What is the difference between Pareto Inference and Scaleway?

Pareto Inference and Scaleway are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: Pareto Inference or Scaleway?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between Pareto Inference and Scaleway?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

How many GPU models are available for comparison?

We track pricing for 4 different GPU models across both Pareto Inference and Scaleway, with 0 models available from both providers.

Pareto Inference vs Scaleway

Compare GPU and LLM inference API pricing between Pareto Inference and Scaleway. Find the best rates for AI training, inference, and ML workloads.

Pareto Inference

Provider 1

GPUs Available

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Scaleway

Provider 2

GPUs Available

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Comparison Overview

Total GPU Models

Pareto Inference GPUs

Scaleway GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 4Both available: 0Pareto Inference: 0Scaleway: 4

Showing 4 of 4 GPUs

Last updated: 10/6/2026, 7:23:02 PM

GPU Model ↑	Pareto Inference Price	Scaleway Price	Price Diff ↕	Sources
H100 SXM 80GB VRAM • Scaleway	Not Available	$3.21/hr★ Best	—	Scaleway Instances API
H100 SXM 80GB VRAM • Not Available Scaleway $3.21/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API
HGX B300 288GB VRAM • Scaleway	Not Available	$8.40/hr★ Best 8x GPU	—	Scaleway Instances API
HGX B300 288GB VRAM • Not Available Scaleway $8.40/hour 8x GPU configuration Updated: 10/6/2026 ★Best Price Scaleway Instances API
L4 24GB VRAM • Scaleway	Not Available	$0.88/hr★ Best	—	Scaleway Instances API
L4 24GB VRAM • Not Available Scaleway $0.88/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API
L40S 48GB VRAM • Scaleway	Not Available	$1.65/hr★ Best	—	Scaleway Instances API
L40S 48GB VRAM • Not Available Scaleway $1.65/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API

H100 SXM 80GB VRAM • Scaleway	Not Available	$3.21/hr★ Best	—	Scaleway Instances API
H100 SXM 80GB VRAM • Not Available Scaleway $3.21/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API
HGX B300 288GB VRAM • Scaleway	Not Available	$8.40/hr★ Best 8x GPU	—	Scaleway Instances API
HGX B300 288GB VRAM • Not Available Scaleway $8.40/hour 8x GPU configuration Updated: 10/6/2026 ★Best Price Scaleway Instances API
L4 24GB VRAM • Scaleway	Not Available	$0.88/hr★ Best	—	Scaleway Instances API
L4 24GB VRAM • Not Available Scaleway $0.88/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API
L40S 48GB VRAM • Scaleway	Not Available	$1.65/hr★ Best	—	Scaleway Instances API
L40S 48GB VRAM • Not Available Scaleway $1.65/hour Updated: 10/6/2026 ★Best Price Scaleway Instances API

LLM API Pricing Comparison

Total models: 9Both available: 0Pareto Inference: 1Scaleway: 8

Showing 9 of 9 models

Prices per 1M tokens · Last updated: 10/6/2026, 7:23:02 PM

Model ↑	Pareto Inference	Scaleway	Input Diff ↕
GLM-5.2 Zhipu	Not available	$2.03 in $6.20 out	—
GLM-5.3-Flash Z AI	$0.090 in $0.300 out	Not available	—
GPT-OSS-120B OpenAI	Not available	$0.169 in $0.676 out	—
Llama 3.3 70B Meta	Not available	$1.01 in $1.01 out	—
Mistral Medium 3.5 Mistral	Not available	$1.69 in $8.45 out	—
Qwen 3 Coder 30B Alibaba	Not available	$0.225 in $0.901 out	—
Qwen3.5 397B A17B Alibaba	Not available	$0.676 in $4.06 out	—
Qwen3.6 35B A3B Alibaba	Not available	$0.282 in $1.69 out	—
Qwen3.8 27B Alibaba	Not available	$0.676 in $3.72 out	—

Features Comparison

Pareto Inference

Direct API Access
Provides access through APIs compatible with various coding environments.
Support for Multiple Programming Languages
Works with Python, TypeScript, and several agent integrations.
High Uptime and Fast Response
Maintains 100% uptime and an average time to first response of 1.75 seconds.
Rewards Program
Offers rewards for user referrals and API usage.

Scaleway

GPU Instances
L4, L40S, H100 (PCIe and SXM) and B300-SXM (Blackwell) GPU instances in configurations from 1 to 8 GPUs.
Generative APIs
Serverless, pay-per-token access to hosted chat, vision, embedding and audio models, plus dedicated GPU deployments for models that need isolated capacity.
Bare Metal
Dedibox dedicated servers and cloud-integrated Elastic Metal alongside GPU and virtual instance compute.
Managed Kubernetes
Kapsule and Kosmos managed Kubernetes offerings for containerized workloads.
EU Data Sovereignty
Infrastructure across multiple multi-availability-zone European regions, with data residency in the EU.
Automation Tooling
Console, API, CLI and Terraform provider for provisioning and lifecycle automation.

Pros & Cons

Pareto Inference

Advantages

User-friendly API documentation
Wide range of coding agent support
Competitive token pricing structure

Considerations

Pricing details require review for precision
Limited availability of cached token services

Scaleway

Advantages

GPU lineup spanning L4 through B300-SXM (Blackwell) in 1-8 GPU configurations
Two inference paths: serverless per-token Generative APIs and dedicated GPU deployments for the same model catalog
European headquarters with data residency across multiple multi-AZ EU regions
Free tier for trying Generative APIs, including a token allowance and audio transcription minutes

Considerations

On-demand hourly pricing only; no reserved or spot pricing published for GPU Instances
Some GPU types are limited to specific availability zones
Faster support response times require a paid support plan

Compute Services

Pareto Inference

Scaleway

Pricing Options

Pareto Inference

Scaleway

On-demand GPU Instances

Hourly per-instance billing for L4, L40S, H100 and B300-SXM configurations, with no reserved or spot options.

Generative APIs - Serverless

Pay-per-token billing for hosted chat, vision, embedding and audio models, with a discount for Batches API requests.

Generative APIs - Dedicated Deployment

Hourly billing by GPU resource type for isolated model hosting.

Bare Metal

Dedibox and Elastic Metal dedicated servers, billed separately from GPU compute.

Getting Started

Pareto Inference

Get Started

1
Create an Account
Sign up on the Pareto Inference platform.
2
Obtain API Key
Generate an API key from your account settings.
3
Set Up Environment
Install required SDKs and configure your app with the API key.
4
Make API Calls
Use provided examples to initiate requests to the GLM 5.3 Flash model.

Scaleway

Get Started

1
Create an account
Sign up in the Scaleway console and complete identity verification.
2
Choose a region
Select an availability zone; some GPU types are limited to specific zones.
3
Launch a GPU Instance or call a Generative API
Provision a GPU Instance from the console, API, CLI or Terraform, or call a hosted model through the Generative APIs.
4
Connect and deploy
Connect to the running instance, or integrate the API endpoint into an application.
5
Monitor usage and get support
Track consumption in the console and reach support via ticket, with paid plans offering hotline access.

Support & Global Availability

Pareto Inference

Support

Access to support is available through documentation and user forums.

Scaleway

Global Regions

GPU Instances span multiple multi-availability-zone regions in Europe; Generative APIs (serverless and dedicated) are currently served from the Paris region.

Support

24/7 ticket support included on every plan; paid Advanced, Business and Enterprise tiers add hotline access, faster response times and, on Enterprise, a dedicated technical account manager. Additional resources include documentation, a community Slack and a public status page; support is offered in English and French.