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因果推論AIの市場規模、シェア、動向分析レポート：展開別、技術別、最終用途別、地域別、セグメント予測、2025年～2033年

Causal AI Market Size, Share & Trends Analysis Report By Deployment (Cloud, On-premises, Hybrid), By Technology (Causal Inference Engines, Structural Causal Models), By End Use, By Region, And Segment Forecasts, 2025 - 2033

出版日
ページ情報
英文 150 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=148.47円
因果推論AIの市場規模、シェア、動向分析レポート：展開別、技術別、最終用途別、地域別、セグメント予測、2025年～2033年
出版日: 2025年06月11日
発行: Grand View Research
ページ情報: 英文 150 Pages
納期: 2～10営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 図表
  • 目次
概要

因果推論AI市場のサマリー

因果推論AIの世界市場規模は、2024年に405億5,000万米ドルと推計され、2033年には7,577億4,000万米ドルに達し、2025年から2033年までのCAGRは39.4%で成長すると予測されています。因果推論AIは、より説明可能で信頼性が高く、意思決定中心の人工知能システムを求める企業が増えていることから、大きな成長を遂げています。

相関関係を重視する従来のAIモデルとは異なり、因果推論AIは原因と結果の関係を特定し、より深い洞察、より優れた意思決定、政策介入の改善を可能にします。このパラダイムシフトは、ヘルスケア、金融、サプライチェーン、公共政策など、特定の行動の影響を理解することが重要な分野で勢いを増しています。ヘルスケアでは、因果推論AIは治療が患者の転帰に与える実際の影響を判断することで、精密医療をサポートしています。同時に金融では、市場の動きや信用リスクの背後にある要因を特定することで、リスクモデリングや規制遵守を強化します。倫理的なAI、説明責任、コンプライアンス、特にEU AI法のような進化する規制の枠組みが重視されるようになっていることも、その透明性と解釈可能性により、因果推論AIの需要を加速させています。さらに、生成AIや大規模言語モデル（LLM）との統合は、因果関係が生成エージェントの推論、計画、シミュレーション能力を向上させるという新たな相乗効果を生み出しています。

因果推論ライブラリ、オープンソースツール、ローコード/ノーコードプラットフォームの利用可能性を含む技術的進歩は、企業にとっての参入障壁を低くしています。その結果、新興企業も既存のハイテク企業も、自社のソリューションを際立たせ、強力なAIアプリケーションを提供するために、因果推論AIプラットフォームに投資しています。市場はまだ黎明期でありながら急速に進化しており、早期導入企業は業務効率の向上と意思決定の精度向上を通じて、測定可能なROIを経験しています。全体として、因果推論AIの成長は、データ環境の複雑化と、よりインテリジェントで説明可能なシステムへの基本的なシフトの影響を受けています。

さらに、説明可能で信頼できるAIに対するニーズの高まり、透明性に対する規制圧力の高まり、データ主導の意思決定に対する需要の高まりがあります。企業が求めているのは単なる予測出力ではなく、結果の背後にある「理由」を理解することです。さらに、機械学習アルゴリズムの進歩、より豊富なデータセットへのアクセス、ジェネレーティブAIやLLMとの統合により、ヘルスケア、金融、物流、政策立案などの分野での採用が加速しています。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 因果推論AI市場の変数、動向、範囲

  • 市場イントロダクション/系統展望
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 業界の課題
  • 因果推論AI市場分析ツール
    • ポーター分析
    • PESTEL分析

第4章 因果推論AI市場：展開の推定・動向分析

  • セグメントダッシュボード
  • 因果推論AI市場：展開変動分析、2024年および2033年
  • クラウド
  • オンプレミス
  • ハイブリッド
  • オンプレミス

第5章 因果推論AI市場：技術の推定・動向分析

  • セグメントダッシュボード
  • 因果推論AI市場：技術変動分析、2024年および2033年
  • 因果推論エンジン
  • 構造因果モデル（SCM）
  • 反事実的シミュレーションツール
  • グラフベースの因果モデリング
  • その他

第6章 因果推論AI市場：最終用途の推定・動向分析

  • セグメントダッシュボード
  • 因果推論AI市場：最終用途変動分析、2024年および2033年
  • ヘルスケアとライフサイエンス
  • 金融サービス
  • 小売・Eコマース
  • 製造業
  • 政府および公共部門
  • テクノロジーとITサービス
  • その他

第7章 因果推論AI市場：地域の推定・動向分析

  • 因果推論AI市場シェア：地域別、2024年および2033年
  • 北米
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
  • ラテンアメリカ
    • ブラジル
  • 中東およびアフリカ
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ

第8章 競合情勢

  • 企業分類
  • 企業の市場ポジショニング
  • 参入企業の概要
  • 財務実績
  • 製品ベンチマーク
  • 企業ヒートマップ分析
  • 戦略マッピング
  • 企業プロファイル/上場企業
    • IBM
    • CausaLens
    • Microsoft
    • Dynatrace
    • Causality Link
    • Cognizant
    • Logility
    • DataRobot
    • Google
    • Aitia
    • Causaly
図表

List of Tables

  • Table 1 Causal AI - Industry Snapshot & Key Buying Criteria, 2021 - 2033
  • Table 2 Global Causal AI Market, 2021 - 2033 (USD Million)
  • Table 3 Global Causal AI Market Estimates and Forecast by Type, 2021 - 2033 (USD Million)
  • Table 4 Global Causal AI Market Estimates and Forecast by Technology, 2021 - 2033 (USD Million)
  • Table 5 Global Causal AI Market Estimates and Forecast by End Use, 2021 - 2033 (USD Million)
  • Table 6 Global Causal AI Market Estimates and Forecasts by Region, 2021 - 2033 (USD Million)
  • Table 7 North America Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 8 North America Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 9 North America Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 10 North America Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 11 U.S. Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 12 U.S. Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 13 U.S. Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 14 U.S. Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 15 Canada Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 16 Canada Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 17 Canada Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 18 Canada Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 19 Mexico Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 20 Mexico Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 21 Mexico Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 22 Mexico Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 23 Europe Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 24 Europe Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 25 Europe Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 26 Europe Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 27 UK Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 28 UK Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 29 UK Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 30 UK Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 31 Germany Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 32 Germany Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 33 Germany Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 34 Germany Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 35 France Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 36 France Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 37 France Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 38 France Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 39 Asia Pacific Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 40 Asia Pacific Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 41 Asia Pacific Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 42 Asia Pacific Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 43 China Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 44 China Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 45 China Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 46 China Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 47 Japan Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 48 Japan Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 49 Japan Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 50 Japan Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 51 India Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 52 India Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 53 India Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 54 India Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 55 South Korea Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 56 South Korea Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 57 South Korea Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 58 South Korea Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 59 Australia Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 60 Australia Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 61 Australia Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 62 Australia Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 63 Latin America Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 64 Latin America Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 65 Latin America Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 66 Latin America Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 67 Brazil Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 68 Brazil Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 69 Brazil Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 70 Brazil Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 71 MEA Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 72 MEA Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 73 MEA Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 74 MEA Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 75 KSA Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 76 KSA Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 77 KSA Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 78 KSA Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 79 UAE Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 80 UAE Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 81 UAE Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 82 UAE Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
  • Table 83 South Africa Causal AI Market Estimates and Forecast, 2021 - 2033 (USD Million)
  • Table 84 South Africa Causal AI Market Estimates and Forecast, by Type, 2021 - 2033 (USD Million)
  • Table 85 South Africa Causal AI Market Estimates and Forecast, by Technology, 2021 - 2033 (USD Million)
  • Table 86 South Africa Causal AI Market Estimates and Forecast, by End Use, 2021 - 2033 (USD Million)

List of Figures

  • Fig. 1 Causal AI Market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Market formulation & validation
  • Fig. 7 Causal AI Market snapshot
  • Fig. 8 Causal AI Market segment snapshot
  • Fig. 9 Causal AI Market competitive landscape snapshot
  • Fig. 10 Market driver impact analysis
  • Fig. 11 Market restraint impact analysis
  • Fig. 12 Causal AI Market: Deployment outlook key takeaways (USD Million)
  • Fig. 13 Causal AI Market: Deployment movement analysis 2024 & 2033 (USD Million)
  • Fig. 14 Cloud market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 15 On-premises market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 16 Hybrid market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 17 Causal AI Market: Technology outlook key takeaways (USD Million)
  • Fig. 18 Causal AI Market: Technology movement analysis 2024 & 2033 (USD Million)
  • Fig. 19 Causal Inference Engines market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 20 Counterfactual Simulation Tools market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 21 Graph-Based Causal Modeling market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 22 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 23 Causal AI Market: End Use outlook key takeaways (USD Million)
  • Fig. 24 Causal AI Market: End Use movement analysis 2024 & 2033 (USD Million)
  • Fig. 25 Healthcare & Life Sciences market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 26 Financial Services market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 27 Retail & E-commerce market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 28 Manufacturing market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 29 Government & Public Sector market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 30 Technology & IT Services market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 31 Others market revenue estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 32 Regional marketplace: Key takeaways
  • Fig. 33 Causal AI Market: Regional outlook, 2024 & 2033 (USD Million)
  • Fig. 34 North America Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 35 U.S. Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 36 Canada Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 37 Mexico Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 38 Europe Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 39 UK Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 40 Germany Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 41 France Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 42 Asia Pacific Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 43 China Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 44 Japan Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 45 India Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 46 South Korea Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 47 Australia Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 48 Latin America Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 49 Brazil Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 50 MEA Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 51 KSA Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 52 UAE Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 53 South Africa Causal AI Market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 54 Company Categorization
  • Fig. 55 Company Market Positioning
  • Fig. 56 Strategy framework
目次
Product Code: GVR-4-68040-617-7

Causal AI Market Summary

The global causal AI market size was estimated at USD 40.55 billion in 2024 and is projected to reach USD 757.74 billion by 2033, growing at a CAGR of 39.4% from 2025 to 2033. Causal AI is experiencing significant growth as organizations increasingly demand more explainable, reliable, and decision-centric artificial intelligence systems.

Unlike traditional AI models that focus on correlations, Causal AI identifies cause-and-effect relationships, enabling deeper insights, better decision-making, and improved policy interventions. The paradigm shift is gaining momentum across sectors such as healthcare, finance, supply chain, and public policy, where understanding the impact of specific actions is critical. In healthcare, Causal AI supports precision medicine by determining the actual impact of treatments on patient outcomes. At the same time, in finance, it enhances risk modeling and regulatory compliance by identifying drivers behind market movements or credit risks. The growing emphasis on ethical AI, accountability, and compliance, especially under evolving regulatory frameworks like the EU AI Act, is also accelerating the demand for Causal AI due to its transparency and interpretability. Furthermore, integration with generative AI and large language models (LLMs) is creating new synergies, where causality improves the reasoning, planning, and simulation capabilities of generative agents.

Technological advancements, including the availability of causal inference libraries, open-source tools, and low-code/no-code platforms, are reducing the entry barrier for enterprises. Consequently, both startups and established tech companies are investing in causal AI platforms to set their solutions apart and provide powerful AI applications. The market remains in a nascent yet rapidly evolving phase, with early adopters experiencing measurable ROI through enhanced operational efficiency and improved decision accuracy. Overall, the growth of Causal AI is influenced by increasing complexity in data environments and a fundamental shift toward more intelligent, explainable systems.

Moreover, the rising need for explainable and trustworthy AI, growing regulatory pressures for transparency, and increasing demand for data-driven decision-making. Businesses seek more than just predictive outputs, as they want to understand the "why" behind outcomes. Additionally, advancements in machine learning algorithms, access to richer datasets, and integration with generative AI and LLMs are accelerating adoption across sectors like healthcare, finance, logistics, and policy planning.

Global Causal AI Market Report Segmentation

This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global causal AI market report based on deployment, technology, end use, and region:

  • Deployment Outlook (Revenue, USD Million, 2021 - 2033)
  • Cloud
  • On-premises
  • Hybrid
  • Technology Outlook (Revenue, USD Million, 2021 - 2033)
  • Causal Inference Engines
  • Structural Causal Models (SCM)
  • Counterfactual Simulation Tools
  • Graph-Based Causal Modeling
  • Others
  • End Use Outlook (Revenue, USD Million, 2021 - 2033)
  • Healthcare & Life Sciences
  • Financial Services
  • Retail & E-commerce
  • Manufacturing
  • Government & Public Sector
  • Technology & IT Services
  • Others
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Australia
  • Latin America
    • Brazil
  • Middle East and Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definition
  • 1.3. Research Methodology
    • 1.3.1. Information Procurement
    • 1.3.2. Information or Data Analysis
    • 1.3.3. Market Formulation & Data Visualization
    • 1.3.4. Data Validation & Publishing
  • 1.4. Research Scope and Assumptions
    • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Outlook
  • 2.3. Competitive Insights

Chapter 3. Causal AI Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Market Dynamics
    • 3.2.1. Market Driver Analysis
    • 3.2.2. Market Restraint Analysis
    • 3.2.3. Industry Challenge
  • 3.3. Causal AI Market Analysis Tools
    • 3.3.1. Porter's Analysis
    • 3.3.2. PESTEL Analysis

Chapter 4. Causal AI Market: Deployment Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Causal AI market: Deployment Movement Analysis, 2024 & 2033 (USD Million)
  • 4.3. Cloud
    • 4.3.1. Cloud Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 4.4. On-premises
    • 4.4.1. On-premises Causal AI market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 4.5. Hybrid
    • 4.5.1. Hybrid Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 4.6. On-premises
    • 4.6.1. On-premises Causal AI market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 5. Causal AI Market: Technology Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Causal AI market: Technology Movement Analysis, 2024 & 2033 (USD Million)
  • 5.3. Causal Inference Engines
    • 5.3.1. Causal Inference Engines Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.4. Structural Causal Models (SCM)
    • 5.4.1. Structural Causal Models (SCM) Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.5. Counterfactual Simulation Tools
    • 5.5.1. Counterfactual Simulation Tools Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.6. Graph-Based Causal Modeling
    • 5.6.1. Graph-Based Causal Modeling Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.7. Others
    • 5.7.1. Others Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 6. Causal AI Market: End Use Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. Causal AI Market: End Use Movement Analysis, 2024 & 2033 (USD Million)
  • 6.3. Healthcare & Life Sciences
    • 6.3.1. Healthcare & Life Sciences Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.4. Financial Services
    • 6.4.1. Financial Services Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.5. Retail & E-commerce
    • 6.5.1. Retail & E-commerce Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.6. Manufacturing
    • 6.6.1. Manufacturing Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.7. Government & Public Sector
    • 6.7.1. Government & Public Sector Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.8. Technology & IT Services
    • 6.8.1. Technology & IT Services Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.9. Others
    • 6.9.1. Others Causal AI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 7. Causal AI Market: Regional Estimates & Trend Analysis

  • 7.1. Causal AI Market Share, By Region, 2024 & 2033 (USD Million)
  • 7.2. North America
    • 7.2.1. North America Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.2.2. U.S.
      • 7.2.2.1. U.S. Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.2.3. Canada
      • 7.2.3.1. Canada Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.2.4. Mexico
      • 7.2.4.1. Mexico Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 7.3. Europe
    • 7.3.1. Europe Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.3.2. UK
      • 7.3.2.1. UK Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.3.3. Germany
      • 7.3.3.1. Germany Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.3.4. France
      • 7.3.4.1. France Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 7.4. Asia Pacific
    • 7.4.1. Asia Pacific Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.4.2. China
      • 7.4.2.1. China Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.4.3. Japan
      • 7.4.3.1. Japan Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.4.4. India
      • 7.4.4.1. India Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.4.5. South Korea
      • 7.4.5.1. South Korea Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.4.6. Australia
      • 7.4.6.1. Australia Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 7.5. Latin America
    • 7.5.1. Latin America Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.5.2. Brazil
      • 7.5.2.1. Brazil Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 7.6. Middle East and Africa
    • 7.6.1. Middle East and Africa Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.6.2. KSA
      • 7.6.2.1. KSA Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.6.3. UAE
      • 7.6.3.1. UAE Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 7.6.4. South Africa
      • 7.6.4.1. South Africa Causal AI Market Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 8. Competitive Landscape

  • 8.1. Company Categorization
  • 8.2. Company Market Positioning
  • 8.3. Participant's Overview
  • 8.4. Financial Performance
  • 8.5. Product Benchmarking
  • 8.6. Company Heat Map Analysis
  • 8.7. Strategy Mapping
  • 8.8. Company Profiles/Listing
    • 8.8.1. IBM
      • 8.8.1.1. Participant's Overview
      • 8.8.1.2. Financial Performance
      • 8.8.1.3. Product Benchmarking
      • 8.8.1.4. Recent Developments
    • 8.8.2. CausaLens
      • 8.8.2.1. Participant's Overview
      • 8.8.2.2. Financial Performance
      • 8.8.2.3. Product Benchmarking
      • 8.8.2.4. Recent Developments
    • 8.8.3. Microsoft
      • 8.8.3.1. Participant's Overview
      • 8.8.3.2. Financial Performance
      • 8.8.3.3. Product Benchmarking
      • 8.8.3.4. Recent Developments
    • 8.8.4. Dynatrace
      • 8.8.4.1. Participant's Overview
      • 8.8.4.2. Financial Performance
      • 8.8.4.3. Product Benchmarking
      • 8.8.4.4. Recent Developments
    • 8.8.5. Causality Link
      • 8.8.5.1. Participant's Overview
      • 8.8.5.2. Financial Performance
      • 8.8.5.3. Product Benchmarking
      • 8.8.5.4. Recent Developments
    • 8.8.6. Cognizant
      • 8.8.6.1. Participant's Overview
      • 8.8.6.2. Financial Performance
      • 8.8.6.3. Product Benchmarking
      • 8.8.6.4. Recent Developments
    • 8.8.7. Logility
      • 8.8.7.1. Participant's Overview
      • 8.8.7.2. Financial Performance
      • 8.8.7.3. Product Benchmarking
      • 8.8.7.4. Recent Developments
    • 8.8.8. DataRobot
      • 8.8.8.1. Participant's Overview
      • 8.8.8.2. Financial Performance
      • 8.8.8.3. Product Benchmarking
      • 8.8.8.4. Recent Developments
    • 8.8.9. Google
      • 8.8.9.1. Participant's Overview
      • 8.8.9.2. Financial Performance
      • 8.8.9.3. Product Benchmarking
      • 8.8.9.4. Recent Developments
    • 8.8.10. Aitia
      • 8.8.10.1. Participant's Overview
      • 8.8.10.2. Financial Performance
      • 8.8.10.3. Product Benchmarking
      • 8.8.10.4. Recent Developments
    • 8.8.11. Causaly
      • 8.8.11.1. Participant's Overview
      • 8.8.11.2. Financial Performance
      • 8.8.11.3. Product Benchmarking
      • 8.8.11.4. Recent Developments