查看购物车
  • Traditional Chinese
  • English
  • Japanese
封面
市场调查报告书
商品编码
1611943

化学和材料资讯学市场中的人工智慧：按产品、技术、部署、应用和最终用途 - 2025-2030 年全球预测

AI in Chemical & Material Informatics Market by Offering (Services, Software), Technology (Computer Vision, Machine Learning, Predictive Analytics), Deployment, Application, End-Use - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 185 Pages | 商品交期: 最快1-2个工作天内

价格

※ 本网页内容可能与最新版本有所差异。详细情况请与我们联繫。

2023年化学与材料资讯学市场人工智慧的市场规模为86.9亿美元，预计2024年将达到120.8亿美元，复合年增长率为39.46%，2030年将达到892.9亿美元。

化学和材料资讯学中人工智慧的范围包括人工智慧的集成，以加速材料和化学过程的发现、设计和优化。该领域需要人工智慧能够分析大量资料集、预测分子特性以及设计具有客製化功能的新材料。其应用涵盖众多产业，包括製药、能源、电子和环境解决方案。在最终用途方面，业界正在努力实现永续且高效的製造工艺，从而显着减少与研发相关的时间和成本。市场成长主要受到对创新和高效材料解决方案不断增长的需求以及人工智慧技术进步的影响，这些技术使资料处理和分析更加高效。特别是，开发人工智慧模型存在巨大的成长机会，可以进一步提高准确性并缩短发现时间，从而使公司保持竞争力。利用这些机会的建议包括投资先进的计算演算法并建立跨部门合作伙伴关係，以利用化学、材料科学和人工智慧的专业知识。儘管有这些机会，挑战仍然存在，包括缺乏高品质资料以及将人工智慧技术与现有系统整合的复杂性。这些问题可能会阻碍人工智慧主导解决方案的速度和有效性。为了克服这些限制，在开发强大的资料收集和检验框架以及可处理复杂化学资料的可扩展人工智慧模型方面存在创新潜力。您还可以专注于使人工智慧模型更加透明和可解释，以建立信任并推动跨行业的采用。随着技术的快速进步，市场呈现出动态性，该行业的相关人员应优先考虑持续学习和适应新兴的人工智慧能力，以保持战略优势。

主要市场统计
基准年[2023] 86.9亿美元
预计年份 [2024] 120.8亿美元
预测年份 [2030] 892.9亿美元
复合年增长率（%） 39.46%

市场动态：化学和材料资讯学领域快速发展的人工智慧市场揭示的关键市场洞察

化学和材料资讯学领域的人工智慧市场正在因供需的动态互动而转变。透过了解这些不断变化的市场动态，公司可以准备好做出明智的投资决策、完善策略决策并抓住新的商机。全面了解这些趋势可以帮助企业降低政治、地理、技术、社会和经济领域的风险，并了解消费行为及其对製造成本的影响，并更清楚地了解对采购趋势的影响。

  • 市场驱动因素
    • 随着化学工业材料发现和实验的加速，资料生成量增加
    • 对材料特性和化学反应的预测建模的需求不断增长
  • 市场限制因素
    • 在化学/材料资讯学领域引入人工智慧解决方案的成本高昂
  • 市场机会
    • 化学和材料资讯学领域人工智慧解决方案的持续技术进步
    • 环保材料和工艺设计的新应用
  • 市场挑战
    • 在化学和材料资讯学中使用人工智慧的资料隐私和安​​全问题

波特五力：驾驭化学和材料资讯学领域人工智慧市场的策略工具

波特的五力框架是了解化学品和材料资讯学市场中人工智慧竞争格局的重要工具。波特的五力框架为评估公司的竞争地位和探索策略机会提供了清晰的方法。该框架可帮助公司评估市场动态并确定新业务的盈利。这些见解使公司能够利用自己的优势，解决弱点并避免潜在的挑战，从而确保更强大的市场地位。

PESTLE分析：了解化学和材料资讯学 AI 市场的外部影响

外部宏观环境因素在塑造化学品和材料资讯学市场人工智慧的绩效动态方面发挥着至关重要的作用。对政治、经济、社会、技术、法律和环境因素的分析提供了应对这些影响所需的资讯。透过调查 PESTLE 因素，公司可以更了解潜在的风险和机会。这种分析可以帮助公司预测法规、消费者偏好和经济趋势的变化，并帮助他们做出积极主动的决策。

市场占有率分析 了解化学和材料资讯学 AI 市场的竞争状况

对化学品和材料资讯学市场中人工智慧的详细市场占有率分析可以对供应商绩效进行全面评估。公司可以透过比较收益、客户群和成长率等关键指标来揭示其竞争地位。该分析揭示了市场集中、分散和整合的趋势，为供应商提供了製定策略决策所需的洞察力，使他们能够在日益激烈的竞争中占有一席之地。

AI市场供应商在FPNV定位矩阵化学和材料资讯学方面的绩效评估

FPNV 定位矩阵是评估化学品和材料资讯学市场人工智慧供应商的重要工具。此矩阵允许业务组织根据商务策略和产品满意度评估供应商，从而做出与其目标相符的明智决策。这四个象限使您能够清晰、准确地划分供应商，并确定最能满足您的策略目标的合作伙伴和解决方案。

策略分析和建议绘製化学和材料资讯学人工智慧市场的成功之路

对于旨在加强其在全球市场的影响力的公司来说，化学和材料资讯学领域的人工智慧市场的策略分析至关重要。透过审查关键资源、能力和绩效指标，公司可以识别成长机会并努力改进。这种方法使您能够克服竞争环境中的挑战，利用新的商机并取得长期成功。

本报告对市场进行了全面分析，涵盖关键重点领域：

1. 市场渗透率：详细检视当前市场环境、主要企业的广泛资料、评估其在市场中的影响力和整体影响力。

2. 市场开拓：辨识新兴市场的成长机会，评估现有领域的扩张潜力，并提供未来成长的策略蓝图。

3. 市场多元化：分析近期产品发布、开拓地区、关键产业进展、塑造市场的策略投资。

4. 竞争评估与情报：彻底分析竞争格局，检验市场占有率、业务策略、产品系列、认证、监理核准、专利趋势、主要企业的技术进步等。

5. 产品开发与创新：重点在于有望推动未来市场成长的最尖端科技、研发活动和产品创新。

我们也回答重要问题，以帮助相关人员做出明智的决策：

1.目前的市场规模和未来的成长预测是多少？

2. 哪些产品、区隔市场和地区提供最佳投资机会？

3.塑造市场的主要技术趋势和监管影响是什么？

4.主要厂商的市场占有率和竞争地位如何？

5. 推动供应商市场进入和退出策略的收益来源和策略机会是什么？

目录

第一章 前言

第二章调查方法

第三章执行摘要

第四章市场概况

第五章市场洞察

  • 市场动态
    • 促进因素
      • 由于化学工业中材料发现和实验的加速，资料生成量增加
      • 对材料特性和化学反应的预测建模的需求不断增长
    • 抑制因素
      • 在化学/材料资讯学领域引入人工智慧解决方案的成本很高
    • 机会
      • 化学和材料资讯学领域人工智慧解决方案的持续技术进步
      • 环保材料和工艺设计的新应用
    • 任务
      • 与在化学和材料资讯学中使用人工智慧相关的资料隐私和安全问题
  • 市场区隔分析
    • 我们提供什么：扩大具有预测能力的人工智慧软体在化学和材料资讯学中的使用
    • 技术：机器学习的应用正在扩展，机器学习可以学习过去的模式以实现更快的决策流程
    • 部署：云端人工智慧系统对Start-Ups和中型企业具有巨大潜力
    • 应用：由于人工智慧可以节省测试和测试资源，因此材料发现和实验对人工智慧的需求不断增加。
    • 最终用途：扩大人工智慧在整个化学产业的化学和材料资讯学中的使用，以加速新化学品的发现
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 经济
    • 社群
    • 技术的
    • 合法地
    • 环境

第六章化学和材料资讯学中的人工智慧市场：透过提供

  • 服务
  • 软体

第七章 化学和材料资讯学领域的人工智慧市场：按技术分类

  • 电脑视觉
  • 机器学习
  • 预测分析

第八章化学和材料资讯学中的人工智慧市场：按发展划分

  • 云
  • 本地

第九章化学和材料资讯学领域的人工智慧市场：按应用分类

  • 材料发现与实验
  • 材料製造
  • 品管与保证

第10章化学和材料资讯学中的人工智慧市场：按最终用途

  • 电池和能源储存
  • 化学品
  • 金属/矿业
  • 药品
  • 聚合物和塑料
  • 半导体

第十一章 美洲化学和材料资讯学领域的人工智慧市场

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美国

第十二章亚太地区化学与材料资讯学人工智慧市场

  • 澳洲
  • 中国
  • 印度
  • 印尼
  • 日本
  • 马来西亚
  • 菲律宾
  • 新加坡
  • 韩国
  • 台湾
  • 泰国
  • 越南

第十三章欧洲、中东和非洲化学和材料资讯学领域的人工智慧市场

  • 丹麦
  • 埃及
  • 芬兰
  • 法国
  • 德国
  • 以色列
  • 义大利
  • 荷兰
  • 奈及利亚
  • 挪威
  • 波兰
  • 卡达
  • 俄罗斯
  • 沙乌地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公国
  • 英国

第14章竞争格局

  • 2023 年市场占有率分析
  • FPNV 定位矩阵，2023
  • 竞争情境分析
    • NobleAI 在 Microsoft Azure Marketplace 上发布人工智慧工具，彻底改变化学和材料开发
    • TDK公司宣布推出新的人工智慧资料分析平台“Aim”，以增强材料资讯学
    • 东丽推出基于人工智慧的服务，以加强树脂选择并加速产品开发
  • 战略分析和建议

公司名单

  • AI Materia
  • Ansatz AI
  • Bytelab Solutions SL. All
  • Chemical.AI
  • Citrine Informatics
  • Dassault Systemes SE
  • ENEOS Corporation
  • Enthought, Inc.
  • Fujitsu Limited
  • Hitachi High-Tech Corporation
  • International Business Machines Corporation
  • Kebotix, Inc.
  • Mat3ra
  • Materials.Zone Ltd.
  • Mitsubishi Chemical Holdings Corporation
  • Noble Artificial Intelligence, Inc.
  • PerkinElmer Inc
  • Phaseshift Technologies Inc.
  • Polymerize Private Limited
  • Schrodinger, Inc.
  • Sumitomo Chemical Co., Ltd.
  • TDK Corporation
  • Tilde Materials Informatics
  • Toray Industries, Inc.
  • Uncountable Inc
Product Code: MRR-2E76C3E47E28

The AI in Chemical & Material Informatics Market was valued at USD 8.69 billion in 2023, expected to reach USD 12.08 billion in 2024, and is projected to grow at a CAGR of 39.46%, to USD 89.29 billion by 2030.

The scope of AI in Chemical & Material Informatics encompasses the integration of artificial intelligence to accelerate the discovery, design, and optimization of materials and chemical processes. This field necessitates AI's capability to analyze vast datasets, predict molecular properties, and design novel materials with tailored functionalities. Its applications extend across numerous industries including pharmaceuticals, energy, electronics, and environmental solutions. In terms of end-use, industries gear towards achieving sustainable and efficient manufacturing processes, thereby significantly reducing time and cost associated with R&D. Market growth is primarily influenced by the increasing demand for innovative and efficient material solutions, coupled with advancements in AI technologies that make data processing and analysis more efficient. There are immense opportunities for growth, notably in developing AI models that further enhance precision and reduce discovering timelines, thus enabling companies to stay competitive. Recommendations to capitalize on these opportunities include investing in advanced computational algorithms and forming cross-disciplinary collaborations to leverage expert knowledge from chemistry, materials science, and AI. Despite these opportunities, challenges remain, such as the scarcity of high-quality data and the complexity of integrating AI technologies with existing systems. These issues can hinder the speed and efficacy of AI-driven solutions. To overcome these limitations, there is potential for innovation in developing robust data collection and validation frameworks as well as scalable AI models capable of handling complex chemical data. Efforts can also focus on enhancing transparency and interpretability of AI models to build trust and facilitate adoption across industries. The market exhibits dynamic nature with rapid technological advancements, and stakeholders within the sector should prioritize continuous learning and adaptation to emerging AI capabilities to maintain a strategic edge.

KEY MARKET STATISTICS
Base Year [2023] USD 8.69 billion
Estimated Year [2024] USD 12.08 billion
Forecast Year [2030] USD 89.29 billion
CAGR (%) 39.46%

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving AI in Chemical & Material Informatics Market

The AI in Chemical & Material Informatics Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

  • Market Drivers
    • Increasing data generation with accelerating material discovery & experimentation in chemical industries
    • Rising demand for predictive modeling of material properties and chemical reactions
  • Market Restraints
    • High cost of deployment of AI in chemical & material informatics solutions
  • Market Opportunities
    • Continuous technological advancements in AI in chemical & material informatics solutions
    • Emerging applications for designing environmentally friendly materials and process
  • Market Challenges
    • Data privacy and security concerns associated with the usage of AI in chemical & material informatics

Porter's Five Forces: A Strategic Tool for Navigating the AI in Chemical & Material Informatics Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the AI in Chemical & Material Informatics Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the AI in Chemical & Material Informatics Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the AI in Chemical & Material Informatics Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the AI in Chemical & Material Informatics Market

A detailed market share analysis in the AI in Chemical & Material Informatics Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the AI in Chemical & Material Informatics Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the AI in Chemical & Material Informatics Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the AI in Chemical & Material Informatics Market

A strategic analysis of the AI in Chemical & Material Informatics Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the AI in Chemical & Material Informatics Market, highlighting leading vendors and their innovative profiles. These include AI Materia, Ansatz AI, Bytelab Solutions SL. All, Chemical.AI, Citrine Informatics, Dassault Systemes SE, ENEOS Corporation, Enthought, Inc., Fujitsu Limited, Hitachi High-Tech Corporation, International Business Machines Corporation, Kebotix, Inc., Mat3ra, Materials.Zone Ltd., Mitsubishi Chemical Holdings Corporation, Noble Artificial Intelligence, Inc., PerkinElmer Inc, Phaseshift Technologies Inc., Polymerize Private Limited, Schrodinger, Inc., Sumitomo Chemical Co., Ltd., TDK Corporation, Tilde Materials Informatics, Toray Industries, Inc., and Uncountable Inc.

Market Segmentation & Coverage

This research report categorizes the AI in Chemical & Material Informatics Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Based on Offering, market is studied across Services and Software.
  • Based on Technology, market is studied across Computer Vision, Machine Learning, and Predictive Analytics.
  • Based on Deployment, market is studied across Cloud and On-premise.
  • Based on Application, market is studied across Material Discovery & Experimentation, Material Manufacturing, and Quality Control & Assurance.
  • Based on End-Use, market is studied across Battery & Energy Storage, Chemicals, Metals & Mining, Pharmaceuticals, Polymer & Plastics, and Semiconductor.
  • Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Market Dynamics
    • 5.1.1. Drivers
      • 5.1.1.1. Increasing data generation with accelerating material discovery & experimentation in chemical industries
      • 5.1.1.2. Rising demand for predictive modeling of material properties and chemical reactions
    • 5.1.2. Restraints
      • 5.1.2.1. High cost of deployment of AI in chemical & material informatics solutions
    • 5.1.3. Opportunities
      • 5.1.3.1. Continuous technological advancements in AI in chemical & material informatics solutions
      • 5.1.3.2. Emerging applications for designing environmentally friendly materials and process
    • 5.1.4. Challenges
      • 5.1.4.1. Data privacy and security concerns associated with the usage of AI in chemical & material informatics
  • 5.2. Market Segmentation Analysis
    • 5.2.1. Offering: Expanding usage of AI software in chemical & material informatics due to its predictive ability
    • 5.2.2. Technology: Growing applications of machine learning to learn from past patterns for quick decision-making processes
    • 5.2.3. Deployment: High potential for cloud AI systems across start-ups and mid-sized enterprises
    • 5.2.4. Application: Significant demand for AI for material discovery & experimentation due to its ability to save resources in trial & testing
    • 5.2.5. End-Use: Expanding usage of AI in chemical & material informatics across the chemical industry to fasten the discovery of new chemicals
  • 5.3. Porter's Five Forces Analysis
    • 5.3.1. Threat of New Entrants
    • 5.3.2. Threat of Substitutes
    • 5.3.3. Bargaining Power of Customers
    • 5.3.4. Bargaining Power of Suppliers
    • 5.3.5. Industry Rivalry
  • 5.4. PESTLE Analysis
    • 5.4.1. Political
    • 5.4.2. Economic
    • 5.4.3. Social
    • 5.4.4. Technological
    • 5.4.5. Legal
    • 5.4.6. Environmental

6. AI in Chemical & Material Informatics Market, by Offering

  • 6.1. Introduction
  • 6.2. Services
  • 6.3. Software

7. AI in Chemical & Material Informatics Market, by Technology

  • 7.1. Introduction
  • 7.2. Computer Vision
  • 7.3. Machine Learning
  • 7.4. Predictive Analytics

8. AI in Chemical & Material Informatics Market, by Deployment

  • 8.1. Introduction
  • 8.2. Cloud
  • 8.3. On-premise

9. AI in Chemical & Material Informatics Market, by Application

  • 9.1. Introduction
  • 9.2. Material Discovery & Experimentation
  • 9.3. Material Manufacturing
  • 9.4. Quality Control & Assurance

10. AI in Chemical & Material Informatics Market, by End-Use

  • 10.1. Introduction
  • 10.2. Battery & Energy Storage
  • 10.3. Chemicals
  • 10.4. Metals & Mining
  • 10.5. Pharmaceuticals
  • 10.6. Polymer & Plastics
  • 10.7. Semiconductor

11. Americas AI in Chemical & Material Informatics Market

  • 11.1. Introduction
  • 11.2. Argentina
  • 11.3. Brazil
  • 11.4. Canada
  • 11.5. Mexico
  • 11.6. United States

12. Asia-Pacific AI in Chemical & Material Informatics Market

  • 12.1. Introduction
  • 12.2. Australia
  • 12.3. China
  • 12.4. India
  • 12.5. Indonesia
  • 12.6. Japan
  • 12.7. Malaysia
  • 12.8. Philippines
  • 12.9. Singapore
  • 12.10. South Korea
  • 12.11. Taiwan
  • 12.12. Thailand
  • 12.13. Vietnam

13. Europe, Middle East & Africa AI in Chemical & Material Informatics Market

  • 13.1. Introduction
  • 13.2. Denmark
  • 13.3. Egypt
  • 13.4. Finland
  • 13.5. France
  • 13.6. Germany
  • 13.7. Israel
  • 13.8. Italy
  • 13.9. Netherlands
  • 13.10. Nigeria
  • 13.11. Norway
  • 13.12. Poland
  • 13.13. Qatar
  • 13.14. Russia
  • 13.15. Saudi Arabia
  • 13.16. South Africa
  • 13.17. Spain
  • 13.18. Sweden
  • 13.19. Switzerland
  • 13.20. Turkey
  • 13.21. United Arab Emirates
  • 13.22. United Kingdom

14. Competitive Landscape

  • 14.1. Market Share Analysis, 2023
  • 14.2. FPNV Positioning Matrix, 2023
  • 14.3. Competitive Scenario Analysis
    • 14.3.1. NobleAI Launches AI Tools on Microsoft Azure Marketplace to RevolutionizdeChemical and Material Development
    • 14.3.2. TDK Corporation Introduces 'Aim' a New AI Data Analysis Platform to Enhance Materials Informatics
    • 14.3.3. Toray Industries Introduces AI-Powered Service to Enhance Resin Selection and Speed Up Product Development
  • 14.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. AI Materia
  • 2. Ansatz AI
  • 3. Bytelab Solutions SL. All
  • 4. Chemical.AI
  • 5. Citrine Informatics
  • 6. Dassault Systemes SE
  • 7. ENEOS Corporation
  • 8. Enthought, Inc.
  • 9. Fujitsu Limited
  • 10. Hitachi High-Tech Corporation
  • 11. International Business Machines Corporation
  • 12. Kebotix, Inc.
  • 13. Mat3ra
  • 14. Materials.Zone Ltd.
  • 15. Mitsubishi Chemical Holdings Corporation
  • 16. Noble Artificial Intelligence, Inc.
  • 17. PerkinElmer Inc
  • 18. Phaseshift Technologies Inc.
  • 19. Polymerize Private Limited
  • 20. Schrodinger, Inc.
  • 21. Sumitomo Chemical Co., Ltd.
  • 22. TDK Corporation
  • 23. Tilde Materials Informatics
  • 24. Toray Industries, Inc.
  • 25. Uncountable Inc

LIST OF FIGURES

  • FIGURE 1. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET RESEARCH PROCESS
  • FIGURE 2. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
  • FIGURE 11. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
  • FIGURE 13. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2023 VS 2030 (%)
  • FIGURE 15. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 17. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 19. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 20. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 21. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 22. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 23. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 24. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 25. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET DYNAMICS
  • TABLE 7. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SERVICES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COMPUTER VISION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY PREDICTIVE ANALYTICS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MATERIAL DISCOVERY & EXPERIMENTATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MATERIAL MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 20. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY QUALITY CONTROL & ASSURANCE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 21. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 22. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY BATTERY & ENERGY STORAGE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 23. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY CHEMICALS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 24. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY METALS & MINING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 25. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY PHARMACEUTICALS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 26. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY POLYMER & PLASTICS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 27. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SEMICONDUCTOR, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 28. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 29. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 30. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 31. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 32. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 33. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 34. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 35. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 36. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 37. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 38. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 39. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 40. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 41. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 42. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 43. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 44. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 45. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 46. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 47. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 48. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 49. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 50. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 51. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 52. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 53. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 54. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 55. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 56. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 57. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 58. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 59. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 60. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 61. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 62. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 63. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 64. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 65. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 66. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 67. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 68. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 69. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 70. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 71. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 72. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 73. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 74. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 75. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 76. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 77. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 78. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 79. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 80. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 81. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 82. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 83. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 84. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 85. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 86. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 87. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 88. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 89. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 90. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 91. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 92. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 93. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 94. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 95. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 96. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 97. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 98. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 99. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 100. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 101. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 102. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 103. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 104. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 105. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 106. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 107. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 108. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 109. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 110. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 111. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 112. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 113. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 114. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 115. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 116. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 117. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 118. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 119. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 120. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 121. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 122. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 123. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 124. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 125. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 126. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 127. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 128. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 129. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 130. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 131. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 132. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 133. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 134. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 135. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 136. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 137. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 138. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 139. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 140. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 141. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 142. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 143. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 144. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 145. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 146. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 147. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 148. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 149. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 150. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 151. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 152. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 153. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 154. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 155. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 156. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 157. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 158. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 159. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 160. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 161. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 162. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 163. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 164. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 165. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 166. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 167. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 168. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 169. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 170. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 171. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 172. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 173. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 174. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 175. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 176. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 177. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 178. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 179. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 180. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 181. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 182. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 183. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 184. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 185. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 186. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 187. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 188. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 189. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 190. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 191. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 192. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 193. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 194. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 195. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 196. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 197. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 198. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 199. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 200. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 201. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 202. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 203. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 204. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 205. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 206. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 207. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 208. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 209. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 210. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 211. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 212. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 213. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 214. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 215. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 216. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 217. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 218. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 219. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 220. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 221. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 222. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 223. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 224. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 225. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 226. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 227. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 228. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 229. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 230. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 231. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 232. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 233. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 234. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 235. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 236. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
  • TABLE 237. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SHARE, BY KEY PLAYER, 2023
  • TABLE 238. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET, FPNV POSITIONING MATRIX, 2023