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市場調查報告書
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1612248

藥物發現中的人工智慧市場:按產品、技術、流程、應用、治療領域和最終用戶分類 - 2025-2030 年全球預測

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個工作天內

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2023年人工智慧在藥物發現市場的市場規模為10.8億美元,預計2024年將達到13.5億美元,複合年成長率為27.10%,到2030年將達到58.1億美元。

藥物發現中的人工智慧 (AI) 透過將先進的計算技術整合到分子設計和檢驗過程中,正在改變藥物的研究和開發。人工智慧在這一領域的範圍涵蓋每一個步驟,從識別有前途的分子標靶到促進虛擬篩檢,再到預測生物系統中的藥物行為。這項需求源自於產業迫切需要簡化耗時且失敗率高的傳統方法。人工智慧的應用涵蓋多個領域,包括基因組研究、個人化醫療和合成篩檢過程的最佳化。最終用途產業包括製藥公司、生技公司和合約研發組織,他們利用人工智慧來降低成本並提高其藥物開發平臺的有效性。市場成長受到技術進步、人工智慧與製藥公司之間夥伴關係的加強以及精準醫療需求不斷成長的顯著影響。機器學習演算法的持續發展、大量生物醫學資料的獲取以及政府對醫療技術創新的支持帶來了關鍵機會。為了抓住這些機會,公司應該投資開發強大的人工智慧平台,以增強預測分析並促進即時資料分析。然而,挑戰依然存在。監管障礙、資料隱私問題以及對大規模註釋資料集集的需求使人工智慧在藥物發現中的整合變得複雜。明確的創新路徑在於結合人工智慧和傳統方法的混合方法,以及推動計算生物學的跨學科合作。未來的重點領域包括使用人工智慧進行藥物再利用以及新化合物庫的開發。市場的本質是高度動態的,具有快速的技術進步和高度協作的趨勢。透過保持敏捷性和培養策略夥伴關係,相關人員可以克服市場限制並利用人工智慧在藥物開發中日益成長的相關性。

主要市場統計
基準年[2023] 10.8億美元
預計年份 [2024] 13.5億美元
預測年份 [2030] 58.1億美元
複合年成長率(%) 27.10%

市場動態:揭示藥物發現市場中快速發展的人工智慧的關鍵市場洞察

藥物發現領域的人工智慧市場正因供需的動態交互作用而轉變。了解這些不斷變化的市場動態可以幫助企業做出明智的投資決策、策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險,同時消費行為及其對製造成本的影響以及對採購趨勢的影響。

  • 市場促進因素
    • 藥物發現過程管理和降低成本的需求
    • 管理臨床前研究期間產生的大量資料的需求日益增加
    • 生物製藥公司的採用率提高
  • 市場限制因素
    • 缺乏熟練的專業人員
  • 市場機會
    • 使用人工智慧雲進行藥物發現的合理化和自動化方法
    • 加大研發投入
  • 市場挑戰
    • 資料集的可用性有限

波特五力:藥物發現人工智慧市場的策略工具

波特的五力框架是了解市場競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢、解決弱點並避免潛在的挑戰,以確保更強大的市場地位。

PESTLE分析:了解藥物發現人工智慧市場的外部影響

外部宏觀環境因素在塑造藥物發現市場人工智慧的績效動態方面發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素,公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化,並幫助他們做出積極主動的決策。

市場佔有率分析 了解人工智慧市場在藥物發現的競爭狀況

對藥物發現市場中人工智慧的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢,為供應商提供了製定策略決策所需的洞察力,使他們能夠在日益激烈的競爭中佔有一席之地。

FPNV 定位矩陣供應商在藥物發現市場中人工智慧的績效評估

FPNV 定位矩陣是評估藥物發現市場人工智慧供應商的關鍵工具。此矩陣允許業務組織根據供應商的商務策略和產品滿意度評估供應商,從而做出符合其目標的明智決策。這四個象限使您能夠清晰、準確地分類供應商,並確定最能滿足您的策略目標的合作夥伴和解決方案。

為策略分析和藥物推薦制定人工智慧市場的成功之路

對於旨在加強其在全球市場的影響力的公司來說,對藥物發現市場中的人工智慧進行策略分析至關重要。透過審查關鍵資源、能力和績效指標,公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰,利用新的商機並取得長期成功。

本報告對市場進行了全面分析,涵蓋關鍵重點領域:

1. 市場滲透率:詳細檢視當前市場環境、主要企業的廣泛資料、評估其在市場中的影響力和整體影響力。

2. 市場開拓:辨識新興市場的成長機會,評估現有領域的擴張潛力,並提供未來成長的策略藍圖。

3. 市場多元化:分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報:徹底分析競爭格局,檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新:重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題,以幫助相關人員做出明智的決策:

1.目前的市場規模和未來的成長預測是多少?

2. 哪些產品、區隔市場和地區提供最佳投資機會?

3.塑造市場的主要技術趨勢和監管影響是什麼?

4.主要廠商的市場佔有率和競爭地位如何?

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼?

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 藥物發現過程中對控制和降低成本的需求
      • 管理臨床前研究期間產生的大量資料的需求日益增加
      • 生物製藥公司擴大採用範圍
    • 抑制因素
      • 缺乏熟練的專業人員
    • 機會
      • 人工智慧雲實現了藥物發現的簡化和自動化方法
      • 研發投入不斷增加
    • 任務
      • 資料集的可用性有限
  • 市場區隔分析
    • 我們提供什麼:人工智慧軟體提案藥物發現的創新方法
    • 技術:在個人化護理中更多地採用情境感知處理
    • 流程:透過計算和預測能力顯著增強藥物發現流程
    • 應用:人工智慧設計的小分子藥物在人體臨床試驗中的使用正在增加。
    • 治療領域:在個人化癌症治療的藥物發現中更多地採用人工智慧。
    • 最終用戶:在藥物發現中更多地使用人工智慧,以加速製藥和生物技術公司的藥物發現過程
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章藥物發現中的人工智慧市場:透過提供

  • 服務
  • 軟體

第7章藥物發現中的人工智慧市場:依技術分類

  • 情境感知處理
  • 機器學習
  • 自然語言處理

第8章藥物發現中的人工智慧市場:按流程

  • 候選人的選擇和檢驗
  • 命中識別和優先排序
  • 線索辨識/線索生成
  • 先導藥物最適化
  • 目標識別和選擇
  • 目標檢驗

第9章藥物發現中的人工智慧市場:按應用分類

  • 生技藥品設計與最佳化
  • 疾病識別和評估
  • 安全性、毒性和合規性評估
  • 小分子設計與最佳化
  • 疫苗設計和最佳化

第10章藥物發現中的人工智慧市場(按治療領域)

  • 心血管疾病
  • 免疫腫瘤學
  • 代謝性疾病
  • 神經退化性疾病

第11章藥物發現中的人工智慧市場:按最終用戶分類

  • 合約調查機構
  • 製藥和生物技術公司
  • 研究中心以及學術和政府機構

第 12 章:美洲藥物發現中的人工智慧市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第13章亞太地區藥物發現人工智慧市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第14章:歐洲、中東和非洲藥物發現中的人工智慧市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第15章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣,2023
  • 競爭情境分析
    • 默克建立兩個策略聯盟以加強人工智慧驅動的藥物發現
    • In Silico的第二階段計劃的啟動凸顯了生成式人工智慧的發展勢頭
    • Google Cloud 宣布推出利用 AI 安全加速藥物發現和精準醫療的解決方案
  • 戰略分析和建議

公司名單

  • 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