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FastInfra vs Scaleway: Token Pricing, Speed & Intelligence

Full comparison of FastInfra and Scaleway — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

FastInfra

Inference platform + GPU pods — 785+ models, Amazon Nova, H200 capacity

FastInfra is a hybrid inference platform combining a model router (785+ models) with its own H200 GPU capacity. It offers Amazon Nova Lite and Nova Micro at very competitive rates, with prepaid credits from $5. Part inference router, part dedicated GPU cloud.

Cost-sensitive workloadsBroad model accessAmazon Nova inference
Open-weight hostHosts open weights

Scaleway

B300-SXM GPU instances — French sovereign cloud, Generative APIs with 1M free tokens

Scaleway is a French cloud provider offering GPU compute and LLM inference with the strongest EU data sovereignty credentials. The Generative APIs catalog includes GLM-5.2 (€1.80/€5.50), Mistral Medium 3.5 (€1.50/€7.50), Qwen3.8-27B (€0.60/€3.30), DeepSeek V4 Flash 0731 (€0.40/€0.80), gpt-oss-120B (€0.15/€0.60), and Llama 3.3 70B (€0.90/€0.90). All new customers get 1M free tokens. GPU instances include B300-SXM, H100, L40S, and L4.

European complianceFrench data sovereigntyGDPROpen-sourceGPU computeDedicated inference
Open-weight hostHosts open weights

Key metric comparison

Cheapest input ($/1M)

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Cheapest output ($/1M)

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Peak throughput

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Best latency (TTFT)

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Intelligence score

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Context window

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Live token pricing

Strengths and weaknesses

FastInfra

785+ models via router — broad catalog coverage
Own H200 GPU capacity for low-latency inference
Very competitive Amazon Nova Lite ($0.06/$0.25) and Nova Micro ($0.04/$0.15) rates
Prepaid from $5 — low barrier to entry
Newer provider — limited ecosystem integrations and third-party reviews
Hybrid router/own-capacity model means latency may vary by model
Limited benchmark transparency

Scaleway

1M free tokens for all new customers — best free tier in Europe
B300-SXM GPU instances — latest NVIDIA Blackwell hardware in Europe
Live model catalog: GLM-5.2, Mistral Medium 3.5, Qwen3.8-27B, DeepSeek V4 Flash, gpt-oss-120B
French cloud — strongest EU data sovereignty credentials
Serverless and dedicated deployment options
Low latency (<200ms TTFT) for European end-users
Smaller model catalog than US-based inference providers
Lower throughput than speed-optimised providers
Less developer tooling than OpenAI or Anthropic

Key differentiators

FastInfra

Hybrid inference platform with 785+ models via router and own H200 capacity, offering Amazon Nova at very competitive rates.

Scaleway

The strongest European data sovereignty credentials — French company, French data centres, 1M free tokens for new customers, B300-SXM GPU instances, and <200ms TTFT for European users.

Frequently asked questions

FastInfra FAQs

What is FastInfra?

FastInfra is a hybrid inference platform combining a 785+ model router with its own H200 GPU capacity. It offers Amazon Nova Lite ($0.06/$0.25 per 1M tokens) and Nova Micro ($0.04/$0.15), with prepaid credits from $5. See fastinfra.ai/pricing for current rates.

Does FastInfra have its own GPU capacity?

Yes. FastInfra operates its own H200 GPU infrastructure alongside a model router, so some models run on dedicated capacity rather than being routed to third-party providers.

Scaleway FAQs

What models does Scaleway Generative APIs offer?

Scaleway's Generative APIs catalog includes GLM-5.2 (€1.80/€5.50), Mistral Medium 3.5 (€1.50/€7.50), Qwen3.8-27B (€0.60/€3.30), DeepSeek V4 Flash 0731 (€0.40/€0.80), gpt-oss-120B (€0.15/€0.60), Llama 3.3 70B (€0.90/€0.90), and more. All prices per 1M tokens.

Does Scaleway offer free tokens?

Yes. Every new Scaleway customer gets 1,000,000 free tokens to use across any Generative APIs model. Billing starts from the 1,000,001st token.

What GPU hardware does Scaleway offer in 2026?

Scaleway offers B300-SXM GPU instances (latest NVIDIA Blackwell), H100 SXM and PCIe, L40S, and L4 GPU instances. B300-SXM is one of the first Blackwell deployments available in Europe.

Provider resources

FastInfra — Inference platform + GPU pods — 785+ models, Amazon Nova, H200 capacity

FastInfra is a hybrid inference platform combining a model router (785+ models) with its own H200 GPU capacity. It offers Amazon Nova Lite and Nova Micro at very competitive rates, with prepaid credits from $5. Part inference router, part dedicated GPU cloud.

Hybrid inference platform with 785+ models via router and own H200 capacity, offering Amazon Nova at very competitive rates.

Scaleway — B300-SXM GPU instances — French sovereign cloud, Generative APIs with 1M free tokens

Scaleway is a French cloud provider offering GPU compute and LLM inference with the strongest EU data sovereignty credentials. The Generative APIs catalog includes GLM-5.2 (€1.80/€5.50), Mistral Medium 3.5 (€1.50/€7.50), Qwen3.8-27B (€0.60/€3.30), DeepSeek V4 Flash 0731 (€0.40/€0.80), gpt-oss-120B (€0.15/€0.60), and Llama 3.3 70B (€0.90/€0.90). All new customers get 1M free tokens. GPU instances include B300-SXM, H100, L40S, and L4.

The strongest European data sovereignty credentials — French company, French data centres, 1M free tokens for new customers, B300-SXM GPU instances, and <200ms TTFT for European users.

Key strengths compared

FastInfra

  • 785+ models via router — broad catalog coverage
  • Own H200 GPU capacity for low-latency inference
  • Very competitive Amazon Nova Lite ($0.06/$0.25) and Nova Micro ($0.04/$0.15) rates
  • Newer provider — limited ecosystem integrations and third-party reviews
  • Hybrid router/own-capacity model means latency may vary by model

Scaleway

  • 1M free tokens for all new customers — best free tier in Europe
  • B300-SXM GPU instances — latest NVIDIA Blackwell hardware in Europe
  • Live model catalog: GLM-5.2, Mistral Medium 3.5, Qwen3.8-27B, DeepSeek V4 Flash, gpt-oss-120B
  • Smaller model catalog than US-based inference providers
  • Lower throughput than speed-optimised providers

Key weaknesses compared

FastInfra

  • Newer provider — limited ecosystem integrations and third-party reviews
  • Hybrid router/own-capacity model means latency may vary by model
  • Limited benchmark transparency

Scaleway

  • Smaller model catalog than US-based inference providers
  • Lower throughput than speed-optimised providers
  • Less developer tooling than OpenAI or Anthropic

Provider category context

FastInfra is a inference api, founded in 2024. 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 FastInfra if you need Cost-sensitive workloads. Choose Scaleway if you need 1m free tokens for all new customers — best free tier in europe. 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.