?

Claude 4 Opus costs $15/1M input and $75/1M output tokens. Claude Sonnet 4.5 is $3/$15 per 1M tokens. Claude Haiku 3.5 is the budget option at $0.80/$4.00. Prompt caching reduces input costs by up to 90%.

What is the context window for Claude models?

All Claude models support a 200,000-token context window, making them ideal for processing long documents, codebases, or multi-turn conversations without truncation.

How does Anthropic prompt caching work?

Anthropic's prompt caching lets you mark portions of your prompt (system prompts, documents, tool definitions) to be cached server-side. Cached tokens are billed at 10% of the standard input price after the first write, making repeated long-context calls dramatically cheaper.

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

AnthropicClaude — safety-focused frontier AI with exceptional coding ability

Anthropic builds the Claude model family, known for long context windows (up to 200K tokens), strong coding performance, and a safety-first design philosophy. Claude 4 Opus and Sonnet lead on many coding and reasoning benchmarks. Prompt caching is available at significant discounts.

Claude 4 Opus scores highest on coding benchmarks among all frontier models, with a 200K context window and aggressive prompt caching.

ScalewayFrench 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

Anthropic

  • Top coding benchmark scores (Claude 4 Opus)
  • 200K context window on all Claude models
  • Aggressive prompt caching — up to 90% discount

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

Anthropic is a frontier lab, founded in 2021. 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 Anthropic if you need top coding benchmark scores (claude 4 opus). 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.