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市场调查报告书
商品编码
1791561

因果人工智慧的全球市场

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个工作天内

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简介目录

预计到 2030 年全球因果人工智慧市场规模将达到 4.733 亿美元

全球因果人工智慧市场规模预计在2024年达到6,070万美元，预计2024年至2030年期间的复合年增长率为40.8%，到2030年将达到4.733亿美元。本报告分析的细分市场之一「软体产品」预计将实现46.2%的复合年增长率，并在分析期结束时达到3.654亿美元。服务产品细分市场在分析期间内的复合年增长率预计为29.1%。

美国市场规模估计为 1,590 万美元，中国市场预计复合年增长率为 38.3%

预计到2024年，美国因果人工智慧市场规模将达到1,590万美元。作为世界第二大经济体，中国市场规模预计将在2030年达到6,870万美元，2024年至2030年的复合年增长率为38.3%。其他值得关注的区域市场包括日本和加拿大，预计在分析期间的复合年增长率分别为37.8%和34.4%。在欧洲，预计德国的复合年增长率为26.9%。

全球因果人工智慧市场—主要趋势与驱动因素摘要

因果人工智慧将如何彻底改变决策？

因果人工智慧 (AI) 正在从传统的基于相关性的机器学习转向更深入的因果分析，从而改变各行各业的决策流程。与依赖模式识别的传统 AI 模型不同，因果人工智慧使机器能够理解事件发生的原因，从而做出更准确的预测和策略干预。这种能力在医疗保健、金融和供应链管理等精准决策至关重要的领域中尤其重要。对 AI 模型透明度和可解释性日益增长的需求是因果人工智慧被广泛采用的主要驱动力。企业和监管机构正在倡导能够证明其结果合理性的 AI 解决方案，以确保决策符合伦理道德且公正无私。因此，因果人工智慧在可解释性与准确性同等重要的应用中日益受到青睐，并进一步强化了其在下一代 AI 系统中的作用。

为什么各行各业对因果人工智慧的需求都在飙升？

因果人工智慧的广泛应用源自于其能够突破传统机器学习模型的关键限制。透过整合因果推理，组织可以降低风险、优化资源配置并提高业务效率。例如，在医疗保健领域，因果人工智慧透过识别治疗与患者结果之间的因果关係来辅助药物研发，从而加速医学进步。金融机构利用因果人工智慧来区分基于相关性的异常和真正的因果因素，从而增强诈欺检测和风险评估。同时，在行销和客户分析领域，因果人工智慧可以更深入洞察消费行为，帮助企业建立更有效的互动策略。随着各行各业对更复杂的人工智慧解决方案的需求不断增长，因果人工智慧的应用预计将呈指数级增长。

哪些地区在因果人工智慧的应用方面处于领先地位？

北美在因果人工智慧应用方面处于领先地位，这得益于强大的研究计划、对人工智慧创新的强劲投资以及对监管合规性的日益关注。因果人工智慧在医疗保健、金融科技和自主系统等领域的广泛整合，尤其是在美国，使该地区成为关键的市场参与者。在严格的资料保护条例和人工智慧道德框架的推动下，欧洲的因果人工智慧也正在显着成长。德国、英国和法国等国正大力投资人工智慧研发，进一步推动市场扩张。同时，以中国、日本和韩国主导的亚太地区凭藉其快速的技术进步和政府支持的人工智慧倡议，正在成为强有力的竞争者。製造业和物流业等行业对人工智慧决策支援系统的需求不断增长，正在推动这些地区的市场向前发展。

推动市场成长的关键因素有哪些？

因果人工智慧市场的成长受到多种因素的驱动，包括对人工智慧可解释性日益增长的需求、人工智慧在关键决策中的日益广泛部署以及机器学习框架的进步。从基于相关性的分析到因果推理的转变提高了人工智慧模型的准确性和可靠性，使其成为关键产业中不可或缺的一部分。此外，各行各业产生的复杂资料量日益增长，凸显了传统人工智慧的局限性，促使企业投资因果人工智慧以获得更深入的洞察和自动化。云端处理和边缘人工智慧技术的扩展也促进了因果人工智慧的普及，使其能够即时且可扩展地实施。此外，政府推动发展合乎道德和负责任的人工智慧的倡议也进一步推动了市场成长，确保因果人工智慧在未来几年仍将是创新的关键驱动力。

部分

产品（软体产品、服务产品）、应用程式（财务管理应用程式、销售和客户管理应用程式、业务和供应链管理应用程式、行销和定价管理应用程式、其他应用程式）

受访公司范例

  • 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

人工智慧集成

全球产业分析师利用可操作的专家内容和人工智慧工具改变市场和竞争情报。

Global 特定产业产业SLM 的典型规范，而是建立了一个从世界各地专家收集的内容库，包括影片录影、部落格、搜寻引擎研究以及大量的公司、产品/服务和市场数据。

关税影响係数

全球产业分析师根据公司总部所在国家、製造地和进出口（成品和原始设备製造商）情况预测其竞争地位的变化。这种复杂而多面的市场动态预计将以多种方式影响竞争对手，包括销货成本(COGS) 上升、盈利下降、供应链重组以及其他微观和宏观市场动态。

目录

第一章调查方法

第二章执行摘要

  • 市场概览
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 比赛

简介目录
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