---
title: AI Infrastructure at Any Scale
meta_desc: Spin up AI infrastructure in any cloud using any programming language

type: page
layout: ai-solutions

overview:
    title: Scale AI Infrastructure using Python
    description: |
        Pulumi streamlines provisioning, scaling, and management of artificial intelligence (AI) and machine learning (ML) infrastructure across any cloud. Using familiar programming languages, including Python, develop your infrastructure as code (IaC) to automate data pipelines, model training clusters, and backend services. Pulumi dissolves the barriers between infrastructure and data science teams, accelerating your time to market.

benefits:
    title: Why Pulumi?
    benefits:
      items:
        - title: Easy and Intuitive
          icon: code
          icon_color: yellow
          description: |
            Easy to author IaC with standard programming languages like Python. 

        - title: Ship Faster with Guardrails
          icon: global
          icon_color: yellow
          description: |
            Eliminate infrastructure engineering and data scientist silos.

        - title: Total Visibility & Control
          icon: puzzle
          icon_color: yellow
          description: |
            Always know and enforce what's going on in your organization. 


customer_logos:
  title: Organizations managing AI and ML infrastructure with Pulumi
  logos:
    - name: altana
    - name: cto-ai
    - name: levitate-ai
    - name: banana
    - name: modal
    - name: mpathic
    - name: pinecone
    - name: ozette
    - name: outmind-ai
    - name: synthesis-ai
    - name: relational-ai
    - name: retain-ai
    - name: taranis

get_started:
    get_started:
        title: Get Started
        description: |
          Schedule some time with our customer engineering team, and we will help you scale your AI infrastructure with Pulumi.
        cta_text: Schedule now
---