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Perplexity vs Scaleway: Token Pricing, Speed & Intelligence

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

Perplexity

Sonar — search-augmented LLMs with real-time web grounding

Perplexity's Sonar models are designed for search-augmented generation, combining LLM reasoning with real-time web retrieval. Unlike standard LLMs, Sonar responses include citations and are grounded in current web content. Ideal for research assistants, news summarisation, and fact-checking applications.

ResearchReal-time dataFact-checkingNews summarisationKnowledge bases
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

Perplexity

Real-time web search with automatic citations
Sonar Pro for deep research with multi-step retrieval
Grounded responses reduce hallucination on factual queries
Competitive pricing for search-augmented generation
Simple API with OpenAI-compatible interface
Not suitable for tasks that don't benefit from web search
Less capable than frontier models on pure reasoning tasks
No vision or multimodal support

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

Perplexity

Every Sonar response includes real-time web citations — the only LLM API purpose-built for grounded, verifiable answers.

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

Perplexity FAQs

What is Perplexity Sonar?

Sonar is Perplexity's family of search-augmented LLMs. Unlike standard LLMs, Sonar automatically searches the web and includes citations in every response. Sonar is available in standard and Pro (deep research) variants.

How much does Perplexity API cost?

Perplexity charges per 1M tokens plus a per-request fee for search operations. Check their pricing page for current rates as they vary by model and search depth.

When should I use Perplexity instead of GPT-4o?

Use Perplexity when your application needs real-time, verifiable information with citations — research tools, news summarisation, fact-checking, or any use case where accuracy on current events matters. For creative tasks, coding, or reasoning without web grounding, GPT-4o or Claude are better choices.

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

PerplexitySonar — search-augmented LLMs with real-time web grounding

Perplexity's Sonar models are designed for search-augmented generation, combining LLM reasoning with real-time web retrieval. Unlike standard LLMs, Sonar responses include citations and are grounded in current web content. Ideal for research assistants, news summarisation, and fact-checking applications.

Every Sonar response includes real-time web citations — the only LLM API purpose-built for grounded, verifiable answers.

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

Perplexity

  • Real-time web search with automatic citations
  • Sonar Pro for deep research with multi-step retrieval
  • Grounded responses reduce hallucination on factual queries

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

Perplexity 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 Perplexity if you need real-time web search with automatic citations. 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.