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市场调查报告书
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1612248

药物发现中的人工智慧市场:按产品、技术、流程、应用、治疗领域和最终用户划分 - 2025-2030 年全球预测

Artificial Intelligence in Drug Discovery Market by Offering (Services, Software), Technology (Context-Aware Processing, Machine Learning, Natural Language Processing), Process, Application, Therapeutic Area, End User - Global Forecast 2025-2030

出版日期: | 出版商: 360iResearch | 英文 183 Pages | 商品交期: 最快1-2个工作天内

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2023年人工智慧在药物发现市场的市场规模为10.8亿美元,预计2024年将达到13.5亿美元,复合年增长率为27.10%,到2030年将达到58.1亿美元。

药物发现中的人工智慧 (AI) 透过将先进的计算技术整合到分子设计和检验过程中,正在改变药物的研究和开发。人工智慧在这一领域的范围涵盖每一个步骤,从识别有前途的分子标靶到促进虚拟筛检,再到预测生物系统中的药物行为。这项需求源自于产业迫切需要简化耗时且失败率高的传统方法。人工智慧的应用涵盖多个领域,包括基因组研究、个人化医疗和合成筛检过程的最佳化。最终用途产业包括製药公司、生技公司和合约研发组织,他们利用人工智慧来降低成本并提高其药物开发平臺的有效性。市场成长受到技术进步、人工智慧与製药公司之间伙伴关係的加强以及精准医疗需求不断增长的显着影响。机器学习演算法的持续发展、大量生物医学资料的获取以及政府对医疗技术创新的支持带来了关键机会。为了抓住这些机会,公司应该投资开发强大的人工智慧平台,以增强预测分析并促进即时资料分析。然而,挑战依然存在。监管障碍、资料隐私问题以及对大规模註释资料集集的需求使人工智慧在药物发现中的整合变得复杂。明确的创新路径在于结合人工智慧和传统方法的混合方法,以及推动计算生物学的跨学科合作。未来的重点领域包括使用人工智慧进行药物再利用以及新化合物库的开发。市场的本质是高度动态的,具有快速的技术进步和高度协作的趋势。透过保持敏捷性和培养策略伙伴关係,相关人员可以克服市场限制并利用人工智慧在药物开发中日益增长的相关性。

主要市场统计
基准年[2023] 10.8亿美元
预计年份 [2024] 13.5亿美元
预测年份 [2030] 58.1亿美元
复合年增长率(%) 27.10%

市场动态:揭示药物发现市场中快速发展的人工智慧的关键市场洞察

药物发现领域的人工智慧市场正因供需的动态交互作用而转变。了解这些不断变化的市场动态可以帮助企业做出明智的投资决策、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,同时消费行为及其对製造成本的影响以及对采购趋势的影响。

  • 市场驱动因素
    • 药物发现过程管理和降低成本的需求
    • 管理临床前研究期间产生的大量资料的需求日益增加
    • 生物製药公司的采用率提高
  • 市场限制因素
    • 缺乏熟练的专业人员
  • 市场机会
    • 使用人工智慧云进行药物发现的合理化和自动化方法
    • 加大研发投入
  • 市场挑战
    • 资料集的可用性有限

波特五力:药物发现人工智慧市场的策略工具

波特的五力框架是了解市场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,以确保更强大的市场地位。

PESTLE分析:了解药物发现人工智慧市场的外部影响

外部宏观环境因素在塑造药物发现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 了解人工智慧市场在药物发现的竞争状况

对药物发现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。

FPNV 定位矩阵供应商在药物发现市场中人工智慧的绩效评估

FPNV 定位矩阵是评估药物发现市场人工智慧供应商的关键工具。此矩阵允许业务组织根据供应商的商务策略和产品满意度评估供应商,从而做出符合其目标的明智决策。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。

为策略分析和药物推荐制定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,对药物发现市场中的人工智慧进行策略分析至关重要。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
      • 药物发现过程中对控制和降低成本的需求
      • 管理临床前研究期间产生的大量资料的需求日益增加
      • 生物製药公司扩大采用范围
    • 抑制因素
      • 缺乏熟练的专业人员
    • 机会
      • 人工智慧云实现了药物发现的简化和自动化方法
      • 研发投入不断增加
    • 任务
      • 资料集的可用性有限
  • 市场区隔分析
    • 我们提供什么:人工智慧软体提案药物发现的创新方法
    • 技术:在个人化护理中更多地采用情境感知处理
    • 流程:透过计算和预测能力显着增强药物发现流程
    • 应用:人工智慧设计的小分子药物在人体临床试验中的使用正在增加。
    • 治疗领域:在个人化癌症治疗的药物发现中更多地采用人工智慧。
    • 最终用户:在药物发现中更多地使用人工智慧,以加速製药和生物技术公司的药物发现过程
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 经济
    • 社群
    • 技术的
    • 合法地
    • 环境

第六章药物发现中的人工智慧市场:透过提供

  • 服务
  • 软体

第七章药物发现中的人工智慧市场:依技术分类

  • 情境感知处理
  • 机器学习
  • 自然语言处理

第八章药物发现中的人工智慧市场:按流程

  • 候选人的选择和检验
  • 命中识别和优先排序
  • 线索辨识/线索生成
  • 先导药物最适化
  • 目标识别和选择
  • 目标检验

第九章药物发现中的人工智慧市场:按应用分类

  • 生技药品设计与最佳化
  • 疾病识别和评估
  • 安全性、毒性和合规性评估
  • 小分子设计与优化
  • 疫苗设计和优化

第10章药物发现中的人工智慧市场(按治疗领域)

  • 心血管疾病
  • 免疫肿瘤学
  • 代谢性疾病
  • 神经退化性疾病

第十一章药物发现中的人工智慧市场:按最终用户划分

  • 合约调查机构
  • 製药和生物技术公司
  • 研究中心以及学术和政府机构

第 12 章:美洲药物发现中的人工智慧市场

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美国

第十三章亚太地区药物发现人工智慧市场

  • 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14章:欧洲、中东和非洲药物发现中的人工智慧市场

  • 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

第十五章竞争格局

  • 2023 年市场占有率分析
  • FPNV 定位矩阵,2023
  • 竞争情境分析
    • 默克建立两个策略联盟以加强人工智慧驱动的药物发现
    • In Silico的第二阶段计划的启动凸显了生成式人工智慧的发展势头
    • Google Cloud 宣布推出利用 AI 安全加速药物发现和精准医疗的解决方案
  • 战略分析和建议

公司名单

  • Aria Pharmaceuticals, Inc.
  • Atomwise, Inc.
  • BenevolentAI Limited
  • BenevolentAI SA
  • BioSymetrics Inc.
  • BPGbio Inc.
  • Butterfly Network, Inc.
  • Cloud Pharmaceuticals, Inc.
  • Cyclica Inc.
  • Deargen Inc.
  • Deep Genomics Incorporated
  • Envisagenics, Inc.
  • Euretos Services BV
  • Exscientia PLC
  • Insilico Medicine
  • Insitro, Inc.
  • International Business Machines Corporation
  • InveniAI LLC
  • Microsoft Corporation
  • Novartis AG
  • NVIDIA Corporation
  • Oracle Corporation
  • Owkin, Inc.
  • Verge Genomics Inc.
  • XtalPi Inc.
Product Code: MRR-031BF22F953D

The Artificial Intelligence in Drug Discovery Market was valued at USD 1.08 billion in 2023, expected to reach USD 1.35 billion in 2024, and is projected to grow at a CAGR of 27.10%, to USD 5.81 billion by 2030.

Artificial Intelligence (AI) in drug discovery is a transformative facet of pharmaceutical research and development, integrating advanced computational techniques into the molecule design and validation process. The scope of AI in this field encompasses all stages from identifying promising molecular targets to facilitating virtual screening and even predicting drug behavior in biological systems. Its necessity stems from the industry's urgent need to streamline traditional methods that are time-consuming and fraught with high failure rates. The application of AI spans various domains such as genomics research, personalized medicine, and optimization of synthetic screening processes. End-use sectors include pharmaceuticals, biotechnology firms, and contract research organizations, which leverage AI to reduce costs and improve the efficacy of drug development pipelines. Market growth is significantly influenced by technological advancements, increasing partnerships between AI firms and pharmaceutical companies, and escalating demand for precision medicine. Key opportunities arise from ongoing developments in machine learning algorithms, access to vast biomedical data, and governmental support for innovation in health technology. To seize these opportunities, companies should invest in developing robust AI platforms that enhance predictive analytics and facilitate real-time data analysis. However, challenges persist; regulatory hurdles, data privacy concerns, and the need for large, annotated datasets complicate the integration of AI in drug discovery. A well-defined innovation pathway lies in hybrid approaches that combine AI with traditional methods and interdisciplinary collaborations that advance computational biology. Future areas of interest include AI-driven drug repurposing and development of novel compound libraries. The nature of the market is highly dynamic, with rapid technological advancements and a trend towards high collaboration. Remaining agile and fostering strategic partnerships will enable stakeholders to overcome market limitations and capitalize on the increasing relevance of AI in pharmaceutical development.

KEY MARKET STATISTICS
Base Year [2023] USD 1.08 billion
Estimated Year [2024] USD 1.35 billion
Forecast Year [2030] USD 5.81 billion
CAGR (%) 27.10%

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Artificial Intelligence in Drug Discovery Market

The Artificial Intelligence in Drug Discovery 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
    • Demand to Control Drug Discovery Process and Reduce Cost
    • Increasing Need to Manage the Large Data Generated During Preclinical Studies
    • Increasing Adoption across Biopharmaceutical Companies
  • Market Restraints
    • Unavailability of Skilled Professionals
  • Market Opportunities
    • AI Cloud to Create a Streamlined and Automated Approach in Drug Discovery
    • Increasingly Growing R&D Investments
  • Market Challenges
    • Limited Availability of Data Sets

Porter's Five Forces: A Strategic Tool for Navigating the Artificial Intelligence in Drug Discovery Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Artificial Intelligence in Drug Discovery 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 Artificial Intelligence in Drug Discovery Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Artificial Intelligence in Drug Discovery 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 Artificial Intelligence in Drug Discovery Market

A detailed market share analysis in the Artificial Intelligence in Drug Discovery 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 Artificial Intelligence in Drug Discovery Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Artificial Intelligence in Drug Discovery 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 Artificial Intelligence in Drug Discovery Market

A strategic analysis of the Artificial Intelligence in Drug Discovery 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 Artificial Intelligence in Drug Discovery Market, highlighting leading vendors and their innovative profiles. These include Aria Pharmaceuticals, Inc., Atomwise, Inc., BenevolentAI Limited, BenevolentAI SA, BioSymetrics Inc., BPGbio Inc., Butterfly Network, Inc., Cloud Pharmaceuticals, Inc., Cyclica Inc., Deargen Inc., Deep Genomics Incorporated, Envisagenics, Inc., Euretos Services BV, Exscientia PLC, Insilico Medicine, Insitro, Inc., International Business Machines Corporation, InveniAI LLC, Microsoft Corporation, Novartis AG, NVIDIA Corporation, Oracle Corporation, Owkin, Inc., Verge Genomics Inc., and XtalPi Inc..

Market Segmentation & Coverage

This research report categorizes the Artificial Intelligence in Drug Discovery 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 Context-Aware Processing, Machine Learning, and Natural Language Processing.
  • Based on Process, market is studied across Candidate Selection & Validation, Hit Identification & Prioritization, Hit-to-lead Identification/ Lead generation, Lead Optimization, Target Identification & Selection, and Target Validation.
  • Based on Application, market is studied across Biologics Design & Optimization, Disease Identification & Assessment, Safety, Toxicity, & Compliance Assessment, Small Molecule Design & Optimization, and Vaccine Design & Optimization.
  • Based on Therapeutic Area, market is studied across Cardiovascular Disease, Immuno-Oncology, Metabolic Diseases, and Neurodegenerative Diseases.
  • Based on End User, market is studied across Contract Research Organizations, Pharmaceutical & Biotechnology Companies, and Research Centers and Academic & Government Institutes.
  • 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. Demand to Control Drug Discovery Process and Reduce Cost
      • 5.1.1.2. Increasing Need to Manage the Large Data Generated During Preclinical Studies
      • 5.1.1.3. Increasing Adoption across Biopharmaceutical Companies
    • 5.1.2. Restraints
      • 5.1.2.1. Unavailability of Skilled Professionals
    • 5.1.3. Opportunities
      • 5.1.3.1. AI Cloud to Create a Streamlined and Automated Approach in Drug Discovery
      • 5.1.3.2. Increasingly Growing R&D Investments
    • 5.1.4. Challenges
      • 5.1.4.1. Limited Availability of Data Sets
  • 5.2. Market Segmentation Analysis
    • 5.2.1. Offering: AI Software propose a revolutionary approach to drug discovery
    • 5.2.2. Technology: Growing adoption of context-aware processing in personalized therapeutic
    • 5.2.3. Process: Significant augmentation in the drug discovery process with computational prowess and predictive capabilities
    • 5.2.4. Application: Growing usage of AI-designed small molecule drugs for human clinical trials.
    • 5.2.5. Therapeutic Area: Rising adoption of AI in the drug discovery for personalized cancer treatment.
    • 5.2.6. End User: Increasing use of AI in the drug discovery by pharmaceutical and biotechnology companies to accelerate their drug discovery process
  • 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. Artificial Intelligence in Drug Discovery Market, by Offering

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

7. Artificial Intelligence in Drug Discovery Market, by Technology

  • 7.1. Introduction
  • 7.2. Context-Aware Processing
  • 7.3. Machine Learning
  • 7.4. Natural Language Processing

8. Artificial Intelligence in Drug Discovery Market, by Process

  • 8.1. Introduction
  • 8.2. Candidate Selection & Validation
  • 8.3. Hit Identification & Prioritization
  • 8.4. Hit-to-lead Identification/ Lead generation
  • 8.5. Lead Optimization
  • 8.6. Target Identification & Selection
  • 8.7. Target Validation

9. Artificial Intelligence in Drug Discovery Market, by Application

  • 9.1. Introduction
  • 9.2. Biologics Design & Optimization
  • 9.3. Disease Identification & Assessment
  • 9.4. Safety, Toxicity, & Compliance Assessment
  • 9.5. Small Molecule Design & Optimization
  • 9.6. Vaccine Design & Optimization

10. Artificial Intelligence in Drug Discovery Market, by Therapeutic Area

  • 10.1. Introduction
  • 10.2. Cardiovascular Disease
  • 10.3. Immuno-Oncology
  • 10.4. Metabolic Diseases
  • 10.5. Neurodegenerative Diseases

11. Artificial Intelligence in Drug Discovery Market, by End User

  • 11.1. Introduction
  • 11.2. Contract Research Organizations
  • 11.3. Pharmaceutical & Biotechnology Companies
  • 11.4. Research Centers and Academic & Government Institutes

12. Americas Artificial Intelligence in Drug Discovery Market

  • 12.1. Introduction
  • 12.2. Argentina
  • 12.3. Brazil
  • 12.4. Canada
  • 12.5. Mexico
  • 12.6. United States

13. Asia-Pacific Artificial Intelligence in Drug Discovery Market

  • 13.1. Introduction
  • 13.2. Australia
  • 13.3. China
  • 13.4. India
  • 13.5. Indonesia
  • 13.6. Japan
  • 13.7. Malaysia
  • 13.8. Philippines
  • 13.9. Singapore
  • 13.10. South Korea
  • 13.11. Taiwan
  • 13.12. Thailand
  • 13.13. Vietnam

14. Europe, Middle East & Africa Artificial Intelligence in Drug Discovery Market

  • 14.1. Introduction
  • 14.2. Denmark
  • 14.3. Egypt
  • 14.4. Finland
  • 14.5. France
  • 14.6. Germany
  • 14.7. Israel
  • 14.8. Italy
  • 14.9. Netherlands
  • 14.10. Nigeria
  • 14.11. Norway
  • 14.12. Poland
  • 14.13. Qatar
  • 14.14. Russia
  • 14.15. Saudi Arabia
  • 14.16. South Africa
  • 14.17. Spain
  • 14.18. Sweden
  • 14.19. Switzerland
  • 14.20. Turkey
  • 14.21. United Arab Emirates
  • 14.22. United Kingdom

15. Competitive Landscape

  • 15.1. Market Share Analysis, 2023
  • 15.2. FPNV Positioning Matrix, 2023
  • 15.3. Competitive Scenario Analysis
    • 15.3.1. Merck Enters Two Strategic Collaborations to Strengthen AI-driven Drug Discovery
    • 15.3.2. Launch of Insilico's Phase II Program Highlights Generative AI Momentum
    • 15.3.3. Google Cloud Launches AI-powered Solutions to Safely Accelerate Drug Discovery and Precision Medicine
  • 15.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. Aria Pharmaceuticals, Inc.
  • 2. Atomwise, Inc.
  • 3. BenevolentAI Limited
  • 4. BenevolentAI SA
  • 5. BioSymetrics Inc.
  • 6. BPGbio Inc.
  • 7. Butterfly Network, Inc.
  • 8. Cloud Pharmaceuticals, Inc.
  • 9. Cyclica Inc.
  • 10. Deargen Inc.
  • 11. Deep Genomics Incorporated
  • 12. Envisagenics, Inc.
  • 13. Euretos Services BV
  • 14. Exscientia PLC
  • 15. Insilico Medicine
  • 16. Insitro, Inc.
  • 17. International Business Machines Corporation
  • 18. InveniAI LLC
  • 19. Microsoft Corporation
  • 20. Novartis AG
  • 21. NVIDIA Corporation
  • 22. Oracle Corporation
  • 23. Owkin, Inc.
  • 24. Verge Genomics Inc.
  • 25. XtalPi Inc.

LIST OF FIGURES

  • FIGURE 1. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET RESEARCH PROCESS
  • FIGURE 2. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2023 VS 2030 (%)
  • FIGURE 11. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
  • FIGURE 13. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2023 VS 2030 (%)
  • FIGURE 15. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2023 VS 2030 (%)
  • FIGURE 17. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 19. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 20. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 21. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 22. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 23. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 24. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 25. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 26. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 27. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET DYNAMICS
  • TABLE 7. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY SERVICES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY CONTEXT-AWARE PROCESSING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY NATURAL LANGUAGE PROCESSING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY CANDIDATE SELECTION & VALIDATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY HIT IDENTIFICATION & PRIORITIZATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY HIT-TO-LEAD IDENTIFICATION/ LEAD GENERATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY LEAD OPTIMIZATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TARGET IDENTIFICATION & SELECTION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 20. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TARGET VALIDATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 21. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 22. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY BIOLOGICS DESIGN & OPTIMIZATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 23. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY DISEASE IDENTIFICATION & ASSESSMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 24. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY SAFETY, TOXICITY, & COMPLIANCE ASSESSMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 25. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY SMALL MOLECULE DESIGN & OPTIMIZATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 26. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY VACCINE DESIGN & OPTIMIZATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 27. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 28. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY CARDIOVASCULAR DISEASE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 29. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY IMMUNO-ONCOLOGY, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 30. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY METABOLIC DISEASES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 31. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY NEURODEGENERATIVE DISEASES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 32. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 33. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY CONTRACT RESEARCH ORGANIZATIONS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 34. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 35. GLOBAL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 36. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 37. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 38. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 39. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 40. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 41. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 42. AMERICAS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 43. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 44. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 45. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 46. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 47. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 48. ARGENTINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 49. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 50. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 51. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 52. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 53. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 54. BRAZIL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 55. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 56. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 57. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 58. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 59. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 60. CANADA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 61. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 62. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 63. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 64. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 65. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 66. MEXICO ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 67. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 68. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 69. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 70. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 71. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 72. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 73. UNITED STATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 74. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 75. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 76. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 77. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 78. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 79. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 80. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 81. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 82. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 83. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 84. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 85. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 86. AUSTRALIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 87. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 88. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 89. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 90. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 91. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 92. CHINA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 93. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 94. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 95. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 96. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 97. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 98. INDIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 99. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 100. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 101. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 102. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 103. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 104. INDONESIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 105. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 106. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 107. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 108. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 109. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 110. JAPAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 111. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 112. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 113. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 114. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 115. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 116. MALAYSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 117. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 118. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 119. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 120. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 121. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 122. PHILIPPINES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 123. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 124. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 125. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 126. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 127. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 128. SINGAPORE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 129. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 130. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 131. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 132. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 133. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 134. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 135. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 136. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 137. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 138. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 139. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 140. TAIWAN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 141. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 142. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 143. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 144. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 145. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 146. THAILAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 147. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 148. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 149. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 150. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 151. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 152. VIETNAM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 153. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 154. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 155. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 156. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 157. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 158. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 159. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 160. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 161. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 162. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 163. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 164. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 165. DENMARK ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 166. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 167. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 168. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 169. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 170. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 171. EGYPT ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 172. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 173. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 174. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 175. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 176. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 177. FINLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 178. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 179. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 180. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 181. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 182. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 183. FRANCE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 184. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 185. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 186. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 187. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 188. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 189. GERMANY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 190. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 191. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 192. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 193. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 194. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 195. ISRAEL ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 196. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 197. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 198. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 199. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 200. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 201. ITALY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 202. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 203. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 204. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 205. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 206. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 207. NETHERLANDS ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 208. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 209. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 210. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 211. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 212. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 213. NIGERIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 214. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 215. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 216. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 217. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 218. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 219. NORWAY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 220. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 221. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 222. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 223. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 224. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 225. POLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 226. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 227. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 228. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 229. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 230. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 231. QATAR ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 232. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 233. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 234. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 235. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 236. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 237. RUSSIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 238. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 239. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 240. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 241. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 242. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 243. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 244. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 245. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 246. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 247. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 248. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 249. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 250. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 251. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 252. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 253. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 254. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 255. SPAIN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 256. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 257. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 258. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 259. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 260. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 261. SWEDEN ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 262. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 263. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 264. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 265. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 266. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 267. SWITZERLAND ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 268. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 269. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 270. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 271. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 272. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 273. TURKEY ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 274. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 275. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 276. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 277. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 278. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY THERAPEUTIC AREA, 2018-2030 (USD MILLION)
  • TABLE 279. UNITED ARAB EMIRATES ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY END USER, 2018-2030 (USD MILLION)
  • TABLE 280. UNITED KINGDOM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
  • TABLE 281. UNITED KINGDOM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
  • TABLE 282. UNITED KINGDOM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY PROCESS, 2018-2030 (USD MILLION)
  • TABLE 283. UNITED KINGDOM ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 284. UNITED KINGDOM ARTIFI