Kaisar
  • Origins
    • Overview & Mission
    • Challenges
      • Exponential Change in Spending and Compute Requirements
      • Cost challenges with traditional cloud GPU providers.
      • Centralized GPU Computing Challenges
      • Building the Kaisar Network
    • Problem Statement
    • The Solution: Kaisar's Decentralized GPU Network
      • Kaisar's Competitive Edge
        • Technical Specifications
    • FAQ
      • What is Kaisar?
      • Does Kaisar use blockchain technology?
      • What are the main products offered by Kaisar?
      • Can I contribute my GPU resources to Kaisar?
      • What is Proof of Physical Work (PoPW)?
      • How does Kaisar GPU Container work?
      • What frameworks are supported by Kaisar GPU Container?
      • How do I deploy a GPU Container?
      • What payment methods are accepted?
      • How is pricing determined?
      • What GPUs are supported?
      • How do I monitor my GPU container?
      • How does Kaisar ensure security of containers?
      • How do I get started with Kaisar?
  • Kaisar Architecture
    • Overview
      • Key Components
      • Kaisar Network Overview
    • Detailed Architecture
      • Architecture Layers
        • Security Layer
        • Backend Layer
        • Infrastructure Layer
        • Frontend Layer
    • Core Workflows
      • Kaisar Checker
      • Kaisar Cloud ( End-User ) Workflow
      • Kaisar Provider
    • Glossary of Terms
  • Products
    • Kaisar Cloud (End-Users)
      • Kaisar GPU Container
      • How to rent GPUs
      • How to deploy a GPU Container
      • Releases
    • Kaisar Checker Node
      • What is the Kaisar Checker Node
        • Introduction
        • How do Checker Nodes Work
        • Benefits of Owning a Checker Node
        • Node Sale Information
        • Referral Mechanism
        • What is the Checker Node License (NFT)
        • Reward Calculation Formula
        • Reward Unlock Period
        • FAQs
      • How to Purchase Checker Nodes
        • Step 1 - Connect wallet
        • Step 2 - Choose the Network
        • Step 3 - Commitment Submission
        • Step 4 - Referral Link Sharing
        • Step 5 - Confirmation
        • What’s Next?
        • FAQs
      • How to Manage Checker Nodes
        • Get started
        • Connect Wallet
        • Delegate and Undelegate your Checker NFT Licenses
      • How to run Checker Nodes
      • Contact and Support
        • Legal and Compliance
        • Sale Disclaimer
  • SUPPORT
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  1. Origins
  2. Challenges

Exponential Change in Spending and Compute Requirements

PreviousChallengesNextCost challenges with traditional cloud GPU providers.

Last updated 7 months ago

According to , global spending on AI-centric systems is forecast to reach $154 billion in 2023 and is expected to continue growing rapidly, driven by increasing investments in AI by various industries such as banking, retail, and professional services.

Key areas of AI hardware spending include GPUs, TPUs, and custom AI chips. The broader IT spending landscape also highlights significant growth in data center systems, with spending projected to increase from $237 billion in 2023 to $260 billion in 2024. This growth is part of a broader trend of increasing investment in software, IT services, and communications services driven by the adoption of AI and other emerging technologies (Source: ).

To gain insights into projected hardware use by AI Systems, ) highlights the economic impact of AI, showing a significant increase in the use of training compute for notable machine learning models

GlobalTechCouncil
Splunk
Stanford AI Index Report 2024