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市場調查報告書
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1791561

因果人工智慧的全球市場

Causal Artificial Intelligence
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 139 Pages | 商品交期: 最快1-2個工作天內

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簡介目錄

預計到 2030 年全球因果人工智慧市場規模將達到 4.733 億美元

全球因果人工智慧市場規模預計在2024年達到6,070萬美元，預計2024年至2030年期間的複合年成長率為40.8%，到2030年將達到4.733億美元。本報告分析的細分市場之一「軟體產品」預計將實現46.2%的複合年成長率，並在分析期結束時達到3.654億美元。服務產品細分市場在分析期間內的複合年成長率預計為29.1%。

美國市場規模估計為 1,590 萬美元，中國市場預計複合年成長率為 38.3%

預計到2024年，美國因果人工智慧市場規模將達到1,590萬美元。作為世界第二大經濟體，中國市場規模預計將在2030年達到6,870萬美元，2024年至2030年的複合年成長率為38.3%。其他值得關注的區域市場包括日本和加拿大，預計在分析期間的複合年成長率分別為37.8%和34.4%。在歐洲，預計德國的複合年成長率為26.9%。

全球因果人工智慧市場—主要趨勢與促進因素摘要

因果人工智慧將如何徹底改變決策？

因果人工智慧 (AI) 正在從傳統的基於相關性的機器學習轉向更深入的因果分析，從而改變各行各業的決策流程。與依賴模式識別的傳統 AI 模型不同，因果人工智慧使機器能夠理解事件發生的原因，從而做出更準確的預測和策略干預。這種能力在醫療保健、金融和供應鏈管理等精準決策至關重要的領域中尤其重要。對 AI 模型透明度和可解釋性日益成長的需求是因果人工智慧被廣泛採用的主要驅動力。企業和監管機構正在倡導能夠證明其結果合理性的 AI 解決方案，以確保決策符合倫理道德且公正無私。因此，因果人工智慧在可解釋性與準確性同等重要的應用中日益受到青睞，並進一步強化了其在下一代 AI 系統中的作用。

為什麼各行各業對因果人工智慧的需求都在飆升？

因果人工智慧的廣泛應用源自於其能夠突破傳統機器學習模型的關鍵限制。透過整合因果推理，組織可以降低風險、最佳化資源配置並提高業務效率。例如，在醫療保健領域，因果人工智慧透過識別治療與患者結果之間的因果關係來輔助藥物研發，從而加速醫學進步。金融機構利用因果人工智慧來區分基於相關性的異常和真正的因果因素，從而增強詐欺檢測和風險評估。同時，在行銷和客戶分析領域，因果人工智慧可以更深入洞察消費行為，幫助企業建立更有效的互動策略。隨著各行各業對更複雜的人工智慧解決方案的需求不斷成長，因果人工智慧的應用預計將呈指數級成長。

哪些地區在因果人工智慧的應用方面處於領先地位？

北美在因果人工智慧應用方面處於領先地位，這得益於強大的研究計劃、對人工智慧創新的強勁投資以及對監管合規性的日益關注。因果人工智慧在醫療保健、金融科技和自主系統等領域的廣泛整合，尤其是在美國，使該地區成為關鍵的市場參與者。在嚴格的資料保護條例和人工智慧道德框架的推動下，歐洲的因果人工智慧也正在顯著成長。德國、英國和法國等國正大力投資人工智慧研發，進一步推動市場擴張。同時，以中國、日本和韓國主導的亞太地區憑藉其快速的技術進步和政府支持的人工智慧舉措，正在成為強力的競爭者。製造業和物流業等行業對人工智慧決策支援系統的需求不斷成長，正在推動這些地區的市場向前發展。

推動市場成長的關鍵因素有哪些？

因果人工智慧市場的成長受到多種因素的驅動，包括對人工智慧可解釋性日益成長的需求、人工智慧在關鍵決策中的日益廣泛部署以及機器學習框架的進步。從基於相關性的分析到因果推理的轉變提高了人工智慧模型的準確性和可靠性，使其成為關鍵產業中不可或缺的一部分。此外，各行各業產生的複雜資料量日益成長，凸顯了傳統人工智慧的局限性，促使企業投資因果人工智慧以獲得更深入的洞察和自動化。雲端處理和邊緣人工智慧技術的擴展也促進了因果人工智慧的普及，使其能夠即時且可擴展地實施。此外，政府推動發展合乎道德和負責任的人工智慧的舉措也進一步推動了市場成長，確保因果人工智慧在未來幾年仍將是創新的關鍵驅動力。

部分

產品（軟體產品、服務產品）、應用程式（財務管理應用程式、銷售和客戶管理應用程式、業務和供應鏈管理應用程式、行銷和定價管理應用程式、其他應用程式）

受訪公司範例

  • Actable AI
  • Aitia（formerly GNS Healthcare）
  • biotx.ai
  • Causa
  • CausaAI
  • CausaLens
  • Causality Link
  • Causaly
  • Causely
  • Cognizant
  • Data Poem
  • DataRobot
  • Datma
  • Dynatrace
  • Geminos
  • Google
  • IBM
  • Incrmntl
  • Lifesight
  • Logility

人工智慧整合

全球產業分析師利用可操作的專家內容和人工智慧工具改變市場和競爭情報。

Global 特定產業產業SLM 的典型規範，而是建立了一個從世界各地專家收集的內容庫，包括影片錄影、部落格、搜尋引擎研究以及大量的公司、產品/服務和市場數據。

關稅影響係數

全球產業分析師根據公司總部所在國家、製造地和進出口（成品和原始設備製造商）情況預測其競爭地位的變化。這種複雜而多面的市場動態預計將以多種方式影響競爭對手，包括銷貨成本(COGS) 上升、盈利下降、供應鏈重組以及其他微觀和宏觀市場動態。

目錄

第1章調查方法

第2章執行摘要

  • 市場概覽
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 比賽

簡介目錄
Product Code: MCP29856

Global Causal Artificial Intelligence Market to Reach US$473.3 Million by 2030

The global market for Causal Artificial Intelligence estimated at US$60.7 Million in the year 2024, is expected to reach US$473.3 Million by 2030, growing at a CAGR of 40.8% over the analysis period 2024-2030. Software Offering, one of the segments analyzed in the report, is expected to record a 46.2% CAGR and reach US$365.4 Million by the end of the analysis period. Growth in the Services Offering segment is estimated at 29.1% CAGR over the analysis period.

The U.S. Market is Estimated at US$15.9 Million While China is Forecast to Grow at 38.3% CAGR

The Causal Artificial Intelligence market in the U.S. is estimated at US$15.9 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$68.7 Million by the year 2030 trailing a CAGR of 38.3% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 37.8% and 34.4% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 26.9% CAGR.

Global Causal Artificial Intelligence Market - Key Trends & Drivers Summarized

How is Causal AI Revolutionizing Decision-Making?

Causal Artificial Intelligence (AI) is transforming decision-making processes across industries by moving beyond traditional correlation-based machine learning to deeper cause-and-effect analysis. Unlike conventional AI models that rely on pattern recognition, causal AI enables machines to understand why events occur, leading to more accurate predictions and strategic interventions. This capability is particularly beneficial in domains such as healthcare, finance, and supply chain management, where precise decision-making is crucial. The increasing need for transparency and explainability in AI models is a significant driver of causal AI adoption. Businesses and regulatory bodies are advocating for AI solutions that can justify their outputs, ensuring ethical and unbiased decision-making. As a result, causal AI is gaining traction in applications where interpretability is as essential as accuracy, reinforcing its role in next-generation AI systems.

Why is the Demand for Causal AI Surging Across Industries?

The widespread adoption of causal AI can be attributed to its ability to address key limitations of traditional machine learning models. By integrating causal inference, organizations can mitigate risks, optimize resource allocation, and improve operational efficiencies. In healthcare, for instance, causal AI helps in drug discovery by identifying cause-effect relationships between treatments and patient outcomes, thereby accelerating medical advancements. Financial institutions are leveraging causal AI to enhance fraud detection and risk assessment by differentiating between correlation-driven anomalies and genuine causative factors. Meanwhile, in marketing and customer analytics, causal AI provides deeper insights into consumer behavior, helping businesses craft more effective engagement strategies. As industries continue to seek more sophisticated AI solutions, the adoption of causal AI is expected to grow exponentially.

Which Regions Are Leading the Adoption of Causal AI?

North America is at the forefront of causal AI adoption, driven by robust research initiatives, strong investments in AI innovation, and an increasing focus on regulatory compliance. The United States, in particular, has seen widespread integration of causal AI across sectors such as healthcare, fintech, and autonomous systems, positioning the region as a key market player. Europe is also witnessing significant growth in causal AI, supported by stringent data protection regulations and the push for ethical AI frameworks. Countries like Germany, the United Kingdom, and France are investing heavily in AI research and development, further fueling market expansion. Meanwhile, the Asia-Pacific region, led by China, Japan, and South Korea, is emerging as a strong contender due to its rapid technological advancements and government-backed AI initiatives. The increasing demand for AI-driven decision support systems in industries such as manufacturing and logistics is propelling the market forward in these regions.

What Are the Key Factors Driving Market Growth?

The growth in the causal artificial intelligence market is driven by several factors, including the rising need for AI explainability, increasing deployment of AI in high-stakes decision-making, and advancements in machine learning frameworks. The shift from correlation-based analytics to causal reasoning is enhancing the precision and reliability of AI models, making them indispensable in critical industries. Moreover, the increasing volume of complex data generated across various sectors has highlighted the limitations of conventional AI, prompting organizations to invest in causal AI for better insights and automation. The expansion of cloud computing and edge AI technologies has also facilitated the adoption of causal AI, enabling real-time, scalable implementations. Additionally, government initiatives promoting ethical and responsible AI development are further accelerating market growth, ensuring that causal AI remains a key driver of innovation in the coming years.

SCOPE OF STUDY:

The report analyzes the Causal Artificial Intelligence market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Offering (Software Offering, Services Offering); Application (Financial Management Application, Sales and Customer Management Application, Operations and Supply Chain Management Application, Marketing and Pricing Management Application, Other Applications)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 37 Featured) -

  • Actable AI
  • Aitia (formerly GNS Healthcare)
  • biotx.ai
  • Causa
  • CausaAI
  • CausaLens
  • Causality Link
  • Causaly
  • Causely
  • Cognizant
  • Data Poem
  • DataRobot
  • Datma
  • Dynatrace
  • Geminos
  • Google
  • IBM
  • Incrmntl
  • Lifesight
  • Logility

AI INTEGRATIONS

We're transforming market and competitive intelligence with validated expert content and AI tools.

Instead of following the general norm of querying LLMs and Industry-specific SLMs, we built repositories of content curated from domain experts worldwide including video transcripts, blogs, search engines research, and massive amounts of enterprise, product/service, and market data.

TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by increasing the Cost of Goods Sold (COGS), reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Tariff Impact on Global Supply Chain Patterns
    • Causal Artificial Intelligence - Global Key Competitors Percentage Market Share in 2025 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Rising Demand for Explainable AI and Decision Transparency Propels Growth in Causal AI Adoption
    • Technological Advancements in Causal Inference and Modeling Strengthen AI Interpretability and Trust
    • Increased Focus on Risk Management and Policy Simulation Drives Use of Causal AI in Regulated Industries
    • Expansion of Healthcare, Finance, and Public Policy Sectors Throws Spotlight on Causal AI Applications
    • Partnerships Between AI Firms and Research Institutions Accelerate Innovation in Causal Reasoning Tools
    • Integration with Machine Learning and Big Data Platforms Enhances Analytical Depth and Usability
    • Regulatory Push for Responsible AI and Ethics Drives Market for Transparent and Verifiable AI Models
    • Growth in Simulation-Based Decision Support Expands Addressable Market for Causal AI Technologies
    • Innovation in Causal Discovery Algorithms and Automation Tools Spurs Market Differentiation
    • Increased Focus on Intervention Analysis and Counterfactual Predictions Drives Adoption in Strategic Planning
    • Adoption in Marketing, Fraud Detection, and Operations Optimization Expands Application Scope
    • Global Push for AI Regulations and Fairness Metrics Generates Opportunities for Causal AI Integration
    • Market Demand for Better ROI and Insight Accuracy Strengthens the Shift Towards Causal AI Solutions
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Causal Artificial Intelligence Market Analysis of Annual Sales in US$ for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for Causal Artificial Intelligence by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Software Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for Software Offering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for Services Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for Services Offering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Financial Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Financial Management Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Sales & Customer Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Sales & Customer Management Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for Operations & Supply Chain Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for Operations & Supply Chain Management Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Marketing & Pricing Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Marketing & Pricing Management Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 18: USA Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 19: USA 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 20: USA Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 21: USA 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • CANADA
    • TABLE 22: Canada Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 23: Canada 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 24: Canada Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 25: Canada 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • JAPAN
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 26: Japan Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 27: Japan 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 28: Japan Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 29: Japan 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • CHINA
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 30: China Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 31: China 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 32: China Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 33: China 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • EUROPE
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 34: Europe Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ for Years 2024 through 2030 and % CAGR
    • TABLE 35: Europe 6-Year Perspective for Causal Artificial Intelligence by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 36: Europe Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 37: Europe 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 38: Europe Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 39: Europe 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • FRANCE
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 40: France Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 41: France 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 42: France Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 43: France 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • GERMANY
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 44: Germany Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 45: Germany 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 46: Germany Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 47: Germany 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • ITALY
    • TABLE 48: Italy Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 49: Italy 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 50: Italy Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Italy 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • UNITED KINGDOM
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 52: UK Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 53: UK 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 54: UK Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 55: UK 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 56: Rest of Europe Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Rest of Europe 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 58: Rest of Europe Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 59: Rest of Europe 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • ASIA-PACIFIC
    • Causal Artificial Intelligence Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 60: Asia-Pacific Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 61: Asia-Pacific 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 62: Asia-Pacific Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 63: Asia-Pacific 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 64: Rest of World Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Offering - Software Offering and Services Offering - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 65: Rest of World 6-Year Perspective for Causal Artificial Intelligence by Offering - Percentage Breakdown of Value Sales for Software Offering and Services Offering for the Years 2025 & 2030
    • TABLE 66: Rest of World Recent Past, Current & Future Analysis for Causal Artificial Intelligence by Application - Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications - Independent Analysis of Annual Sales in US$ for the Years 2024 through 2030 and % CAGR
    • TABLE 67: Rest of World 6-Year Perspective for Causal Artificial Intelligence by Application - Percentage Breakdown of Value Sales for Financial Management Application, Sales & Customer Management Application, Operations & Supply Chain Management Application, Marketing & Pricing Management Application and Other Applications for the Years 2025 & 2030

IV. COMPETITION