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市場調查報告書
商品編碼
1632899

藥物研發中的人工智慧:2033 年市場分析與預測 - 按類型、產品、服務、技術、組件、應用、最終用戶、部署、階段

AI in Drug Discovery Market Analysis and Forecast to 2033: Type, Product, Services, Technology, Component, Application, End User, Deployment, Stage

出版日期: | 出版商: Global Insight Services | 英文 351 Pages | 商品交期: 3-5個工作天內

價格
簡介目錄

藥物研發人工智慧市場預計將從 2023 年的 12 億美元成長到 2033 年的 106 億美元,複合年增長率為 23.7%,成長強勁。

藥物發現市場中的人工智慧涉及人工智慧技術的整合,以簡化和增強藥物發現過程。這個市場利用機器學習、深度學習和自然語言處理來識別潛在的候選藥物、預測其功效並優化藥物設計。其目標是透過減少藥物開發的時間和成本、提高成功率和加速引進新療法來改變藥物研究和開發。

藥物研發中的人工智慧市場正在經歷強勁成長,這主要得益於運算能力和機器學習演算法的進步。在對高效藥物開發和更快上市時間的需求不斷增長的推動下,藥物優化和再利用子領域正在引領市場。藥物篩選繼續成為表現第二好的子領域,受益於人工智慧分析龐大數據集和高精度預測藥物功效的能力。北美憑藉其強大的研發基礎設施和支援性監管環境,仍佔據主導地位。歐洲排名第二,這在很大程度上得益於英國、德國等人工智慧技術創新正在加速的國家。亞太地區,尤其是中國和印度,由於對醫療保健基礎設施和人工智慧技術的投資不斷增加,正在成為一個有前景的市場。製藥公司和人工智慧公司之間的策略合作夥伴關係凸顯了綜合藥物發現解決方案的趨勢,進一步推動了市場的發展。

2023 年市場將呈現強勁成長,預計到 2033 年市場規模將達到新的高度。從市佔率來看,機器學習佔據主導地位,佔45%,其次是深度學習,佔30%,自然語言處理佔25%。機器學習領域受益於其加速藥物發現過程和提高預測準確性的能力。 IBM Watson Health、BenevolentAI 和 Atomwise 等主要參與者正在推動創新,每個參與者都佔有相當大的市場佔有率。將人工智慧融入現有藥物研發流程是一個顯著的趨勢。

競爭格局正受到策略聯盟和合併的影響,FDA 的 AI/ML 行動計畫等監管框架正在影響市場動態。未來前景光明,預計未來十年複合年增長率 (CAGR) 為 11%。預計人工智慧研發的投資將大幅增加,從而推動藥物開發的進步和效率。課題包括資料隱私問題和嚴格的監管批准,但個人化醫療和罕見疾病治療方面也有很多機會。區塊鏈技術在安全資料管理中的整合預計將進一步改變市場。

北美在藥物研發人工智慧市場佔有主導地位。美國在大力投資研發的推動下,正處於領先地位。領先的製藥公司和科技巨頭正在合作將人工智慧融入藥物研發過程。這種協同作用正在加速創新和效率。加拿大也提供強大的研究能力來支持該產業的發展。

緊隨其後的是歐洲,由英國和德國領先。這些國家正在優先考慮將人工智慧融入醫療保健領域。政府措施和資金正在支持基於人工智慧的藥物研發的發展。該地區強大的製藥業進一步鞏固了其在市場上的地位。

亞太地區正在崛起成為一個重要的參與者。中國和印度利用其龐大的人口和不斷增長的醫療保健需求引領著這一增長。兩國都在投資人工智慧技術,簡化藥物研發流程。學術界和產業界的合作推動創新。

拉丁美洲和中東正逐步將人工智慧應用於藥物研發。在拉丁美洲,巴西處於領先地位,致力於改善醫療保健成果。在中東,阿拉伯聯合大公國正在投資人工智慧技術以發展其醫療保健產業。預計這些地區未來將會出現成長。

目錄

第一章:藥物研發中的AI市場概述
  • 研究目標
  • 藥物發現中人工智慧市場的定義和範圍
  • 報告限制
  • 調查年份與貨幣
  • 研究方法

第 2 章執行摘要

第 3 章 關鍵市場考量

第四章 藥物研發中的AI市場展望

  • 藥物研發中AI市場的細分
  • 市場動態
  • 波特五力分析
  • PESTLE 分析
  • 價值鏈分析
  • 4P模型
  • 安索夫矩陣

第五章:藥物研發中的人工智慧市場策略

  • 母公司市場分析
  • 供需分析
  • 消費者購買意向
  • 個案研究分析
  • 價格分析
  • 監理狀態
  • 供應鏈分析
  • 競爭產品分析
  • 近期發展

第六章 人工智慧在藥物研發的市場規模

  • 人工智慧在藥物研發中的市場規模:價值基礎
  • 藥物研發中人工智慧的市場規模:基於數量
7. 藥物發現中的人工智慧市場 藥物發現中的人工智慧市場按類型劃分
    市場概況
  • 小分子
  • 大分子
  • 生物製劑 勝肽
  • 核酸
  • 抗體
  • 疫苗
  • 其他
第 8 章:藥物研發市場中的人工智慧(按產品劃分)
    市場概況
  • 軟體
  • 平台
  • 工具
  • 資料庫
  • 其他

第 9 章。
    市場概況
  • 諮詢
  • 集成
  • 支援與維護
  • 培訓
  • 其他
第 10 章:藥物研發市場中的人工智慧(按技術分類)
    市場概況
  • 機器學習
  • 深度學習
  • 自然語言處理
  • 電腦視覺 機器人
  • 其他
第 11 章:藥物研發市場中的人工智慧(按組成部分)
    市場概況
  • 硬體
  • 軟體
  • 服務
  • 其他
第 12 章:藥物研發中的人工智慧市場(按應用)
    市場概況
  • 目標識別
  • 藥物篩選
  • 潛在客戶最佳化
  • 臨床前試驗
  • 臨床試驗
  • 其他
第 13 章:藥物研發市場中的人工智慧(按最終用戶劃分)
    市場概況
  • 製藥公司
  • 生技公司
  • 研究機構
  • 合約研究組織
  • 其他
第 14 章:藥物研發市場中的人工智慧部署情況
    市場概況
  • 基於雲端
  • 本地
  • 混合
  • 其他
第 15 章:藥物研發市場中的人工智慧(按階段)
    市場概況
  • 藥物研發
  • 臨床前
  • 臨床試驗
  • 授權
  • 上市後
  • 其他
第 16 章:藥物研發市場中的人工智慧(按地區)
  • 概述
  • 北美洲
    • 美國
    • 加拿大
  • 歐洲
    • 英國
    • 德國
    • 法國
    • 西班牙
    • 義大利
    • 荷蘭
    • 瑞典
    • 瑞士
    • 丹麥
    • 芬蘭
    • 俄羅斯
    • 其他歐洲國家
    亞太地區
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳大利亞
    • 新加坡
    • 印尼
    • 台灣
    • 馬來西亞
    • 其他亞太地區
  • 拉丁美洲
    • 巴西
    • 墨西哥
    • 阿根廷
    • 其他拉丁美洲國家
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非
    • 其他中東和非洲地區

第 17 章 競爭格局

  • 概述
  • 市佔率分析
  • 主要公司的定位
  • 衝突領導地圖
  • 供應商基準測試
  • 對標發展策略

第 18 章 公司簡介

  • Insilico Medicine
  • Exscientia
  • Atomwise
  • BenevolentAI
  • Schrodinger
  • Recursion Pharmaceuticals
  • Cyclica
  • Deep Genomics
  • XtalPi
  • BioSymetrics
  • Cloud Pharmaceuticals
  • Numerate
  • TwoXAR
  • Valo Health
  • Silicon Therapeutics
  • BenchSci
  • Healx
  • Aria Pharmaceuticals
  • Peptone
  • Molecular AI
簡介目錄
Product Code: GIS24723

The AI in drug discovery market is anticipated to expand from $1.2 billion in 2023 to $10.6 billion by 2033, with a CAGR of 23.7%, reflecting robust growth.

The AI in Drug Discovery Market encompasses the integration of artificial intelligence technologies to streamline and enhance the drug discovery process. This market involves leveraging machine learning, deep learning, and natural language processing to identify potential drug candidates, predict their efficacy, and optimize drug design. It aims to reduce time and cost in drug development, improve success rates, and accelerate the introduction of novel therapeutics, thereby transforming pharmaceutical research and development.

The AI in Drug Discovery Market is witnessing robust growth, primarily driven by advancements in computational power and machine learning algorithms. The drug optimization and repurposing sub-segment leads the market, supported by the increasing need for efficient drug development and reduced time-to-market. Drug screening follows as the second-highest performing sub-segment, benefiting from AI's ability to analyze vast datasets and predict drug efficacy with high precision. North America remains the dominant region, attributed to its strong R&D infrastructure and supportive regulatory environment. Europe is the second-leading region, with significant contributions from countries like the United Kingdom and Germany, where innovation in AI technology is accelerating. The Asia-Pacific region, particularly China and India, is emerging as a promising market, fueled by growing investments in healthcare infrastructure and AI technology. Strategic collaborations between pharmaceutical companies and AI firms are further propelling the market forward, highlighting a trend towards integrated drug discovery solutions.

In 2023, the market is witnessing robust growth, with a significant market volume projection to reach new heights by 2033. The machine learning segment dominates the market share at 45%, followed by deep learning at 30%, and natural language processing at 25%. The machine learning segment benefits from its ability to accelerate the drug discovery process and enhance predictive accuracy. Key players like IBM Watson Health, BenevolentAI, and Atomwise are driving innovation, each holding substantial market shares. Their focus on integrating AI with existing drug discovery pipelines is a notable trend.

The competitive landscape is shaped by strategic partnerships and mergers, with regulatory frameworks such as the FDA's AI/ML Action Plan influencing market dynamics. Investment in AI-driven R&D is anticipated to surge, fostering advancements and efficiencies in drug development. Challenges include data privacy concerns and stringent regulatory approvals, yet opportunities abound in personalized medicine and rare disease treatment. The integration of blockchain technology for secure data management is expected to further revolutionize the market.

North America dominates the AI in Drug Discovery market. The United States leads, driven by substantial investments in research and development. Leading pharmaceutical companies and tech giants collaborate to integrate AI into drug discovery processes. This synergy accelerates innovation and efficiency. Canada also contributes, with its robust research institutions supporting the industry's growth.

Europe follows closely, with the United Kingdom and Germany at the forefront. These countries prioritize AI integration in healthcare. Government initiatives and funding support the development of AI-driven drug discovery. The region's strong pharmaceutical industry further enhances its market position.

Asia Pacific is emerging as a significant player. China and India spearhead this growth, leveraging large populations and increasing healthcare needs. Both countries invest in AI technology to streamline drug discovery processes. Collaborative efforts between academia and industry drive innovation.

Latin America and the Middle East are gradually adopting AI in drug discovery. Brazil leads in Latin America, focusing on improving healthcare outcomes. In the Middle East, the United Arab Emirates invests in AI technology to advance its healthcare sector. These regions are poised for future growth.

Key Companies

Insilico Medicine, Exscientia, Atomwise, Benevolent AI, Schrodinger, Recursion Pharmaceuticals, Cyclica, Deep Genomics, Xtal Pi, Bio Symetrics, Cloud Pharmaceuticals, Numerate, Two XAR, Valo Health, Silicon Therapeutics, Bench Sci, Healx, Aria Pharmaceuticals, Peptone, Molecular AI

Sources

National Institutes of Health, U.S. Food and Drug Administration, European Medicines Agency, World Health Organization, National Center for Biotechnology Information, National Institute for Health and Care Excellence, European Federation of Pharmaceutical Industries and Associations, International Conference on Machine Learning for Healthcare, American Association for the Advancement of Science, Society for Laboratory Automation and Screening, American Chemical Society, International Society for Computational Biology, Stanford University - Center for Artificial Intelligence in Medicine & Imaging, Massachusetts Institute of Technology - Computer Science and Artificial Intelligence Laboratory, University of Oxford - Department of Computer Science, Johns Hopkins University - Institute for Computational Medicine, The National Academy of Sciences, The Royal Society of Medicine, The Annual Biotech and Money/Medtech and Money World Congress, International Conference on Intelligent Biology and Medicine

Research Scope

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1: AI in Drug Discovery Market Overview

  • 1.1 Objectives of the Study
  • 1.2 AI in Drug Discovery Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation: Top-Down Approach
    • 1.5.4 Market Size Estimation: Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2: Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by End User
  • 2.10 Key Highlights of the Market, by Deployment
  • 2.11 Key Highlights of the Market, by Stage
  • 2.12 Key Highlights of the Market, by North America
  • 2.13 Key Highlights of the Market, by Europe
  • 2.14 Key Highlights of the Market, by Asia-Pacific
  • 2.15 Key Highlights of the Market, by Latin America
  • 2.16 Key Highlights of the Market, by Middle East
  • 2.17 Key Highlights of the Market, by Africa

3: Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by End User
  • 3.9 Market Attractiveness Analysis, by Deployment
  • 3.10 Market Attractiveness Analysis, by Stage
  • 3.11 Market Attractiveness Analysis, by North America
  • 3.12 Market Attractiveness Analysis, by Europe
  • 3.13 Market Attractiveness Analysis, by Asia-Pacific
  • 3.14 Market Attractiveness Analysis, by Latin America
  • 3.15 Market Attractiveness Analysis, by Middle East
  • 3.16 Market Attractiveness Analysis, by Africa

4: AI in Drug Discovery Market Outlook

  • 4.1 AI in Drug Discovery Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5: AI in Drug Discovery Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6: AI in Drug Discovery Market Size

  • 6.1 AI in Drug Discovery Market Size, by Value
  • 6.2 AI in Drug Discovery Market Size, by Volume

7: AI in Drug Discovery Market, by Type

  • 7.1 Market Overview
  • 7.2 Small Molecule
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Large Molecule
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Biologics
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Peptides
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region
  • 7.6 Nucleic Acids
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region
  • 7.7 Antibodies
    • 7.7.1 Key Market Trends & Opportunity Analysis
    • 7.7.2 Market Size and Forecast, by Region
  • 7.8 Vaccines
    • 7.8.1 Key Market Trends & Opportunity Analysis
    • 7.8.2 Market Size and Forecast, by Region
  • 7.9 Others
    • 7.9.1 Key Market Trends & Opportunity Analysis
    • 7.9.2 Market Size and Forecast, by Region

8: AI in Drug Discovery Market, by Product

  • 8.1 Market Overview
  • 8.2 Software
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Platforms
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 Tools
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Databases
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region
  • 8.6 Others
    • 8.6.1 Key Market Trends & Opportunity Analysis
    • 8.6.2 Market Size and Forecast, by Region

9: AI in Drug Discovery Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Integration
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Support and Maintenance
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Training
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Others
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region

10: AI in Drug Discovery Market, by Technology

  • 10.1 Market Overview
  • 10.2 Machine Learning
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Deep Learning
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Natural Language Processing
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Computer Vision
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Robotics
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region
  • 10.7 Others
    • 10.7.1 Key Market Trends & Opportunity Analysis
    • 10.7.2 Market Size and Forecast, by Region

11: AI in Drug Discovery Market, by Component

  • 11.1 Market Overview
  • 11.2 Hardware
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Software
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Services
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region
  • 11.5 Others
    • 11.5.1 Key Market Trends & Opportunity Analysis
    • 11.5.2 Market Size and Forecast, by Region

12: AI in Drug Discovery Market, by Application

  • 12.1 Market Overview
  • 12.2 Target Identification
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Drug Screening
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Lead Optimization
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Preclinical Testing
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Clinical Trials
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region
  • 12.7 Others
    • 12.7.1 Key Market Trends & Opportunity Analysis
    • 12.7.2 Market Size and Forecast, by Region

13: AI in Drug Discovery Market, by End User

  • 13.1 Market Overview
  • 13.2 Pharmaceutical Companies
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 Biotechnology Companies
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Research Institutes
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Contract Research Organizations
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region
  • 13.6 Others
    • 13.6.1 Key Market Trends & Opportunity Analysis
    • 13.6.2 Market Size and Forecast, by Region

14: AI in Drug Discovery Market, by Deployment

  • 14.1 Market Overview
  • 14.2 Cloud-Based
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 On-Premises
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Hybrid
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Others
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region

15: AI in Drug Discovery Market, by Stage

  • 15.1 Market Overview
  • 15.2 Discovery
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Preclinical
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Clinical
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Approval
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region
  • 15.6 Post-Market
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region
  • 15.7 Others
    • 15.7.1 Key Market Trends & Opportunity Analysis
    • 15.7.2 Market Size and Forecast, by Region

16: AI in Drug Discovery Market, by Region

  • 16.1 Overview
  • 16.2 North America
    • 16.2.1 Key Market Trends and Opportunities
    • 16.2.2 North America Market Size and Forecast, by Type
    • 16.2.3 North America Market Size and Forecast, by Product
    • 16.2.4 North America Market Size and Forecast, by Services
    • 16.2.5 North America Market Size and Forecast, by Technology
    • 16.2.6 North America Market Size and Forecast, by Component
    • 16.2.7 North America Market Size and Forecast, by Application
    • 16.2.8 North America Market Size and Forecast, by End User
    • 16.2.9 North America Market Size and Forecast, by Deployment
    • 16.2.10 North America Market Size and Forecast, by Stage
    • 16.2.11 North America Market Size and Forecast, by Country
    • 16.2.12 United States
      • 16.2.9.1 United States Market Size and Forecast, by Type
      • 16.2.9.2 United States Market Size and Forecast, by Product
      • 16.2.9.3 United States Market Size and Forecast, by Services
      • 16.2.9.4 United States Market Size and Forecast, by Technology
      • 16.2.9.5 United States Market Size and Forecast, by Component
      • 16.2.9.6 United States Market Size and Forecast, by Application
      • 16.2.9.7 United States Market Size and Forecast, by End User
      • 16.2.9.8 United States Market Size and Forecast, by Deployment
      • 16.2.9.9 United States Market Size and Forecast, by Stage
      • 16.2.9.10 Local Competition Analysis
      • 16.2.9.11 Local Market Analysis
    • 16.2.1 Canada
      • 16.2.10.1 Canada Market Size and Forecast, by Type
      • 16.2.10.2 Canada Market Size and Forecast, by Product
      • 16.2.10.3 Canada Market Size and Forecast, by Services
      • 16.2.10.4 Canada Market Size and Forecast, by Technology
      • 16.2.10.5 Canada Market Size and Forecast, by Component
      • 16.2.10.6 Canada Market Size and Forecast, by Application
      • 16.2.10.7 Canada Market Size and Forecast, by End User
      • 16.2.10.8 Canada Market Size and Forecast, by Deployment
      • 16.2.10.9 Canada Market Size and Forecast, by Stage
      • 16.2.10.10 Local Competition Analysis
      • 16.2.10.11 Local Market Analysis
  • 16.1 Europe
    • 16.3.1 Key Market Trends and Opportunities
    • 16.3.2 Europe Market Size and Forecast, by Type
    • 16.3.3 Europe Market Size and Forecast, by Product
    • 16.3.4 Europe Market Size and Forecast, by Services
    • 16.3.5 Europe Market Size and Forecast, by Technology
    • 16.3.6 Europe Market Size and Forecast, by Component
    • 16.3.7 Europe Market Size and Forecast, by Application
    • 16.3.8 Europe Market Size and Forecast, by End User
    • 16.3.9 Europe Market Size and Forecast, by Deployment
    • 16.3.10 Europe Market Size and Forecast, by Stage
    • 16.3.11 Europe Market Size and Forecast, by Country
    • 16.3.12 United Kingdom
      • 16.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 16.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 16.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 16.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 16.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 16.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 16.3.9.7 United Kingdom Market Size and Forecast, by End User
      • 16.3.9.8 United Kingdom Market Size and Forecast, by Deployment
      • 16.3.9.9 United Kingdom Market Size and Forecast, by Stage
      • 16.3.9.10 Local Competition Analysis
      • 16.3.9.11 Local Market Analysis
    • 16.3.1 Germany
      • 16.3.10.1 Germany Market Size and Forecast, by Type
      • 16.3.10.2 Germany Market Size and Forecast, by Product
      • 16.3.10.3 Germany Market Size and Forecast, by Services
      • 16.3.10.4 Germany Market Size and Forecast, by Technology
      • 16.3.10.5 Germany Market Size and Forecast, by Component
      • 16.3.10.6 Germany Market Size and Forecast, by Application
      • 16.3.10.7 Germany Market Size and Forecast, by End User
      • 16.3.10.8 Germany Market Size and Forecast, by Deployment
      • 16.3.10.9 Germany Market Size and Forecast, by Stage
      • 16.3.10.10 Local Competition Analysis
      • 16.3.10.11 Local Market Analysis
    • 16.3.1 France
      • 16.3.11.1 France Market Size and Forecast, by Type
      • 16.3.11.2 France Market Size and Forecast, by Product
      • 16.3.11.3 France Market Size and Forecast, by Services
      • 16.3.11.4 France Market Size and Forecast, by Technology
      • 16.3.11.5 France Market Size and Forecast, by Component
      • 16.3.11.6 France Market Size and Forecast, by Application
      • 16.3.11.7 France Market Size and Forecast, by End User
      • 16.3.11.8 France Market Size and Forecast, by Deployment
      • 16.3.11.9 France Market Size and Forecast, by Stage
      • 16.3.11.10 Local Competition Analysis
      • 16.3.11.11 Local Market Analysis
    • 16.3.1 Spain
      • 16.3.12.1 Spain Market Size and Forecast, by Type
      • 16.3.12.2 Spain Market Size and Forecast, by Product
      • 16.3.12.3 Spain Market Size and Forecast, by Services
      • 16.3.12.4 Spain Market Size and Forecast, by Technology
      • 16.3.12.5 Spain Market Size and Forecast, by Component
      • 16.3.12.6 Spain Market Size and Forecast, by Application
      • 16.3.12.7 Spain Market Size and Forecast, by End User
      • 16.3.12.8 Spain Market Size and Forecast, by Deployment
      • 16.3.12.9 Spain Market Size and Forecast, by Stage
      • 16.3.12.10 Local Competition Analysis
      • 16.3.12.11 Local Market Analysis
    • 16.3.1 Italy
      • 16.3.13.1 Italy Market Size and Forecast, by Type
      • 16.3.13.2 Italy Market Size and Forecast, by Product
      • 16.3.13.3 Italy Market Size and Forecast, by Services
      • 16.3.13.4 Italy Market Size and Forecast, by Technology
      • 16.3.13.5 Italy Market Size and Forecast, by Component
      • 16.3.13.6 Italy Market Size and Forecast, by Application
      • 16.3.13.7 Italy Market Size and Forecast, by End User
      • 16.3.13.8 Italy Market Size and Forecast, by Deployment
      • 16.3.13.9 Italy Market Size and Forecast, by Stage
      • 16.3.13.10 Local Competition Analysis
      • 16.3.13.11 Local Market Analysis
    • 16.3.1 Netherlands
      • 16.3.14.1 Netherlands Market Size and Forecast, by Type
      • 16.3.14.2 Netherlands Market Size and Forecast, by Product
      • 16.3.14.3 Netherlands Market Size and Forecast, by Services
      • 16.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 16.3.14.5 Netherlands Market Size and Forecast, by Component
      • 16.3.14.6 Netherlands Market Size and Forecast, by Application
      • 16.3.14.7 Netherlands Market Size and Forecast, by End User
      • 16.3.14.8 Netherlands Market Size and Forecast, by Deployment
      • 16.3.14.9 Netherlands Market Size and Forecast, by Stage
      • 16.3.14.10 Local Competition Analysis
      • 16.3.14.11 Local Market Analysis
    • 16.3.1 Sweden
      • 16.3.15.1 Sweden Market Size and Forecast, by Type
      • 16.3.15.2 Sweden Market Size and Forecast, by Product
      • 16.3.15.3 Sweden Market Size and Forecast, by Services
      • 16.3.15.4 Sweden Market Size and Forecast, by Technology
      • 16.3.15.5 Sweden Market Size and Forecast, by Component
      • 16.3.15.6 Sweden Market Size and Forecast, by Application
      • 16.3.15.7 Sweden Market Size and Forecast, by End User
      • 16.3.15.8 Sweden Market Size and Forecast, by Deployment
      • 16.3.15.9 Sweden Market Size and Forecast, by Stage
      • 16.3.15.10 Local Competition Analysis
      • 16.3.15.11 Local Market Analysis
    • 16.3.1 Switzerland
      • 16.3.16.1 Switzerland Market Size and Forecast, by Type
      • 16.3.16.2 Switzerland Market Size and Forecast, by Product
      • 16.3.16.3 Switzerland Market Size and Forecast, by Services
      • 16.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 16.3.16.5 Switzerland Market Size and Forecast, by Component
      • 16.3.16.6 Switzerland Market Size and Forecast, by Application
      • 16.3.16.7 Switzerland Market Size and Forecast, by End User
      • 16.3.16.8 Switzerland Market Size and Forecast, by Deployment
      • 16.3.16.9 Switzerland Market Size and Forecast, by Stage
      • 16.3.16.10 Local Competition Analysis
      • 16.3.16.11 Local Market Analysis
    • 16.3.1 Denmark
      • 16.3.17.1 Denmark Market Size and Forecast, by Type
      • 16.3.17.2 Denmark Market Size and Forecast, by Product
      • 16.3.17.3 Denmark Market Size and Forecast, by Services
      • 16.3.17.4 Denmark Market Size and Forecast, by Technology
      • 16.3.17.5 Denmark Market Size and Forecast, by Component
      • 16.3.17.6 Denmark Market Size and Forecast, by Application
      • 16.3.17.7 Denmark Market Size and Forecast, by End User
      • 16.3.17.8 Denmark Market Size and Forecast, by Deployment
      • 16.3.17.9 Denmark Market Size and Forecast, by Stage
      • 16.3.17.10 Local Competition Analysis
      • 16.3.17.11 Local Market Analysis
    • 16.3.1 Finland
      • 16.3.18.1 Finland Market Size and Forecast, by Type
      • 16.3.18.2 Finland Market Size and Forecast, by Product
      • 16.3.18.3 Finland Market Size and Forecast, by Services
      • 16.3.18.4 Finland Market Size and Forecast, by Technology
      • 16.3.18.5 Finland Market Size and Forecast, by Component
      • 16.3.18.6 Finland Market Size and Forecast, by Application
      • 16.3.18.7 Finland Market Size and Forecast, by End User
      • 16.3.18.8 Finland Market Size and Forecast, by Deployment
      • 16.3.18.9 Finland Market Size and Forecast, by Stage
      • 16.3.18.10 Local Competition Analysis
      • 16.3.18.11 Local Market Analysis
    • 16.3.1 Russia
      • 16.3.19.1 Russia Market Size and Forecast, by Type
      • 16.3.19.2 Russia Market Size and Forecast, by Product
      • 16.3.19.3 Russia Market Size and Forecast, by Services
      • 16.3.19.4 Russia Market Size and Forecast, by Technology
      • 16.3.19.5 Russia Market Size and Forecast, by Component
      • 16.3.19.6 Russia Market Size and Forecast, by Application
      • 16.3.19.7 Russia Market Size and Forecast, by End User
      • 16.3.19.8 Russia Market Size and Forecast, by Deployment
      • 16.3.19.9 Russia Market Size and Forecast, by Stage
      • 16.3.19.10 Local Competition Analysis
      • 16.3.19.11 Local Market Analysis
    • 16.3.1 Rest of Europe
      • 16.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 16.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 16.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 16.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 16.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 16.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 16.3.20.7 Rest of Europe Market Size and Forecast, by End User
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by Deployment
      • 16.3.20.9 Rest of Europe Market Size and Forecast, by Stage
      • 16.3.20.10 Local Competition Analysis
      • 16.3.20.11 Local Market Analysis
  • 16.1 Asia-Pacific
    • 16.4.1 Key Market Trends and Opportunities
    • 16.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 16.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 16.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 16.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 16.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 16.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 16.4.8 Asia-Pacific Market Size and Forecast, by End User
    • 16.4.9 Asia-Pacific Market Size and Forecast, by Deployment
    • 16.4.10 Asia-Pacific Market Size and Forecast, by Stage
    • 16.4.11 Asia-Pacific Market Size and Forecast, by Country
    • 16.4.12 China
      • 16.4.9.1 China Market Size and Forecast, by Type
      • 16.4.9.2 China Market Size and Forecast, by Product
      • 16.4.9.3 China Market Size and Forecast, by Services
      • 16.4.9.4 China Market Size and Forecast, by Technology
      • 16.4.9.5 China Market Size and Forecast, by Component
      • 16.4.9.6 China Market Size and Forecast, by Application
      • 16.4.9.7 China Market Size and Forecast, by End User
      • 16.4.9.8 China Market Size and Forecast, by Deployment
      • 16.4.9.9 China Market Size and Forecast, by Stage
      • 16.4.9.10 Local Competition Analysis
      • 16.4.9.11 Local Market Analysis
    • 16.4.1 India
      • 16.4.10.1 India Market Size and Forecast, by Type
      • 16.4.10.2 India Market Size and Forecast, by Product
      • 16.4.10.3 India Market Size and Forecast, by Services
      • 16.4.10.4 India Market Size and Forecast, by Technology
      • 16.4.10.5 India Market Size and Forecast, by Component
      • 16.4.10.6 India Market Size and Forecast, by Application
      • 16.4.10.7 India Market Size and Forecast, by End User
      • 16.4.10.8 India Market Size and Forecast, by Deployment
      • 16.4.10.9 India Market Size and Forecast, by Stage
      • 16.4.10.10 Local Competition Analysis
      • 16.4.10.11 Local Market Analysis
    • 16.4.1 Japan
      • 16.4.11.1 Japan Market Size and Forecast, by Type
      • 16.4.11.2 Japan Market Size and Forecast, by Product
      • 16.4.11.3 Japan Market Size and Forecast, by Services
      • 16.4.11.4 Japan Market Size and Forecast, by Technology
      • 16.4.11.5 Japan Market Size and Forecast, by Component
      • 16.4.11.6 Japan Market Size and Forecast, by Application
      • 16.4.11.7 Japan Market Size and Forecast, by End User
      • 16.4.11.8 Japan Market Size and Forecast, by Deployment
      • 16.4.11.9 Japan Market Size and Forecast, by Stage
      • 16.4.11.10 Local Competition Analysis
      • 16.4.11.11 Local Market Analysis
    • 16.4.1 South Korea
      • 16.4.12.1 South Korea Market Size and Forecast, by Type
      • 16.4.12.2 South Korea Market Size and Forecast, by Product
      • 16.4.12.3 South Korea Market Size and Forecast, by Services
      • 16.4.12.4 South Korea Market Size and Forecast, by Technology
      • 16.4.12.5 South Korea Market Size and Forecast, by Component
      • 16.4.12.6 South Korea Market Size and Forecast, by Application
      • 16.4.12.7 South Korea Market Size and Forecast, by End User
      • 16.4.12.8 South Korea Market Size and Forecast, by Deployment
      • 16.4.12.9 South Korea Market Size and Forecast, by Stage
      • 16.4.12.10 Local Competition Analysis
      • 16.4.12.11 Local Market Analysis
    • 16.4.1 Australia
      • 16.4.13.1 Australia Market Size and Forecast, by Type
      • 16.4.13.2 Australia Market Size and Forecast, by Product
      • 16.4.13.3 Australia Market Size and Forecast, by Services
      • 16.4.13.4 Australia Market Size and Forecast, by Technology
      • 16.4.13.5 Australia Market Size and Forecast, by Component
      • 16.4.13.6 Australia Market Size and Forecast, by Application
      • 16.4.13.7 Australia Market Size and Forecast, by End User
      • 16.4.13.8 Australia Market Size and Forecast, by Deployment
      • 16.4.13.9 Australia Market Size and Forecast, by Stage
      • 16.4.13.10 Local Competition Analysis
      • 16.4.13.11 Local Market Analysis
    • 16.4.1 Singapore
      • 16.4.14.1 Singapore Market Size and Forecast, by Type
      • 16.4.14.2 Singapore Market Size and Forecast, by Product
      • 16.4.14.3 Singapore Market Size and Forecast, by Services
      • 16.4.14.4 Singapore Market Size and Forecast, by Technology
      • 16.4.14.5 Singapore Market Size and Forecast, by Component
      • 16.4.14.6 Singapore Market Size and Forecast, by Application
      • 16.4.14.7 Singapore Market Size and Forecast, by End User
      • 16.4.14.8 Singapore Market Size and Forecast, by Deployment
      • 16.4.14.9 Singapore Market Size and Forecast, by Stage
      • 16.4.14.10 Local Competition Analysis
      • 16.4.14.11 Local Market Analysis
    • 16.4.1 Indonesia
      • 16.4.15.1 Indonesia Market Size and Forecast, by Type
      • 16.4.15.2 Indonesia Market Size and Forecast, by Product
      • 16.4.15.3 Indonesia Market Size and Forecast, by Services
      • 16.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 16.4.15.5 Indonesia Market Size and Forecast, by Component
      • 16.4.15.6 Indonesia Market Size and Forecast, by Application
      • 16.4.15.7 Indonesia Market Size and Forecast, by End User
      • 16.4.15.8 Indonesia Market Size and Forecast, by Deployment
      • 16.4.15.9 Indonesia Market Size and Forecast, by Stage
      • 16.4.15.10 Local Competition Analysis
      • 16.4.15.11 Local Market Analysis
    • 16.4.1 Taiwan
      • 16.4.16.1 Taiwan Market Size and Forecast, by Type
      • 16.4.16.2 Taiwan Market Size and Forecast, by Product
      • 16.4.16.3 Taiwan Market Size and Forecast, by Services
      • 16.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 16.4.16.5 Taiwan Market Size and Forecast, by Component
      • 16.4.16.6 Taiwan Market Size and Forecast, by Application
      • 16.4.16.7 Taiwan Market Size and Forecast, by End User
      • 16.4.16.8 Taiwan Market Size and Forecast, by Deployment
      • 16.4.16.9 Taiwan Market Size and Forecast, by Stage
      • 16.4.16.10 Local Competition Analysis
      • 16.4.16.11 Local Market Analysis
    • 16.4.1 Malaysia
      • 16.4.17.1 Malaysia Market Size and Forecast, by Type
      • 16.4.17.2 Malaysia Market Size and Forecast, by Product
      • 16.4.17.3 Malaysia Market Size and Forecast, by Services
      • 16.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 16.4.17.5 Malaysia Market Size and Forecast, by Component
      • 16.4.17.6 Malaysia Market Size and Forecast, by Application
      • 16.4.17.7 Malaysia Market Size and Forecast, by End User
      • 16.4.17.8 Malaysia Market Size and Forecast, by Deployment
      • 16.4.17.9 Malaysia Market Size and Forecast, by Stage
      • 16.4.17.10 Local Competition Analysis
      • 16.4.17.11 Local Market Analysis
    • 16.4.1 Rest of Asia-Pacific
      • 16.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 16.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 16.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 16.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 16.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 16.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 16.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 16.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Stage
      • 16.4.18.10 Local Competition Analysis
      • 16.4.18.11 Local Market Analysis
  • 16.1 Latin America
    • 16.5.1 Key Market Trends and Opportunities
    • 16.5.2 Latin America Market Size and Forecast, by Type
    • 16.5.3 Latin America Market Size and Forecast, by Product
    • 16.5.4 Latin America Market Size and Forecast, by Services
    • 16.5.5 Latin America Market Size and Forecast, by Technology
    • 16.5.6 Latin America Market Size and Forecast, by Component
    • 16.5.7 Latin America Market Size and Forecast, by Application
    • 16.5.8 Latin America Market Size and Forecast, by End User
    • 16.5.9 Latin America Market Size and Forecast, by Deployment
    • 16.5.10 Latin America Market Size and Forecast, by Stage
    • 16.5.11 Latin America Market Size and Forecast, by Country
    • 16.5.12 Brazil
      • 16.5.9.1 Brazil Market Size and Forecast, by Type
      • 16.5.9.2 Brazil Market Size and Forecast, by Product
      • 16.5.9.3 Brazil Market Size and Forecast, by Services
      • 16.5.9.4 Brazil Market Size and Forecast, by Technology
      • 16.5.9.5 Brazil Market Size and Forecast, by Component
      • 16.5.9.6 Brazil Market Size and Forecast, by Application
      • 16.5.9.7 Brazil Market Size and Forecast, by End User
      • 16.5.9.8 Brazil Market Size and Forecast, by Deployment
      • 16.5.9.9 Brazil Market Size and Forecast, by Stage
      • 16.5.9.10 Local Competition Analysis
      • 16.5.9.11 Local Market Analysis
    • 16.5.1 Mexico
      • 16.5.10.1 Mexico Market Size and Forecast, by Type
      • 16.5.10.2 Mexico Market Size and Forecast, by Product
      • 16.5.10.3 Mexico Market Size and Forecast, by Services
      • 16.5.10.4 Mexico Market Size and Forecast, by Technology
      • 16.5.10.5 Mexico Market Size and Forecast, by Component
      • 16.5.10.6 Mexico Market Size and Forecast, by Application
      • 16.5.10.7 Mexico Market Size and Forecast, by End User
      • 16.5.10.8 Mexico Market Size and Forecast, by Deployment
      • 16.5.10.9 Mexico Market Size and Forecast, by Stage
      • 16.5.10.10 Local Competition Analysis
      • 16.5.10.11 Local Market Analysis
    • 16.5.1 Argentina
      • 16.5.11.1 Argentina Market Size and Forecast, by Type
      • 16.5.11.2 Argentina Market Size and Forecast, by Product
      • 16.5.11.3 Argentina Market Size and Forecast, by Services
      • 16.5.11.4 Argentina Market Size and Forecast, by Technology
      • 16.5.11.5 Argentina Market Size and Forecast, by Component
      • 16.5.11.6 Argentina Market Size and Forecast, by Application
      • 16.5.11.7 Argentina Market Size and Forecast, by End User
      • 16.5.11.8 Argentina Market Size and Forecast, by Deployment
      • 16.5.11.9 Argentina Market Size and Forecast, by Stage
      • 16.5.11.10 Local Competition Analysis
      • 16.5.11.11 Local Market Analysis
    • 16.5.1 Rest of Latin America
      • 16.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 16.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 16.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 16.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 16.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 16.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 16.5.12.7 Rest of Latin America Market Size and Forecast, by End User
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by Deployment
      • 16.5.12.9 Rest of Latin America Market Size and Forecast, by Stage
      • 16.5.12.10 Local Competition Analysis
      • 16.5.12.11 Local Market Analysis
  • 16.1 Middle East and Africa
    • 16.6.1 Key Market Trends and Opportunities
    • 16.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 16.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 16.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 16.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 16.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 16.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 16.6.8 Middle East and Africa Market Size and Forecast, by End User
    • 16.6.9 Middle East and Africa Market Size and Forecast, by Deployment
    • 16.6.10 Middle East and Africa Market Size and Forecast, by Stage
    • 16.6.11 Middle East and Africa Market Size and Forecast, by Country
    • 16.6.12 Saudi Arabia
      • 16.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 16.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 16.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 16.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 16.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 16.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 16.6.9.7 Saudi Arabia Market Size and Forecast, by End User
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by Deployment
      • 16.6.9.9 Saudi Arabia Market Size and Forecast, by Stage
      • 16.6.9.10 Local Competition Analysis
      • 16.6.9.11 Local Market Analysis
    • 16.6.1 UAE
      • 16.6.10.1 UAE Market Size and Forecast, by Type
      • 16.6.10.2 UAE Market Size and Forecast, by Product
      • 16.6.10.3 UAE Market Size and Forecast, by Services
      • 16.6.10.4 UAE Market Size and Forecast, by Technology
      • 16.6.10.5 UAE Market Size and Forecast, by Component
      • 16.6.10.6 UAE Market Size and Forecast, by Application
      • 16.6.10.7 UAE Market Size and Forecast, by End User
      • 16.6.10.8 UAE Market Size and Forecast, by Deployment
      • 16.6.10.9 UAE Market Size and Forecast, by Stage
      • 16.6.10.10 Local Competition Analysis
      • 16.6.10.11 Local Market Analysis
    • 16.6.1 South Africa
      • 16.6.11.1 South Africa Market Size and Forecast, by Type
      • 16.6.11.2 South Africa Market Size and Forecast, by Product
      • 16.6.11.3 South Africa Market Size and Forecast, by Services
      • 16.6.11.4 South Africa Market Size and Forecast, by Technology
      • 16.6.11.5 South Africa Market Size and Forecast, by Component
      • 16.6.11.6 South Africa Market Size and Forecast, by Application
      • 16.6.11.7 South Africa Market Size and Forecast, by End User
      • 16.6.11.8 South Africa Market Size and Forecast, by Deployment
      • 16.6.11.9 South Africa Market Size and Forecast, by Stage
      • 16.6.11.10 Local Competition Analysis
      • 16.6.11.11 Local Market Analysis
    • 16.6.1 Rest of MEA
      • 16.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 16.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 16.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 16.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 16.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 16.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 16.6.12.7 Rest of MEA Market Size and Forecast, by End User
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by Deployment
      • 16.6.12.9 Rest of MEA Market Size and Forecast, by Stage
      • 16.6.12.10 Local Competition Analysis
      • 16.6.12.11 Local Market Analysis

17: Competitive Landscape

  • 17.1 Overview
  • 17.2 Market Share Analysis
  • 17.3 Key Player Positioning
  • 17.4 Competitive Leadership Mapping
    • 17.4.1 Star Players
    • 17.4.2 Innovators
    • 17.4.3 Emerging Players
  • 17.5 Vendor Benchmarking
  • 17.6 Developmental Strategy Benchmarking
    • 17.6.1 New Product Developments
    • 17.6.2 Product Launches
    • 17.6.3 Business Expansions
    • 17.6.4 Partnerships, Joint Ventures, and Collaborations
    • 17.6.5 Mergers and Acquisitions

18: Company Profiles

  • 18.1 Insilico Medicine
    • 18.1.1 Company Overview
    • 18.1.2 Company Snapshot
    • 18.1.3 Business Segments
    • 18.1.4 Business Performance
    • 18.1.5 Product Offerings
    • 18.1.6 Key Developmental Strategies
    • 18.1.7 SWOT Analysis
  • 18.2 Exscientia
    • 18.2.1 Company Overview
    • 18.2.2 Company Snapshot
    • 18.2.3 Business Segments
    • 18.2.4 Business Performance
    • 18.2.5 Product Offerings
    • 18.2.6 Key Developmental Strategies
    • 18.2.7 SWOT Analysis
  • 18.3 Atomwise
    • 18.3.1 Company Overview
    • 18.3.2 Company Snapshot
    • 18.3.3 Business Segments
    • 18.3.4 Business Performance
    • 18.3.5 Product Offerings
    • 18.3.6 Key Developmental Strategies
    • 18.3.7 SWOT Analysis
  • 18.4 BenevolentAI
    • 18.4.1 Company Overview
    • 18.4.2 Company Snapshot
    • 18.4.3 Business Segments
    • 18.4.4 Business Performance
    • 18.4.5 Product Offerings
    • 18.4.6 Key Developmental Strategies
    • 18.4.7 SWOT Analysis
  • 18.5 Schrodinger
    • 18.5.1 Company Overview
    • 18.5.2 Company Snapshot
    • 18.5.3 Business Segments
    • 18.5.4 Business Performance
    • 18.5.5 Product Offerings
    • 18.5.6 Key Developmental Strategies
    • 18.5.7 SWOT Analysis
  • 18.6 Recursion Pharmaceuticals
    • 18.6.1 Company Overview
    • 18.6.2 Company Snapshot
    • 18.6.3 Business Segments
    • 18.6.4 Business Performance
    • 18.6.5 Product Offerings
    • 18.6.6 Key Developmental Strategies
    • 18.6.7 SWOT Analysis
  • 18.7 Cyclica
    • 18.7.1 Company Overview
    • 18.7.2 Company Snapshot
    • 18.7.3 Business Segments
    • 18.7.4 Business Performance
    • 18.7.5 Product Offerings
    • 18.7.6 Key Developmental Strategies
    • 18.7.7 SWOT Analysis
  • 18.8 Deep Genomics
    • 18.8.1 Company Overview
    • 18.8.2 Company Snapshot
    • 18.8.3 Business Segments
    • 18.8.4 Business Performance
    • 18.8.5 Product Offerings
    • 18.8.6 Key Developmental Strategies
    • 18.8.7 SWOT Analysis
  • 18.9 XtalPi
    • 18.9.1 Company Overview
    • 18.9.2 Company Snapshot
    • 18.9.3 Business Segments
    • 18.9.4 Business Performance
    • 18.9.5 Product Offerings
    • 18.9.6 Key Developmental Strategies
    • 18.9.7 SWOT Analysis
  • 18.10 BioSymetrics
    • 18.10.1 Company Overview
    • 18.10.2 Company Snapshot
    • 18.10.3 Business Segments
    • 18.10.4 Business Performance
    • 18.10.5 Product Offerings
    • 18.10.6 Key Developmental Strategies
    • 18.10.7 SWOT Analysis
  • 18.11 Cloud Pharmaceuticals
    • 18.11.1 Company Overview
    • 18.11.2 Company Snapshot
    • 18.11.3 Business Segments
    • 18.11.4 Business Performance
    • 18.11.5 Product Offerings
    • 18.11.6 Key Developmental Strategies
    • 18.11.7 SWOT Analysis
  • 18.12 Numerate
    • 18.12.1 Company Overview
    • 18.12.2 Company Snapshot
    • 18.12.3 Business Segments
    • 18.12.4 Business Performance
    • 18.12.5 Product Offerings
    • 18.12.6 Key Developmental Strategies
    • 18.12.7 SWOT Analysis
  • 18.13 TwoXAR
    • 18.13.1 Company Overview
    • 18.13.2 Company Snapshot
    • 18.13.3 Business Segments
    • 18.13.4 Business Performance
    • 18.13.5 Product Offerings
    • 18.13.6 Key Developmental Strategies
    • 18.13.7 SWOT Analysis
  • 18.14 Valo Health
    • 18.14.1 Company Overview
    • 18.14.2 Company Snapshot
    • 18.14.3 Business Segments
    • 18.14.4 Business Performance
    • 18.14.5 Product Offerings
    • 18.14.6 Key Developmental Strategies
    • 18.14.7 SWOT Analysis
  • 18.15 Silicon Therapeutics
    • 18.15.1 Company Overview
    • 18.15.2 Company Snapshot
    • 18.15.3 Business Segments
    • 18.15.4 Business Performance
    • 18.15.5 Product Offerings
    • 18.15.6 Key Developmental Strategies
    • 18.15.7 SWOT Analysis
  • 18.16 BenchSci
    • 18.16.1 Company Overview
    • 18.16.2 Company Snapshot
    • 18.16.3 Business Segments
    • 18.16.4 Business Performance
    • 18.16.5 Product Offerings
    • 18.16.6 Key Developmental Strategies
    • 18.16.7 SWOT Analysis
  • 18.17 Healx
    • 18.17.1 Company Overview
    • 18.17.2 Company Snapshot
    • 18.17.3 Business Segments
    • 18.17.4 Business Performance
    • 18.17.5 Product Offerings
    • 18.17.6 Key Developmental Strategies
    • 18.17.7 SWOT Analysis
  • 18.18 Aria Pharmaceuticals
    • 18.18.1 Company Overview
    • 18.18.2 Company Snapshot
    • 18.18.3 Business Segments
    • 18.18.4 Business Performance
    • 18.18.5 Product Offerings
    • 18.18.6 Key Developmental Strategies
    • 18.18.7 SWOT Analysis
  • 18.19 Peptone
    • 18.19.1 Company Overview
    • 18.19.2 Company Snapshot
    • 18.19.3 Business Segments
    • 18.19.4 Business Performance
    • 18.19.5 Product Offerings
    • 18.19.6 Key Developmental Strategies
    • 18.19.7 SWOT Analysis
  • 18.20 Molecular AI
    • 18.20.1 Company Overview
    • 18.20.2 Company Snapshot
    • 18.20.3 Business Segments
    • 18.20.4 Business Performance
    • 18.20.5 Product Offerings
    • 18.20.6 Key Developmental Strategies
    • 18.20.7 SWOT Analysis