市場調査レポート

商品コード

コーザルAIの世界市場 - 予測（～2030年）

Causal AI Market by Offering, Application - Global Forecast to 2030

出版日: 2024年12月13日
発行: MarketsandMarkets
ページ情報: 英文 332 Pages
納期: 即納可能

カスタマイズ可能

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全表示
概要
図表
目次

概要

サンプル依頼リストに入れる

世界のコーザルAIの市場規模は、2024年の5,620万米ドルから2030年までに4億5,680万米ドルに達すると予測され、予測期間にCAGRで41.8%の力強い成長が見込まれます。

医療、金融、自動運転車など、従来のAIアプローチでは予測の背後にある因果関係を明らかにするのに苦労している産業で、先進の意思決定ツールに対する需要が高まっていることが、この伸びを後押ししています。さらに、因果関係の特定から因果関係に根ざした計画の実行に焦点が移行しているため、特に迅速な分析やテーラーメイドサービスにおいて、さまざまな産業でコーザルAIを採用する意義が高まっていることが明らかになっています。しかし、因果推論モデルを構築し、実行に移すまでのプロセスが複雑であるため、市場には大きな障害が立ちはだかっています。これには広大な知識と計算リソースが必要で、中小企業による採用は抑制される可能性があります。さらに、データのプライバシーや規制遵守に関する懸念が、データの入手性や利用の妨げとなっており、イノベーションと倫理的懸念のバランスを取ることの難しさが浮き彫りになっています。

調査範囲
調査対象年	2019年～2030年
基準年	2023年
予測期間	2024年～2030年
単位	100万米ドル
セグメント	提供、用途、業界、地域
対象地域	北米、欧州、アジア太平洋、中東・アフリカ、ラテンアメリカ

「提供別では、ソフトウェアセグメントが予測期間に最大の市場シェアを占める見込みです。」

予測期間中、ソフトウェアセグメントは、組織が意思決定に先進の因果推論機能を活用できるようにすることで、コーザルAI市場で最大の市場シェアを占める見込みです。コーザルAI技術は、従来の予測分析を超えて、原因と結果のつながりを発見するツールとプラットフォームを企業に提供します。この能力は、複雑で絶えず変化する環境において、十分な情報に基づいた意思決定を行おうとする企業にとって、ますます重要になっています。ソフトウェアソリューションは、医療、金融、小売、製造などの部門で、既存のシステムを改良、カスタマイズ、統合し、アクセシビリティと柔軟性を高めることができます。さらに、AIプラットフォームの迅速な進歩、クラウドベースの展開の選択肢、使いやすいインターフェースも、ソフトウェアの採用を増やしています。企業は、業務の改善、顧客対応の強化、実用的な知見に向けたデータ分析を通じたリスク管理の強化のためにコーザルAI技術を利用しています。

「業界別では、医療・ライフサイエンスが予測期間にもっとも速い市場成長率を記録する見込みです。」

医療・ライフサイエンス産業は、個別化医療や医薬品開発を変革し、患者のケアを強化することが期待されることから、コーザルAI市場の急成長が予測されます。コーザルAIは、医療提供者や研究者が因果関係を明らかにすることを可能にし、その結果、発病、治療効果、全体的な健康転帰の理解を向上させます。この能力により、臨床上の意思決定が改善され、治療における試行錯誤が最小化され、健康状態に影響を及ぼすの影響力のある要因を認識することで、医薬品開発プロセスが加速します。さらに、医学研究においては、単なる相関関係ではなく因果関係を理解するために、交絡因子を考慮しながら大規模なデータセットを分析することが、コーザルAIにとって極めて重要です。医療組織は、コストを管理し患者転帰と業務効率を向上させるために、予測的・処方的アナリティクスへのニーズの高まりに対応するため、コーザルAIの利用を増やしています。電子カルテやウェアラブル医療機器など、医療データのデジタル化の進行もこの部門の成長を促進し、コーザルAIを利用する機会を生み出しています。

当レポートでは、世界のコーザルAI市場について調査分析し、主な促進要因と抑制要因、競合情勢、将来の動向などの情報を提供しています。

イントロダクション
市場力学
- 促進要因
- 抑制要因
- 機会
- 課題
因果的AIの進化
サプライチェーン分析
エコシステム分析
- コーザルAIプラットフォームプロバイダー
- コーザルAIツールプロバイダー
- コーザルAIツールキット、APIプロバイダー
- コーザルAIサービスプロバイダー
投資情勢と資金調達シナリオ
コーザルAI市場に対する生成AIの影響
- 因果分析へのデータの可用性の向上
- 因果モデルのストレステスト
- 複雑な多変量解析のサポート
- 加速したモデル開発
- より公平な結果に向けた偏見の削減
- 因果テストに向けたダイナミックシミュレーション
価格分析
- 価格データ：提供別
- 価格データ：用途別
ケーススタディ分析
技術分析
- 主要技術
- 補完技術
- 隣接技術
規制情勢
- 規制機関、政府機関、その他の組織
- 規制：コーザルAI
特許分析
- 調査手法
- 出願された特許：文書タイプ別
- イノベーションと特許出願
主な会議とイベント（2024年～2025年）
ポーターのファイブフォース分析
主なステークホルダーと購入基準
顧客ビジネスに影響を与える動向/混乱

第6章コーザルAI市場：提供別

イントロダクション
ソフトウェア
サービス

第7章コーザルAI市場：用途別

イントロダクション
財務管理
販売・顧客管理
経営・サプライチェーン管理
マーケティング・価格管理
その他の用途

第8章コーザルAI市場：業界別

イントロダクション
BFSI
医療・ライフサイエンス
小売・eコマース
製造
輸送・ロジスティクス
メディア・エンターテインメント
通信
エネルギー・ユーティリティ
その他の産業

第9章コーザルAI市場：地域別

イントロダクション
北米
- 北米のコーザルAI市場の促進要因
- 北米のマクロ経済の見通し
- 米国
- カナダ
欧州
- 欧州のコーザルAI市場の促進要因
- 欧州のマクロ経済の見通し
- 英国
- ドイツ
- フランス
- その他の欧州
アジア太平洋
- アジア太平洋のコーザルAI市場の促進要因
- アジア太平洋のマクロ経済の見通し
- 中国
- インド
- 日本
- 韓国
- ASEAN
- その他のアジア太平洋
中東・アフリカ
- 中東・アフリカのコーザルAI市場の促進要因
- 中東・アフリカのマクロ経済の見通し
- サウジアラビア
- アラブ首長国連邦
- 南アフリカ
- その他の中東
ラテンアメリカ
- ラテンアメリカのコーザルAI市場の促進要因
- ラテンアメリカのマクロ経済の見通し
- ブラジル
- メキシコ
- その他のラテンアメリカ

第10章競合情勢

概要
主要参入企業の戦略/強み
収益分析
市場シェア分析
製品の比較分析
- DECISIONOS PLATFORM（CAUSALENS）
- CAUSAL REASONING PLATFORM（CAUSELY）
- LIFESIGHT PLATFORM（LIFESIGHT）
- CAUSALITY ENGINE, COGNIZANT CAUSALITY SERVICE（COGNIZANT）
- DYNATRACE PLATFORM（DYNATRACE）
企業の評価と財務指標
企業の評価マトリクス：主要企業（2023年）
企業の評価マトリクス：スタートアップ/中小企業（2023年）
競合シナリオと動向

第11章企業プロファイル

イントロダクション
主要企業
- GOOGLE
- IBM
- MICROSOFT
- DYNATRACE
- COGNIZANT
- LOGILITY
- DATAROBOT
- CAUSALENS
- DATA POEM
- LIFESIGHT
- AITIA
- CAUSALY
スタートアップ/中小企業
- CAUSALITY LINK
- TASKADE
- CAUSELY
- XPLAIN DATA
- PARABOLE.AI
- DATMA
- INCRMNTAL
- SCALNYX
- GEMINOS
- CAUSAI
- CAUSA
- ACTABLE AI
- BIOTX.AI
- HOWSO
- VELDT
- CML INSIGHT

第12章隣接市場と関連市場

イントロダクション
AI市場 - 世界の予測（～2030年）
- 市場の定義
- 市場の概要
AIガバナンス市場 - 世界の予測（～2030年）
- 市場の定義
- 市場の概要

第13章付録

図表

List of Tables

TABLE 1 CAUSAL AI MARKET DETAILED SEGMENTATION
TABLE 2 UNITED STATES DOLLAR EXCHANGE RATE, 2019-2023
TABLE 3 PRIMARY INTERVIEWS
TABLE 4 FACTOR ANALYSIS
TABLE 5 GLOBAL CAUSAL AI MARKET SIZE AND GROWTH RATE, 2019-2023 (USD THOUSAND, Y-O-Y %)
TABLE 6 GLOBAL CAUSAL AI MARKET SIZE AND GROWTH RATE, 2024-2030 (USD THOUSAND, Y-O-Y %)
TABLE 7 CAUSAL AI MARKET: ECOSYSTEM
TABLE 8 PRICING DATA OF CAUSAL AI, BY OFFERING
TABLE 9 PRICING DATA OF CAUSAL AI, BY APPLICATION
TABLE 10 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 13 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 14 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 15 PATENTS FILED, 2015-2024
TABLE 16 LIST OF FEW PATENTS IN CAUSAL AI MARKET, 2022-2024
TABLE 17 CAUSAL AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024-2025
TABLE 18 PORTERS' FIVE FORCES' IMPACT ON CAUSAL AI MARKET
TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
TABLE 20 KEY BUYING CRITERIA FOR TOP THREE END USERS
TABLE 21 CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 22 CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 23 SOFTWARE: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 24 SOFTWARE: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 25 CAUSAL AI PLATFORMS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 26 CAUSAL AI PLATFORMS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 27 CAUSAL AI SOLUTIONS: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 28 CAUSAL AI SOLUTIONS: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 29 CAUSAL DISCOVERY: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 30 CAUSAL DISCOVERY: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 31 CAUSAL MODELING: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 32 CAUSAL MODELING: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 33 DECISION INTELLIGENCE: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 34 DECISION INTELLIGENCE: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 35 ROOT-CAUSE ANALYSIS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 36 ROOT-CAUSE ANALYSIS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 37 CAUSAL AI APIS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 38 CAUSAL AI APIS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 39 SOFTWARE DEVELOPMENT KITS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 40 SOFTWARE DEVELOPMENT KITS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 41 SERVICES: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 42 SERVICES: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 43 CONSULTING SERVICES: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 44 CONSULTING SERVICES: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 45 DEPLOYMENT & INTEGRATION SERVICES: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 46 DEPLOYMENT & INTEGRATION SERVICES: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 47 TRAINING, SUPPORT & MAINTENANCE SERVICES: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 48 TRAINING, SUPPORT & MAINTENANCE SERVICES: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 49 CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 50 CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 51 FINANCIAL MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 52 FINANCIAL MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 53 FACTOR INVESTING: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 54 FACTOR INVESTING: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 55 PORTFOLIO SIMULATION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 56 PORTFOLIO SIMULATION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 57 INVESTMENT ANALYSIS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 58 INVESTMENT ANALYSIS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 59 OTHER FINANCIAL MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 60 OTHER FINANCIAL MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 61 SALES & CUSTOMER MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 62 SALES & CUSTOMER MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 63 CHURN PREDICTION & PREVENTION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 64 CHURN PREDICTION & PREVENTION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 65 CUSTOMER SEGMENTATION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 66 CUSTOMER SEGMENTATION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 67 CUSTOMER LIFETIME VALUE (CLV) PREDICTION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 68 CUSTOMER LIFETIME VALUE (CLV) PREDICTION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 69 CUSTOMER EXPERIENCE OPTIMIZATION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 70 CUSTOMER EXPERIENCE OPTIMIZATION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 71 PERSONALIZED RECOMMENDATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 72 PERSONALIZED RECOMMENDATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 73 OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 74 OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 75 OPERATIONS & SUPPLY CHAIN MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 76 OPERATIONS & SUPPLY CHAIN MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 77 BOTTLENECK REMEDIATION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 78 BOTTLENECK REMEDIATION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 79 PREDICTIVE MAINTENANCE: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 80 PREDICTIVE MAINTENANCE: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 81 REAL-TIME FAILURE RESPONSE: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 82 REAL-TIME FAILURE RESPONSE: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 83 INVENTORY MANAGEMENT: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 84 INVENTORY MANAGEMENT: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 85 OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 86 OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 87 MARKETING & PRICING MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2019-2023 (USD THOUSAND)
TABLE 88 MARKETING & PRICING MANAGEMENT: CAUSAL AI MARKET, BY TYPE, 2024-2030 (USD THOUSAND)
TABLE 89 MARKETING CHANNEL OPTIMIZATION: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 90 MARKETING CHANNEL OPTIMIZATION: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 91 PRICE ELASTICITY MODELING: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 92 PRICE ELASTICITY MODELING: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 93 PROMOTIONAL IMPACT ANALYSIS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 94 PROMOTIONAL IMPACT ANALYSIS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 95 COMPETITIVE PRICING ANALYSIS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 96 COMPETITIVE PRICING ANALYSIS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 97 OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 98 OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 99 OTHER APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 100 OTHER APPLICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 101 CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 102 CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 103 BFSI: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 104 BFSI: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 105 HEALTHCARE & LIFE SCIENCES: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 106 HEALTHCARE & LIFE SCIENCES: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 107 RETAIL & E-COMMERCE: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 108 RETAIL & E-COMMERCE: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 109 MANUFACTURING: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 110 MANUFACTURING: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 111 TRANSPORTATION & LOGISTICS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 112 TRANSPORTATION & LOGISTICS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 113 MEDIA & ENTERTAINMENT: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 114 MEDIA & ENTERTAINMENT: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 115 TELECOMMUNICATIONS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 116 TELECOMMUNICATIONS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 117 ENERGY & UTILITIES: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 118 ENERGY & UTILITIES: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 119 OTHER VERTICALS: CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 120 OTHER VERTICALS: CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 121 CAUSAL AI MARKET, BY REGION, 2019-2023 (USD THOUSAND)
TABLE 122 CAUSAL AI MARKET, BY REGION, 2024-2030 (USD THOUSAND)
TABLE 123 NORTH AMERICA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 124 NORTH AMERICA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 125 NORTH AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019-2023 (USD THOUSAND)
TABLE 126 NORTH AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024-2030 (USD THOUSAND)
TABLE 127 NORTH AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2019-2023 (USD THOUSAND)
TABLE 128 NORTH AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2024-2030 (USD THOUSAND)
TABLE 129 NORTH AMERICA: CAUSAL AI MARKET, BY SERVICE, 2019-2023 (USD THOUSAND)
TABLE 130 NORTH AMERICA: CAUSAL AI MARKET, BY SERVICE, 2024-2030 (USD THOUSAND)
TABLE 131 NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 132 NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 133 NORTH AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 134 NORTH AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 135 NORTH AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 136 NORTH AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 137 NORTH AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 138 NORTH AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 139 NORTH AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 140 NORTH AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 141 NORTH AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 142 NORTH AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 143 NORTH AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2019-2023 (USD THOUSAND)
TABLE 144 NORTH AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2024-2030 (USD THOUSAND)
TABLE 145 US: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 146 US: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 147 CANADA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 148 CANADA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 149 EUROPE: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 150 EUROPE: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 151 EUROPE: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019-2023 (USD THOUSAND)
TABLE 152 EUROPE: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024-2030 (USD THOUSAND)
TABLE 153 EUROPE: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2019-2023 (USD THOUSAND)
TABLE 154 EUROPE: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2024-2030 (USD THOUSAND)
TABLE 155 EUROPE: CAUSAL AI MARKET, BY SERVICE, 2019-2023 (USD THOUSAND)
TABLE 156 EUROPE: CAUSAL AI MARKET, BY SERVICE, 2024-2030 (USD THOUSAND)
TABLE 157 EUROPE: CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 158 EUROPE: CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 159 EUROPE: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 160 EUROPE: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 161 EUROPE: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 162 EUROPE: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 163 EUROPE: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 164 EUROPE: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 165 EUROPE: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 166 EUROPE: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 167 EUROPE: CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 168 EUROPE: CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 169 EUROPE: CAUSAL AI MARKET, BY COUNTRY, 2019-2023 (USD THOUSAND)
TABLE 170 EUROPE: CAUSAL AI MARKET, BY COUNTRY, 2024-2030 (USD THOUSAND)
TABLE 171 UK: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 172 UK: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 173 GERMANY: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 174 GERMANY: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 175 FRANCE: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 176 FRANCE: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 177 REST OF EUROPE: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 178 REST OF EUROPE: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 179 ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 180 ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 181 ASIA PACIFIC: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019-2023 (USD THOUSAND)
TABLE 182 ASIA PACIFIC: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024-2030 (USD THOUSAND)
TABLE 183 ASIA PACIFIC: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2019-2023 (USD THOUSAND)
TABLE 184 ASIA PACIFIC: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2024-2030 (USD THOUSAND)
TABLE 185 ASIA PACIFIC: CAUSAL AI MARKET, BY SERVICE, 2019-2023 (USD THOUSAND)
TABLE 186 ASIA PACIFIC: CAUSAL AI MARKET, BY SERVICE, 2024-2030 (USD THOUSAND)
TABLE 187 ASIA PACIFIC: CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 188 ASIA PACIFIC: CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 189 ASIA PACIFIC: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 190 ASIA PACIFIC: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 191 ASIA PACIFIC: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 192 ASIA PACIFIC: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 193 ASIA PACIFIC: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 194 ASIA PACIFIC: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 195 ASIA PACIFIC: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 196 ASIA PACIFIC: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 197 ASIA PACIFIC: CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 198 ASIA PACIFIC: CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 199 ASIA PACIFIC: CAUSAL AI MARKET, BY COUNTRY, 2019-2023 (USD THOUSAND)
TABLE 200 ASIA PACIFIC: CAUSAL AI MARKET, BY COUNTRY, 2024-2030 (USD THOUSAND)
TABLE 201 CHINA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 202 CHINA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 203 INDIA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 204 INDIA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 205 JAPAN: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 206 JAPAN: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 207 SOUTH KOREA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 208 SOUTH KOREA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 209 ASEAN: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 210 ASEAN: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 211 REST OF ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 212 REST OF ASIA PACIFIC: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 213 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 214 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 215 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019-2023 (USD THOUSAND)
TABLE 216 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024-2030 (USD THOUSAND)
TABLE 217 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2019-2023 (USD THOUSAND)
TABLE 218 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2024-2030 (USD THOUSAND)
TABLE 219 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SERVICE, 2019-2023 (USD THOUSAND)
TABLE 220 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SERVICE, 2024-2030 (USD THOUSAND)
TABLE 221 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 222 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 223 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 224 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 225 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 226 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 227 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 228 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 229 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 230 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 231 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 232 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 233 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY COUNTRY, 2019-2023 (USD THOUSAND)
TABLE 234 MIDDLE EAST & AFRICA: CAUSAL AI MARKET, BY COUNTRY, 2024-2030 (USD THOUSAND)
TABLE 235 SAUDI ARABIA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 236 SAUDI ARABIA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 237 UAE: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 238 UAE: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 239 SOUTH AFRICA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 240 SOUTH AFRICA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 241 REST OF MIDDLE EAST: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 242 REST OF MIDDLE EAST: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 243 LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 244 LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 245 LATIN AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2019-2023 (USD THOUSAND)
TABLE 246 LATIN AMERICA: CAUSAL AI MARKET, BY SOFTWARE TYPE, 2024-2030 (USD THOUSAND)
TABLE 247 LATIN AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2019-2023 (USD THOUSAND)
TABLE 248 LATIN AMERICA: CAUSAL AI MARKET, BY CAUSAL AI SOLUTION, 2024-2030 (USD THOUSAND)
TABLE 249 LATIN AMERICA: CAUSAL AI MARKET, BY SERVICE, 2019-2023 (USD THOUSAND)
TABLE 250 LATIN AMERICA: CAUSAL AI MARKET, BY SERVICE, 2024-2030 (USD THOUSAND)
TABLE 251 LATIN AMERICA: CAUSAL AI MARKET, BY APPLICATION, 2019-2023 (USD THOUSAND)
TABLE 252 LATIN AMERICA: CAUSAL AI MARKET, BY APPLICATION, 2024-2030 (USD THOUSAND)
TABLE 253 LATIN AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 254 LATIN AMERICA: CAUSAL AI MARKET, BY FINANCIAL MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 255 LATIN AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 256 LATIN AMERICA: CAUSAL AI MARKET, BY SALES AND CUSTOMER MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 257 LATIN AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 258 LATIN AMERICA: CAUSAL AI MARKET, BY OPERATIONS & SUPPLY CHAIN MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 259 LATIN AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2019-2023 (USD THOUSAND)
TABLE 260 LATIN AMERICA: CAUSAL AI MARKET, BY MARKETING & PRICING MANAGEMENT, 2024-2030 (USD THOUSAND)
TABLE 261 LATIN AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2019-2023 (USD THOUSAND)
TABLE 262 LATIN AMERICA: CAUSAL AI MARKET, BY VERTICAL, 2024-2030 (USD THOUSAND)
TABLE 263 LATIN AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2019-2023 (USD THOUSAND)
TABLE 264 LATIN AMERICA: CAUSAL AI MARKET, BY COUNTRY, 2024-2030 (USD THOUSAND)
TABLE 265 BRAZIL: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 266 BRAZIL: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 267 MEXICO: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 268 MEXICO: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 269 REST OF LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2019-2023 (USD THOUSAND)
TABLE 270 REST OF LATIN AMERICA: CAUSAL AI MARKET, BY OFFERING, 2024-2030 (USD THOUSAND)
TABLE 271 CAUSAL AI MARKET: DEGREE OF COMPETITION
TABLE 272 REGIONAL FOOTPRINT (12 COMPANIES)
TABLE 273 OFFERING FOOTPRINT (12 COMPANIES)
TABLE 274 APPLICATION FOOTPRINT (12 COMPANIES)
TABLE 275 VERTICAL FOOTPRINT (12 COMPANIES)
TABLE 276 CAUSAL AI MARKET: KEY STARTUPS/SMES
TABLE 277 CAUSAL AI MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
TABLE 278 CAUSAL AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, OCTOBER 2022- MAY 2024
TABLE 279 CAUSAL AI MARKET: DEALS, SEPTEMBER 2023-OCTOBER 2024
TABLE 280 GOOGLE: COMPANY OVERVIEW
TABLE 281 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 282 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 283 GOOGLE: DEALS
TABLE 284 IBM: COMPANY OVERVIEW
TABLE 285 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 286 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 287 MICROSOFT: COMPANY OVERVIEW
TABLE 288 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 289 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 290 DYNATRACE: COMPANY OVERVIEW
TABLE 291 DYNATRACE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 292 DYNATRACE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 293 DYNATRACE: DEALS
TABLE 294 COGNIZANT: COMPANY OVERVIEW
TABLE 295 COGNIZANT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 296 COGNIZANT: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 297 LOGILITY: COMPANY OVERVIEW
TABLE 298 LOGILITY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 299 LOGILITY: DEALS
TABLE 300 DATAROBOT: COMPANY OVERVIEW
TABLE 301 DATAROBOT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 302 CAUSALENS: COMPANY OVERVIEW
TABLE 303 CAUSALENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 304 CAUSALENS: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 305 CAUSALENS: DEALS
TABLE 306 CAUSALITY LINK: COMPANY OVERVIEW
TABLE 307 CAUSALITY LINK: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 308 CAUSALITY LINK: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 309 CAUSALITY LINK: DEALS
TABLE 310 TASKADE: COMPANY OVERVIEW
TABLE 311 TASKADE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 312 TASKADE: PRODUCT LAUNCHES & ENHANCEMENTS
TABLE 313 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019-2023 (USD BILLION)
TABLE 314 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024-2030 (USD BILLION)
TABLE 315 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2019-2023 (USD BILLION)
TABLE 316 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2024-2030 (USD BILLION)
TABLE 317 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019-2023 (USD BILLION)
TABLE 318 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024-2030 (USD BILLION)
TABLE 319 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019-2023 (USD BILLION)
TABLE 320 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024-2030 (USD BILLION)
TABLE 321 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019-2023 (USD BILLION)
TABLE 322 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024-2030 (USD BILLION)
TABLE 323 AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2019-2023 (USD MILLION)
TABLE 324 AI GOVERNANCE MARKET, BY PRODUCT TYPE, 2024-2029 (USD MILLION)
TABLE 325 AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2019-2023 (USD MILLION)
TABLE 326 AI GOVERNANCE MARKET, BY FUNCTIONALITY, 2024-2029 (USD MILLION)
TABLE 327 AI GOVERNANCE MARKET, BY END USER, 2019-2023 (USD MILLION)
TABLE 328 AI GOVERNANCE MARKET, BY END USER, 2024-2029 (USD MILLION)
TABLE 329 AI GOVERNANCE MARKET, BY REGION, 2019-2023 (USD MILLION)
TABLE 330 AI GOVERNANCE MARKET, BY REGION, 2024-2029 (USD MILLION)

List of Figures

FIGURE 1 CAUSAL AI MARKET: RESEARCH DESIGN
FIGURE 2 DATA TRIANGULATION
FIGURE 3 CAUSAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM PRODUCT TYPES OF CAUSAL AI MARKET
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF CAUSAL AI MARKET
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF CAUSAL AI MARKET
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF CAUSAL AI THROUGH OVERALL AI SPENDING
FIGURE 8 SOFTWARE TO BECOME LARGER OFFERING BY MARKET SIZE IN 2024
FIGURE 9 CAUSAL AI PLATFORMS TO HOLD LARGER SHARE IN 2024
FIGURE 10 CAUSAL DISCOVERY SOFTWARE SEGMENT TO LEAD WITHIN CAUSAL AI SOLUTIONS IN 2024
FIGURE 11 CONSULTING SERVICES TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024
FIGURE 12 FINANCIAL MANAGEMENT TO EMERGE AS LARGEST APPLICATION SEGMENT IN 2024
FIGURE 13 HEALTHCARE & LIFE SCIENCES TO BE FASTEST-GROWING VERTICAL DURING FORECAST PERIOD
FIGURE 14 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE DURING FORECAST PERIOD
FIGURE 15 DEMAND FOR EXPLAINABLE AND ACTIONABLE INSIGHTS IN REGULATED INDUSTRIES TO FUEL CAUSAL AI MARKET
FIGURE 16 MARKETING & PRICING MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD
FIGURE 17 FINANCIAL MANAGEMENT AND BFSI TO BE LARGEST SHAREHOLDERS IN NORTH AMERICA IN 2024
FIGURE 18 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024
FIGURE 19 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: CAUSAL AI MARKET
FIGURE 20 EVOLUTION OF CAUSAL AI
FIGURE 21 CAUSAL AI MARKET: SUPPLY CHAIN ANALYSIS
FIGURE 22 KEY PLAYERS IN CAUSAL AI MARKET ECOSYSTEM
FIGURE 23 CAUSAL AI MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)
FIGURE 24 IMPACT OF GENERATIVE AI IN VARIOUS CAUSAL AI USE CASES
FIGURE 25 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2015-2024
FIGURE 26 REGIONAL ANALYSIS OF PATENTS GRANTED, 2015-2024
FIGURE 27 CAUSAL AI MARKET: PORTER'S FIVE FORCES ANALYSIS
FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE END USERS
FIGURE 30 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
FIGURE 31 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
FIGURE 32 CAUSAL AI PLATFORM SEGMENT TO HOLD LARGER MARKET SIZE IN 2024
FIGURE 33 CONSULTING SERVICES SEGMENT TO HOLD LARGEST MARKET SIZE IN 2024
FIGURE 34 MARKETING & PRICING MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 35 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 36 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 37 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 38 NORTH AMERICA: CAUSAL AI MARKET SNAPSHOT
FIGURE 39 ASIA PACIFIC: CAUSAL AI MARKET SNAPSHOT
FIGURE 40 OVERVIEW OF STRATEGIES ADOPTED BY KEY CAUSAL AI VENDORS
FIGURE 41 TOP FIVE PLAYERS DOMINATING MARKET OVER LAST FIVE YEARS
FIGURE 42 SHARE OF LEADING COMPANIES IN CAUSAL AI MARKET, 2023
FIGURE 43 PRODUCT COMPARATIVE ANALYSIS
FIGURE 44 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
FIGURE 45 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
FIGURE 46 CAUSAL AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
FIGURE 47 COMPANY FOOTPRINT (12 COMPANIES)
FIGURE 48 CAUSAL AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
FIGURE 49 GOOGLE: COMPANY SNAPSHOT
FIGURE 50 IBM: COMPANY SNAPSHOT
FIGURE 51 MICROSOFT: COMPANY SNAPSHOT
FIGURE 52 DYNATRACE: COMPANY SNAPSHOT
FIGURE 53 COGNIZANT: COMPANY SNAPSHOT
FIGURE 54 LOGILITY: COMPANY SNAPSHOT

Product Code: TC 8644

It is anticipated that the Causal AI market will experience substantial growth, increasing from USD 56.2 million in 2024 to USD 456.8 million by 2030, with a strong CAGR of 41.8% throughout the forecast period. The rise is fueled by growing demand for advanced decision-making tools in industries such as healthcare, finance, and autonomous vehicles, where traditional AI approaches struggle to clarify the causal relationships behind predictions. Moreover, the increasing significance of employing Causal AI across different industries is evident, particularly in swift analysis and tailored services, as the focus shifts from identifying relationships to executing plans rooted in causality. However, significant obstacles are being faced by the market due to the complex process of constructing and putting into effect causal inference models. This requires extensive knowledge and computational resources, possibly restricting smaller companies from adopting them. Moreover, worries about data privacy and adhering to regulations still hinder the availability and use of data, highlighting the difficulty of balancing innovation with ethical concerns.

Scope of the Report
Years Considered for the Study	2019-2030
Base Year	2023
Forecast Period	2024-2030
Units Considered	USD (Million)
Segments	Offering, Application, Vertical and Region
Regions covered	North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

"By offering, software segment is expected to have the largest market share during the forecast period"

During the forecast period, the software segment is expected to have largest market share in the causal AI market by enabling organizations to leverage advanced causal inference capabilities for decision-making. Causal AI technology provides businesses with tools and platforms to discover cause and effect connections, going beyond traditional predictive analytics. This ability is increasingly crucial for companies looking to make well-informed decisions in complex, constantly changing environments. Software solutions can improve, customize, and integrate with existing systems to increase accessibility and flexibility in sectors such as healthcare, finance, retail, and manufacturing. Moreover, the quick advancement of AI platforms, cloud-based deployment choices, and easy-to-use interfaces has also increased the adoption of software. Businesses are using causal AI technology to improve operations, enhance customer interactions, and enhance risk management through analyzing data for actionable insights.

"By vertical, Healthcare & Life sciences is expected to register the fastest market growth rate during the forecast period."

The healthcare and life sciences industry is forecasted to experience fast growth in the causal AI market as it holds promise for transforming personalized medicine, drug development, and enhancing patient care. Causal AI enables healthcare providers and researchers to uncover causal connections, resulting in improved comprehension of disease development, treatment efficacy, and overall health outcomes. This capacity improves clinical decision-making, minimizes trial-and-error in treatments, and speeds up drug development processes by recognizing influential factors affecting health conditions. Furthermore, in medical research, it is crucial for causal AI to analyze large datasets while considering confounding variables in order to understand causality instead of just correlation. Healthcare organizations are increasingly using causal AI to meet the growing need for predictive and prescriptive analytics in order to control costs, boost patient outcomes, and improve operational efficiency. Advancements in digitizing medical data, including electronic health records and wearable health devices, are also driving growth in the sector, creating opportunities for causal AI applications.

"By Region, North America to have the largest market share in 2024, and Asia Pacific is slated to grow at the fastest rate during the forecast period."

North America is projected to be at the forefront of the causal AI market by 2024, as a result of its advanced technology, significant investments in AI R&D, and the major presence of key companies like Google, IBM, and Microsoft. The area has developed a strong atmosphere that supports the application of causal AI across sectors like healthcare, finance, and manufacturing, giving an advantage in competition. Additionally, its significant impact in the field is reinforced by top educational establishments and a dedication to fostering innovation. However, the Asia Pacific (APAC) area is expected to experience the most rapid expansion in the estimated period because of rapid digital transformation and growing enthusiasm for AI-driven solutions in nations like China, Japan, and India. The rapid growth of the region is fueled by the increasing embrace of AI in industries such as e-commerce, automotive production, and finance, combined with significant backing and funding for AI research from the government. Moreover, an increasing number of technology proficient individuals and the flourishing startup culture in APAC are leading to a demand for informal AI programs, positioning it as a rapidly growing sector in the times ahead.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the Causal AI market.

By Company: Tier I - 17%, Tier II - 26%, and Tier III - 57%
By Designation: D-Level Executives - 47%, C-Level Executives - 19%, and others - 34%
By Region: North America - 45%, Europe - 20%, Asia Pacific - 24%, Middle East & Africa - 7%, and Latin America - 4%

The report includes the study of key players offering Causal AI solutions. It profiles major vendors in the Causal AI market. The major players in the Causal AI market include IBM (US), Google (US), Microsoft (US), Dynatrace (US), Cognizant (US), Logility (US), Datarobot (US), CausaLens (UK), Aitia (US), Taskade (US), Causely (US), Causaly (UK), Causality Link (US), Xplain data (Germany), Parabole.AI (US), Datma (US), Incrmntl (Israel), Scalnyx (France), Geminos (US), Data Poem (US), CausaAI (Netherlands), Causa (UK), Lifesight (US), Actable AI (UK), biotx.ai (Germany), Howso (US), VELDT (Japan), and CML Insight (US).

Research coverage

This research report categorizes the Causal AI Market by offering (software and services), by application (financial management, sales & customer management, operations & supply chain management, marketing & pricing management, and other applications), by vertical (BFSI, healthcare & life sciences, retail & e-commerce, manufacturing, transportation & logistics, media & entertainment, telecommunications, energy & utilities, and other verticals) and by Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the Causal AI market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the Causal AI market. Competitive analysis of upcoming startups in the Causal AI market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall Causal AI market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers ( Increasing Demand for Explainable AI in Regulated Industries, Growing demand for Robust Counterfactual Analysis, Surge in Demand for Predictive Maintenance and Root Cause Analysis, Shift from Predictive to Causal AI based Prescriptive Analytics), restraints (Lack of Standardized Tools and Frameworks for Causal Inference, High Computational Costs for Causal Modeling), opportunities (Causal AI in Precision Healthcare and Drug Discovery, Scalable Causal Inference APIs for Real-Time Applications , Integrating Causal AI with IoT for Real-Time Decision Making), and challenges (Complexity of Causal Model Development and Interpretability, Data Quality and Availability for Causal Inference).
Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Causal AI market.
Market Development: Comprehensive information about lucrative markets - the report analyses the Causal AI market across varied regions.
Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the Causal AI market.
Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like IBM (US), Google (US), Microsoft (US), Dynatrace (US), Cognizant (US), Logility (US), Datarobot (US), CausaLens (UK), Aitia (US), Taskade (US), Causely (US), Causaly (UK), Causality Link (US), Xplain data (Germany), Parabole.AI (US), Datma (US), Incrmntl (Israel), Scalnyx (France), Geminos (US), Data Poem (US), CausaAI (Netherlands), Causa (UK), Lifesight (US), Actable AI (UK), biotx.ai (Germany), Howso (US), VELDT (Japan), and CML Insight (US) among others in the Causal AI market. The report also helps stakeholders understand the pulse of the Causal AI market and provides them with information on key market drivers, restraints, challenges, and opportunities.

1 INTRODUCTION

1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
- 1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
- 1.3.1 MARKET SEGMENTATION
- 1.3.2 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY

2.1 RESEARCH DATA
- 2.1.1 SECONDARY DATA
- 2.1.2 PRIMARY DATA
  - 2.1.2.1 Breakup of primary profiles
  - 2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
- 2.3.1 TOP-DOWN APPROACH
- 2.3.2 BOTTOM-UP APPROACH
2.4 MARKET FORECAST
2.5 RESEARCH ASSUMPTIONS
2.6 RESEARCH LIMITATIONS

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN CAUSAL AI MARKET
4.2 CAUSAL AI MARKET: TOP THREE APPLICATIONS
4.3 NORTH AMERICA: CAUSAL AI MARKET, BY APPLICATION AND VERTICAL
4.4 CAUSAL AI MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

5.1 INTRODUCTION
5.2 MARKET DYNAMICS
- 5.2.1 DRIVERS
  - 5.2.1.1 Increasing demand for explainable AI in regulated industries
  - 5.2.1.2 Growing demand for robust counterfactual analysis
  - 5.2.1.3 Surge in demand for predictive maintenance and root cause analysis
  - 5.2.1.4 Shift from predictive to causal AI-based prescriptive analytics
- 5.2.2 RESTRAINTS
  - 5.2.2.1 Lack of standardized tools and frameworks for causal inference
  - 5.2.2.2 High computational costs for causal modeling
- 5.2.3 OPPORTUNITIES
  - 5.2.3.1 Causal AI in precision healthcare and drug discovery
  - 5.2.3.2 Scalable causal inference APIs for real-time applications
  - 5.2.3.3 Integrating causal AI with IoT for real-time decision making
- 5.2.4 CHALLENGES
  - 5.2.4.1 Complexity of causal model development and interpretability
  - 5.2.4.2 Data quality and availability for causal inference
5.3 EVOLUTION OF CAUSAL AI
5.4 SUPPLY CHAIN ANALYSIS
5.5 ECOSYSTEM ANALYSIS
- 5.5.1 CAUSAL AI PLATFORM PROVIDERS
- 5.5.2 CAUSAL AI TOOL PROVIDERS
- 5.5.3 CAUSAL AI TOOLKITS AND APIS PROVIDERS
- 5.5.4 CAUSAL AI SERVICE PROVIDERS
5.6 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
5.7 IMPACT OF GENERATIVE AI IN CAUSAL AI MARKET
- 5.7.1 ENHANCED DATA AVAILABILITY FOR CAUSAL ANALYSIS
- 5.7.2 STRESS TESTING OF CAUSAL MODELS
- 5.7.3 SUPPORT FOR COMPLEX MULTIVARIABLE ANALYSIS
- 5.7.4 ACCELERATED MODEL DEVELOPMENT
- 5.7.5 BIAS REDUCTION FOR FAIRER OUTCOMES
- 5.7.6 DYNAMIC SIMULATIONS FOR CAUSAL TESTING
5.8 PRICING ANALYSIS
- 5.8.1 PRICING DATA, BY OFFERING
- 5.8.2 PRICING DATA, BY APPLICATION
5.9 CASE STUDY ANALYSIS
- 5.9.1 CASE STUDY 1: DYNATRACE BOOSTS BMO'S DIGITAL EFFICIENCY WITH CAUSAL AI-POWERED INSIGHTS AND AUTOMATION
- 5.9.2 CASE STUDY 2: FINGERSOFT ACHIEVES DATA-DRIVEN MARKETING OPTIMIZATION WITH INCRMNTAL'S CAUSAL AI INSIGHTS
- 5.9.3 CASE STUDY 3: ACCELERATING FAULT DETECTION WITH CAUSAL AI FOR ENHANCED PRODUCT RELIABILITY IN MANUFACTURING
- 5.9.4 CASE STUDY 4: LEVERAGING CAUSAL AI FOR ENHANCED ROOT CAUSE ANALYSIS IN TRUMPF'S EQUIPMENT MAINTENANCE
- 5.9.5 CASE STUDY 5: CAUSA TECH ENHANCED OPERATIONAL EFFICIENCY FOR LEADING MANUFACTURING FIRM, STRENGTHENING SUPPLY CHAIN RESILIENCE
- 5.9.6 CASE STUDY 6: LIFESIGHT ADDRESSING KEY CHALLENGES IN MARKETING, ENHANCING EFFICIENCY AND SALES FOR DTC BEAUTY BRAND
5.10 TECHNOLOGY ANALYSIS
- 5.10.1 KEY TECHNOLOGIES
  - 5.10.1.1 Causal inference algorithms
  - 5.10.1.2 Explainable AI (XAI)
  - 5.10.1.3 Structural equation modeling (SEM)
  - 5.10.1.4 Bayesian networks
  - 5.10.1.5 Causal graphs
- 5.10.2 COMPLEMENTARY TECHNOLOGIES
  - 5.10.2.1 Machine learning
  - 5.10.2.2 Reinforcement learning
  - 5.10.2.3 Data engineering
  - 5.10.2.4 Knowledge graphs
- 5.10.3 ADJACENT TECHNOLOGIES
  - 5.10.3.1 Predictive analytics
  - 5.10.3.2 Decision intelligence
  - 5.10.3.3 Synthetic data generation
  - 5.10.3.4 Natural language processing (NLP)
5.11 REGULATORY LANDSCAPE
- 5.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
- 5.11.2 REGULATIONS: CAUSAL AI
  - 5.11.2.1 North America
    - 5.11.2.1.1 Blueprint for AI Bill of Rights (US)
    - 5.11.2.1.2 Directive on Automated Decision-Making (Canada)
  - 5.11.2.2 Europe
    - 5.11.2.2.1 UK AI Regulation White Paper
    - 5.11.2.2.2 Gesetz zur Regulierung Kunstlicher Intelligenz (AI Regulation Law - Germany)
    - 5.11.2.2.3 Loi pour une Republique numerique (Digital Republic Act - France)
    - 5.11.2.2.4 Codice in materia di protezione dei dati personali (Data Protection Code - Italy)
    - 5.11.2.2.5 Ley de Servicios Digitales (Digital Services Act - Spain)
    - 5.11.2.2.6 Dutch Data Protection Authority (Autoriteit Persoonsgegevens) Guidelines
    - 5.11.2.2.7 Swedish National Board of Trade AI Guidelines
    - 5.11.2.2.8 Danish Data Protection Agency (Datatilsynet) AI Recommendations
    - 5.11.2.2.9 Artificial Intelligence 4.0 (AI 4.0) Program - Finland
  - 5.11.2.3 Asia Pacific
    - 5.11.2.3.1 Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI) - India
    - 5.11.2.3.2 Basic Act on Advancement of Utilizing Public and Private Sector Data & AI Guidelines - Japan
    - 5.11.2.3.3 New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines - China
    - 5.11.2.3.4 Framework Act on Intelligent Informatization - South Korea
    - 5.11.2.3.5 AI Ethics Framework (Australia) & AI Strategy (New Zealand)
    - 5.11.2.3.6 Model AI Governance Framework - Singapore
    - 5.11.2.3.7 National AI Framework - Malaysia
    - 5.11.2.3.8 National AI Roadmap - Philippines
  - 5.11.2.4 Middle East & Africa
    - 5.11.2.4.1 Saudi Data & Artificial Intelligence Authority (SDAIA) Regulations
    - 5.11.2.4.2 UAE National AI Strategy 2031
    - 5.11.2.4.3 Qatar National AI Strategy
    - 5.11.2.4.4 National Artificial Intelligence Strategy (2021-2025) - Turkey
    - 5.11.2.4.5 African Union (AU) AI Framework
    - 5.11.2.4.6 Egyptian Artificial Intelligence Strategy
    - 5.11.2.4.7 Kuwait National Development Plan (New Kuwait Vision 2035)
  - 5.11.2.5 Latin America
    - 5.11.2.5.1 Brazilian General Data Protection Law (LGPD)
    - 5.11.2.5.2 Federal Law on Protection of Personal Data Held by Private Parties - Mexico
    - 5.11.2.5.3 Argentina Personal Data Protection Law (PDPL) & AI Ethics Framework
    - 5.11.2.5.4 Chilean Data Protection Law & National AI Policy
    - 5.11.2.5.5 Colombian Data Protection Law (Law 1581) & AI Ethics Guidelines
    - 5.11.2.5.6 Peruvian Personal Data Protection Law & National AI Strategy
5.12 PATENT ANALYSIS
- 5.12.1 METHODOLOGY
- 5.12.2 PATENTS FILED, BY DOCUMENT TYPE
- 5.12.3 INNOVATION AND PATENT APPLICATIONS
5.13 KEY CONFERENCES AND EVENTS (2024-2025)
5.14 PORTER'S FIVE FORCES ANALYSIS
- 5.14.1 THREAT OF NEW ENTRANTS
- 5.14.2 THREAT OF SUBSTITUTES
- 5.14.3 BARGAINING POWER OF SUPPLIERS
- 5.14.4 BARGAINING POWER OF BUYERS
- 5.14.5 INTENSITY OF COMPETITIVE RIVALRY
5.15 KEY STAKEHOLDERS & BUYING CRITERIA
- 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
- 5.15.2 BUYING CRITERIA
5.16 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS

6 CAUSAL AI MARKET, BY OFFERING

6.1 INTRODUCTION
- 6.1.1 OFFERING: CAUSAL AI MARKET DRIVERS
6.2 SOFTWARE
- 6.2.1 RISING DEMAND FOR DATA-DRIVEN DECISIONS DRIVES GROWTH IN INDUSTRY-SPECIFIC CAUSAL AI SOFTWARE
- 6.2.2 CAUSAL AI PLATFORMS
- 6.2.3 CAUSAL AI SOLUTIONS
  - 6.2.3.1 Causal discovery
  - 6.2.3.2 Causal modeling
  - 6.2.3.3 Decision intelligence
  - 6.2.3.4 Root-cause analysis
  - 6.2.3.5 Causal AI APIs
  - 6.2.3.6 Software development kits
6.3 SERVICES
- 6.3.1 CAUSAL AI SERVICES ENABLE BUSINESSES TO PREDICT IMPACT OF POTENTIAL CHANGES AND MAKE PROACTIVE ADJUSTMENTS
  - 6.3.1.1 Consulting services
  - 6.3.1.2 Deployment & integration services
  - 6.3.1.3 Training, support & maintenance services

7 CAUSAL AI MARKET, BY APPLICATION

7.1 INTRODUCTION
- 7.1.1 APPLICATION: CAUSAL AI MARKET DRIVERS
7.2 FINANCIAL MANAGEMENT
- 7.2.1 CAUSAL AI IMPROVES REGULATORY COMPLIANCE AND FOSTERS AGILE FINANCIAL MANAGEMENT IN ORGANIZATIONS
- 7.2.2 FACTOR INVESTING
- 7.2.3 PORTFOLIO SIMULATION
- 7.2.4 INVESTMENT ANALYSIS
- 7.2.5 OTHER FINANCIAL MANAGEMENT APPLICATIONS
7.3 SALES & CUSTOMER MANAGEMENT
- 7.3.1 CAUSAL AI HELPS ORGANIZATIONS IDENTIFY KEY DRIVERS OF CUSTOMER ACTIONS BY ANALYZING CAUSAL RELATIONSHIPS BETWEEN FACTORS
- 7.3.2 CHURN PREDICTION & PREVENTION
- 7.3.3 CUSTOMER SEGMENTATION
- 7.3.4 CUSTOMER LIFETIME VALUE (CLV) PREDICTION
- 7.3.5 CUSTOMER EXPERIENCE OPTIMIZATION
- 7.3.6 PERSONALIZED RECOMMENDATIONS
- 7.3.7 OTHER SALES & CUSTOMER MANAGEMENT APPLICATIONS
7.4 OPERATIONS & SUPPLY CHAIN MANAGEMENT
- 7.4.1 CAUSAL AI ENABLES BUSINESSES OPTIMIZE PROCESSES, PREDICT DISRUPTIONS, AND MAKE DATA-DRIVEN DECISIONS TO ENHANCE EFFICIENCY
- 7.4.2 BOTTLENECK REMEDIATION
- 7.4.3 PREDICTIVE MAINTENANCE
- 7.4.4 REAL-TIME FAILURE RESPONSE
- 7.4.5 INVENTORY MANAGEMENT
- 7.4.6 OTHER OPERATIONS & SUPPLY CHAIN MANAGEMENT APPLICATIONS
7.5 MARKETING & PRICING MANAGEMENT
- 7.5.1 CAUSAL AI HELPS BUSINESSES MAKE DATA-DRIVEN DECISIONS TO BOOST PROFITABILITY AND GAIN COMPETITIVE EDGE IN RAPIDLY CHANGING MARKET
- 7.5.2 MARKETING CHANNEL OPTIMIZATION
- 7.5.3 PRICE ELASTICITY MODELING
- 7.5.4 PROMOTIONAL IMPACT ANALYSIS
- 7.5.5 COMPETITIVE PRICING ANALYSIS
- 7.5.6 OTHER MARKETING & PRICING MANAGEMENT APPLICATIONS
7.6 OTHER APPLICATIONS

8 CAUSAL AI MARKET, BY VERTICAL

8.1 INTRODUCTION
- 8.1.1 VERTICAL: CAUSAL AI MARKET DRIVERS
8.2 BFSI
- 8.2.1 CAUSAL AI RESHAPE BFSI PRACTICES, SETTING NEW STANDARDS FOR CUSTOMER-CENTRIC SERVICE DELIVERY IN FINANCIAL ECOSYSTEMS
- 8.2.2 BFSI: USE CASES
8.3 HEALTHCARE & LIFE SCIENCES
- 8.3.1 CAUSAL AI GUIDES POLICIES OR PUBLIC HEALTH INTERVENTIONS, LEADING TO EFFECTIVE HEALTH PROGRAMS
- 8.3.2 HEALTHCARE & LIFE SCIENCES: USE CASES
8.4 RETAIL & E-COMMERCE
- 8.4.1 BUSINESSES USING CAUSAL AI FOR ANALYZING FINANCIAL IMPACT, PROVIDING DATA-BACKED INSIGHTS ON DECISIONS
- 8.4.2 RETAIL & E-COMMERCE: USE CASES
8.5 MANUFACTURING
- 8.5.1 CAUSAL AI ENABLES DEEPER INSIGHTS INTO CAUSE-AND-EFFECT RELATIONSHIPS IN PRODUCTION PROCESSES, REVOLUTIONIZING MANUFACTURING
- 8.5.2 MANUFACTURING: USE CASES
8.6 TRANSPORTATION & LOGISTICS
- 8.6.1 CAUSAL AI ENHANCING INVENTORY MANAGEMENT, ROUTE PLANNING, AND OVERALL OPERATIONAL EFFICIENCY, REDUCING DOWNTIME AND COSTS
- 8.6.2 TRANSPORTATION & LOGISTICS: USE CASES
8.7 MEDIA & ENTERTAINMENT
- 8.7.1 CAUSAL AI PROVIDES DEEPER INSIGHTS INTO CONTENT CREATION AND AUDIENCE ENGAGEMENT
- 8.7.2 MEDIA & ENTERTAINMENT: USE CASES
8.8 TELECOMMUNICATIONS
- 8.8.1 TELECOM COMPANIES UTILIZING CAUSAL AI TO IDENTIFY SPECIFIC FACTORS CONTRIBUTING TO CUSTOMER DISSATISFACTION
- 8.8.2 TELECOMMUNICATIONS: USE CASES
8.9 ENERGY & UTILITIES
- 8.9.1 CAUSAL AI OPTIMIZES ENERGY PRODUCTION, ALLOWING MORE EFFICIENT SCHEDULING AND OPERATION OF PLANTS
- 8.9.2 ENERGY & UTILITIES: USE CASES
8.10 OTHER VERTICALS

9 CAUSAL AI MARKET, BY REGION

9.1 INTRODUCTION
9.2 NORTH AMERICA
- 9.2.1 NORTH AMERICA: CAUSAL AI MARKET DRIVERS
- 9.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK
- 9.2.3 US
  - 9.2.3.1 Need for advanced analytics that determine cause-and-effect relationships to drive market
- 9.2.4 CANADA
  - 9.2.4.1 Use of causal AI to enhance everything from supply chain operations to personalized marketing strategies to drive market
9.3 EUROPE
- 9.3.1 EUROPE: CAUSAL AI MARKET DRIVERS
- 9.3.2 EUROPE: MACROECONOMIC OUTLOOK
- 9.3.3 UK
  - 9.3.3.1 Advancements in machine learning, data analytics, and artificial intelligence technologies to drive market
- 9.3.4 GERMANY
  - 9.3.4.1 Investment in AI research through initiatives to drive market
- 9.3.5 FRANCE
  - 9.3.5.1 French AI startups attracting significant investment to scale their AI-driven platforms to drive market
- 9.3.6 REST OF EUROPE
9.4 ASIA PACIFIC
- 9.4.1 ASIA PACIFIC: CAUSAL AI MARKET DRIVERS
- 9.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK
- 9.4.3 CHINA
  - 9.4.3.1 China's strong commitment to becoming world leader in AI to drive market
- 9.4.4 INDIA
  - 9.4.4.1 Advancements in causal AI by Indian tech firms and academia, supported by collaborations and government initiatives, to drive market
- 9.4.5 JAPAN
  - 9.4.5.1 Industries leveraging causal AI to optimize operations and create more adaptive systems to drive market
- 9.4.6 SOUTH KOREA
  - 9.4.6.1 Partnerships with global AI firms to create more advanced causal inference algorithms to drive market
- 9.4.7 ASEAN
  - 9.4.7.1 Integration of causal AI into diverse sectors to drive market
- 9.4.8 REST OF ASIA PACIFIC
9.5 MIDDLE EAST & AFRICA
- 9.5.1 MIDDLE EAST & AFRICA: CAUSAL AI MARKET DRIVERS
- 9.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
- 9.5.3 SAUDI ARABIA
  - 9.5.3.1 Leveraging causal models to enhance predictive capabilities, optimize resource allocation, and improve operational efficiencies to drive market
- 9.5.4 UAE
  - 9.5.4.1 Prioritization of AI across development strategies to drive market
- 9.5.5 SOUTH AFRICA
  - 9.5.5.1 Startups using causal AI to improve financial inclusion to drive market
- 9.5.6 REST OF MIDDLE EAST
9.6 LATIN AMERICA
- 9.6.1 LATIN AMERICA: CAUSAL AI MARKET DRIVERS
- 9.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK
- 9.6.3 BRAZIL
  - 9.6.3.1 Growing demand for advanced analytics and decision-making tools across sectors to drive market
- 9.6.4 MEXICO
  - 9.6.4.1 Causal AI to play pivotal role in reshaping technological landscape and business strategies
- 9.6.5 REST OF LATIN AMERICA

10 COMPETITIVE LANDSCAPE

10.1 OVERVIEW
10.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
10.3 REVENUE ANALYSIS
10.4 MARKET SHARE ANALYSIS
- 10.4.1 MARKET SHARE OF KEY PLAYERS OFFERING CAUSAL AI
  - 10.4.1.1 Market Ranking Analysis
10.5 PRODUCT COMPARATIVE ANALYSIS
- 10.5.1 DECISIONOS PLATFORM (CAUSALENS)
- 10.5.2 CAUSAL REASONING PLATFORM (CAUSELY)
- 10.5.3 LIFESIGHT PLATFORM (LIFESIGHT)
- 10.5.4 CAUSALITY ENGINE, COGNIZANT CAUSALITY SERVICE (COGNIZANT)
- 10.5.5 DYNATRACE PLATFORM (DYNATRACE)
10.6 COMPANY VALUATION AND FINANCIAL METRICS
10.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
- 10.7.1 STARS
- 10.7.2 EMERGING LEADERS
- 10.7.3 PERVASIVE PLAYERS
- 10.7.4 PARTICIPANTS
- 10.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
  - 10.7.5.1 Company footprint
  - 10.7.5.2 Regional footprint
  - 10.7.5.3 Offering footprint
  - 10.7.5.4 Application footprint
  - 10.7.5.5 Vertical footprint
10.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
- 10.8.1 PROGRESSIVE COMPANIES
- 10.8.2 RESPONSIVE COMPANIES
- 10.8.3 DYNAMIC COMPANIES
- 10.8.4 STARTING BLOCKS
- 10.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
  - 10.8.5.1 Detailed list of key startups/SMEs
  - 10.8.5.2 Competitive benchmarking of key startups/SMEs
10.9 COMPETITIVE SCENARIO AND TRENDS
- 10.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
- 10.9.2 DEALS

11 COMPANY PROFILES

11.1 INTRODUCTION
11.2 KEY PLAYERS
- 11.2.1 GOOGLE
  - 11.2.1.1 Business overview
  - 11.2.1.2 Products/Solutions/Services offered
  - 11.2.1.3 Recent developments
    - 11.2.1.3.1 Product launches & enhancements
    - 11.2.1.3.2 Deals
  - 11.2.1.4 MnM view
    - 11.2.1.4.1 Key strengths
    - 11.2.1.4.2 Strategic choices
    - 11.2.1.4.3 Weaknesses and competitive threats
- 11.2.2 IBM
  - 11.2.2.1 Business overview
  - 11.2.2.2 Products/Solutions/Services offered
  - 11.2.2.3 Recent developments
    - 11.2.2.3.1 Product launches & enhancements
  - 11.2.2.4 MnM view
    - 11.2.2.4.1 Key strengths
    - 11.2.2.4.2 Strategic choices
    - 11.2.2.4.3 Weaknesses and competitive threats
- 11.2.3 MICROSOFT
  - 11.2.3.1 Business overview
  - 11.2.3.2 Products/Solutions/Services offered
  - 11.2.3.3 Recent developments
    - 11.2.3.3.1 Product launches & enhancements
  - 11.2.3.4 MnM view
    - 11.2.3.4.1 Key strengths
    - 11.2.3.4.2 Strategic choices
    - 11.2.3.4.3 Weaknesses and competitive threats
- 11.2.4 DYNATRACE
  - 11.2.4.1 Business overview
  - 11.2.4.2 Products/Solutions/Services offered
  - 11.2.4.3 Recent developments
    - 11.2.4.3.1 Product launches & enhancements
    - 11.2.4.3.2 Deals
  - 11.2.4.4 MnM view
    - 11.2.4.4.1 Key strengths
    - 11.2.4.4.2 Strategic choices
    - 11.2.4.4.3 Weaknesses and competitive threats
- 11.2.5 COGNIZANT
  - 11.2.5.1 Business overview
  - 11.2.5.2 Products/Solutions/Services offered
  - 11.2.5.3 Recent developments
    - 11.2.5.3.1 Product launches & enhancements
  - 11.2.5.4 MnM View
    - 11.2.5.4.1 Key strengths
    - 11.2.5.4.2 Strategic choices
    - 11.2.5.4.3 Weaknesses and competitive threats
- 11.2.6 LOGILITY
  - 11.2.6.1 Business overview
  - 11.2.6.2 Products/Solutions/Services offered
  - 11.2.6.3 Recent developments
    - 11.2.6.3.1 Deals
- 11.2.7 DATAROBOT
  - 11.2.7.1 Business overview
  - 11.2.7.2 Products/Solutions/Services offered
- 11.2.8 CAUSALENS
  - 11.2.8.1 Business overview
  - 11.2.8.2 Products/Solutions/Services offered
  - 11.2.8.3 Recent developments
    - 11.2.8.3.1 Product launches & enhancements
    - 11.2.8.3.2 Deals
- 11.2.9 DATA POEM
- 11.2.10 LIFESIGHT
- 11.2.11 AITIA
- 11.2.12 CAUSALY
11.3 STARTUPS/SMES
- 11.3.1 CAUSALITY LINK
  - 11.3.1.1 Business overview
  - 11.3.1.2 Products/Solutions/Services offered
  - 11.3.1.3 Recent developments
    - 11.3.1.3.1 Product launches & enhancements
    - 11.3.1.3.2 Deals
- 11.3.2 TASKADE
  - 11.3.2.1 Business overview
  - 11.3.2.2 Products/Solutions/Services offered
  - 11.3.2.3 Recent developments
    - 11.3.2.3.1 Product launches & enhancements
- 11.3.3 CAUSELY
- 11.3.4 XPLAIN DATA
- 11.3.5 PARABOLE.AI
- 11.3.6 DATMA
- 11.3.7 INCRMNTAL
- 11.3.8 SCALNYX
- 11.3.9 GEMINOS
- 11.3.10 CAUSAI
- 11.3.11 CAUSA
- 11.3.12 ACTABLE AI
- 11.3.13 BIOTX.AI
- 11.3.14 HOWSO
- 11.3.15 VELDT
- 11.3.16 CML INSIGHT

12 ADJACENT AND RELATED MARKETS

12.1 INTRODUCTION
12.2 ARTIFICIAL INTELLIGENCE (AI) MARKET - GLOBAL FORECAST TO 2030
- 12.2.1 MARKET DEFINITION
- 12.2.2 MARKET OVERVIEW
  - 12.2.2.1 Artificial intelligence market, by offering
  - 12.2.2.2 Artificial intelligence market, by business function
  - 12.2.2.3 Artificial intelligence market, by technology
  - 12.2.2.4 Artificial intelligence market, by vertical
  - 12.2.2.5 Artificial intelligence market, by region
12.3 AI GOVERNANCE MARKET- GLOBAL FORECAST TO 2030
- 12.3.1 MARKET DEFINITION
- 12.3.2 MARKET OVERVIEW
  - 12.3.2.1 AI governance market, by product type
  - 12.3.2.2 AI governance market, by functionality
  - 12.3.2.3 AI governance market, by end user
  - 12.3.2.4 AI governance market, by region

13 APPENDIX

13.1 DISCUSSION GUIDE
13.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
13.3 CUSTOMIZATION OPTIONS
13.4 RELATED REPORTS
13.5 AUTHOR DETAILS

コーザルAIの世界市場 - 予測（～2030年）

Causal AI Market by Offering, Application - Global Forecast to 2030

目次

第1章イントロダクション

第2章調査手法

第3章エグゼクティブサマリー

第4章重要考察

第5章市場の概要と産業動向

第6章コーザルAI市場：提供別

第7章コーザルAI市場：用途別

第8章コーザルAI市場：業界別

第9章コーザルAI市場：地域別

第10章競合情勢

第11章企業プロファイル

第12章隣接市場と関連市場

第13章付録

List of Tables

List of Figures

The report provides insights on the following pointers:

TABLE OF CONTENTS

1 INTRODUCTION

2 RESEARCH METHODOLOGY

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

5 MARKET OVERVIEW AND INDUSTRY TRENDS

6 CAUSAL AI MARKET, BY OFFERING

7 CAUSAL AI MARKET, BY APPLICATION

8 CAUSAL AI MARKET, BY VERTICAL

9 CAUSAL AI MARKET, BY REGION

10 COMPETITIVE LANDSCAPE

11 COMPANY PROFILES

12 ADJACENT AND RELATED MARKETS

13 APPENDIX

コーザルAIの世界市場 - 予測（～2030年）

Causal AI Market by Offering, Application - Global Forecast to 2030

目次

第1章 イントロダクション

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 重要考察

第5章 市場の概要と産業動向

第6章 コーザルAI市場：提供別

第7章 コーザルAI市場：用途別

第8章 コーザルAI市場：業界別

第9章 コーザルAI市場：地域別

第10章 競合情勢

第11章 企業プロファイル

第12章 隣接市場と関連市場

第13章 付録

List of Tables

List of Figures

The report provides insights on the following pointers:

TABLE OF CONTENTS

1 INTRODUCTION

2 RESEARCH METHODOLOGY

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

5 MARKET OVERVIEW AND INDUSTRY TRENDS

6 CAUSAL AI MARKET, BY OFFERING

7 CAUSAL AI MARKET, BY APPLICATION

8 CAUSAL AI MARKET, BY VERTICAL

9 CAUSAL AI MARKET, BY REGION

10 COMPETITIVE LANDSCAPE

11 COMPANY PROFILES

12 ADJACENT AND RELATED MARKETS

13 APPENDIX

第1章イントロダクション

第2章調査手法

第3章エグゼクティブサマリー

第4章重要考察

第5章市場の概要と産業動向

第6章コーザルAI市場：提供別

第7章コーザルAI市場：用途別

第8章コーザルAI市場：業界別

第9章コーザルAI市場：地域別

第10章競合情勢

第11章企業プロファイル

第12章隣接市場と関連市場

第13章付録