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Parasail vs Scaleway: Token Pricing, Speed & Intelligence

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

Parasail

Serverless inference — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models including Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. Pricing is published at parasail.io/pricing.

Open-sourceCost-efficiencyReasoningChatCodingMultilingual
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

Parasail

Broad open-weight model catalog: Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4
Competitive serverless pricing across all tiers
Kimi K3 and Kimi K2.6 availability — rare outside Chinese providers
gpt-oss-120b and gpt-oss-20b at competitive rates
OpenAI-compatible API
Newer platform — less battle-tested than Together AI or Fireworks
No proprietary frontier models
Smaller community and ecosystem

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

Parasail

One of the broadest serverless open-weight catalogs available — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, and Llama 4 Maverick at competitive per-token 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

Parasail FAQs

What is Parasail?

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models. See parasail.io/pricing for current rates and model availability.

What models does Parasail offer?

Parasail's catalog includes Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. See parasail.io/pricing for current rates.

How much does Parasail cost?

As of October 2026: Kimi K3 $3.00/$15.00, Kimi K2.6 $0.75/$3.50, GLM-5.3 $1.40/$4.40, GLM-5.3 Flash $0.15/$0.50, MiniMax M3 $0.30/$1.20, DeepSeek V4 Pro $1.74/$3.48, DeepSeek V4 Flash $0.14/$0.28. See parasail.io/pricing for current rates.

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

Parasail — Serverless inference — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4

Parasail is a serverless LLM inference platform offering a broad catalog of open-weight models including Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.3 Flash, MiniMax M3, DeepSeek V4 Pro/Flash, Qwen3.5 397B-A17B, Qwen3 235B-A22B, Llama 4 Maverick, Llama 3.3 70B, Mistral Small 3.2 24B, MiMo v2.5, Gemma 4 31B, gpt-oss-120b, and gpt-oss-20b. Pricing is published at parasail.io/pricing.

One of the broadest serverless open-weight catalogs available — Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, and Llama 4 Maverick at competitive per-token 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

Parasail

  • Broad open-weight model catalog: Kimi K3, GLM-5.3, MiniMax M3, DeepSeek V4, Qwen3.5, Llama 4
  • Competitive serverless pricing across all tiers
  • Kimi K3 and Kimi K2.6 availability — rare outside Chinese providers
  • Newer platform — less battle-tested than Together AI or Fireworks
  • No proprietary frontier models

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

Parasail

  • Newer platform — less battle-tested than Together AI or Fireworks
  • No proprietary frontier models
  • Smaller community and ecosystem

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

Parasail is a inference api, founded in 2023. 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 Parasail if you need broad open-weight model catalog: kimi k3, glm-5.3, minimax m3, deepseek v4, qwen3.5, llama 4. 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.