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創薬における人工知能市場の分析と2034年までの予測：タイプ、製品、サービス、技術、コンポーネント、用途、展開、エンドユーザー、段階

Artificial Intelligence for Drug Discovery Market Analysis and Forecast to 2034: Type, Product, Services, Technology, Component, Application, Deployment, End User, Stage

出版日
ページ情報
英文 417 Pages
納期
3～5営業日
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=143.57円
創薬における人工知能市場の分析と2034年までの予測：タイプ、製品、サービス、技術、コンポーネント、用途、展開、エンドユーザー、段階
出版日: 2025年04月01日
発行: Global Insight Services
ページ情報: 英文 417 Pages
納期: 3～5営業日
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概要

創薬における人工知能市場は、2024年の63億米ドルから2034年には165億米ドルに拡大し、CAGR約10.1％で成長すると予測されます。同市場は、医薬品開発プロセスの合理化を目的とした、医薬品研究におけるAI技術の統合を包含します。同市場は、機械学習、深層学習、データ分析を活用して標的同定、分子スクリーニング、予測モデリングを強化することに重点を置いています。費用対効果が高く効率的な創薬ソリューションに対するニーズの高まりが、AI主導型プラットフォームの進歩を後押しし、ハイテク企業と製薬企業のコラボレーションを促進し、AI導入のための規制枠組みを促しています。

市場概要

創薬における人工知能市場は急速に発展しており、主に薬剤の最適化と再利用、前臨床検査、臨床検査デザインに区分されます。このうち、薬剤の最適化と再利用は、費用対効果と時間効率の高い薬剤開発プロセスの必要性によって市場をリードしています。このセグメントの優位性は、薬効予測の精度を高め、新治療法の市場投入までの時間を短縮するために、産業がAIへの依存を強めていることに起因しています。機械学習アルゴリズムやニューラルネットワークのような技術の進歩は、膨大なデータセットの分析を容易にし、正確な薬剤-標的相互作用を可能にします。個別化医療やAI主導のバイオマーカー探索など、新たなサブセグメントが人気を集めています。これらのサブセグメントは、患者に特化した治療に革命をもたらし、治療介入の精度を高めることが期待されています。これらの技術が成熟するにつれて、創薬の成功率が向上し、個別化医療ソリューションのイノベーションが促進されることで、市場に大きな影響を与えることが期待されます。

市場セグメンテーション
タイプ 低分子、生物製剤、ワクチン、ペプチド、抗体、核酸
製品 ソフトウェア、プラットフォーム、ツール、データベース
サービス コンサルティング、インプリメンテーション、インテグレーション、メンテナンス,トレーニング、サポート
技術 機械学習、ディープラーニング、自然言語処理、コンピュータビジョン
コンポーネント ハードウェア、ソフトウェア、サービス
用途 対象同定、分子スクリーニング、リード最適化、前臨床検査、臨床検査
展開 クラウドベース、オンプレミス、ハイブリッド
エンドユーザー 製薬会社、バイオテクノロジー企業、研究機関、開発業務受託機関
段階 創薬、前臨床、臨床、承認

機械学習プラットフォームとソフトウェアソリューションが創薬における人工知能市場を独占しており、より効率的な医薬品開発プロセスに対する需要の高まりが後押ししています。医薬品の有効性を高め、市場投入までの時間を短縮するために、製薬部門がAI技術への依存を強めていることが、この動向をさらに後押ししています。地域的には、北米が創薬におけるAIの導入でリードしており、欧州とアジア太平洋はAI主導の医療イノベーションにおける大幅な進歩と投資を目の当たりにしています。競合情勢としては、Google、Microsoft、IBMといった主要参入企業が存在し、競合を維持するために継続的な技術革新を行っています。北米や欧州などの地域の規制枠組みは、特に患者の安全性を確保しながらイノベーションを奨励する施策を通じて、市場の力学を形成する上で極めて重要です。創薬におけるAIの将来は有望であり、AIアルゴリズムと計算能力の進歩によって成長が加速すると予測されています。しかし、データプライバシーに関する懸念やAIモデルの強固な検証の必要性などの課題は依然として残っています。こうしたハードルにもかかわらず、AIと量子コンピューティングのような新技術の統合により、創薬における新たなフロンティアが切り開かれ、市場拡大の好機がもたらされると期待されています。

主要動向と促進要因

創薬における人工知能市場は、いくつかの主要動向と促進要因によって大きな成長を遂げています。重要な動向は、AIとビッグデータ分析の統合が進み、より正確な創薬プロセスが可能になっていることです。この統合により、複雑な生物学的データセットの分析能力が強化され、潜在的な医薬品候補の同定が加速しています。もう一つの動向は、製薬企業とAI技術企業との協力関係の拡大です。こうしたパートナーシップはイノベーションを促進し、医薬品開発のパイプラインを加速させています。さらに、個別化医療に対する需要が高まっており、AIは個人の遺伝子プロファイルに合わせて治療を調整することで、これを支援する独自の地位を確立しています。この市場促進要因としては、従来の創薬手法に伴う時間とコストの削減が急務となっていることが挙げられます。AIは、プロセスを合理化し効率を向上させることで解決策を記載しています。さらに、慢性疾患の増加により、新しく効果的な治療法の開発が必要となり、創薬におけるAIの採用がさらに推進されています。また、医薬品開発を一変させるAIの可能性を各機関が認識し、規制環境も好転しています。

抑制と課題

創薬における人工知能市場には、いくつかの重大な抑制要因と課題があります。主要課題は、AI技術を既存の医薬品ワークフローに統合することであり、これには多くの場合、多大な時間とリソースの投資が必要となります。また、AIを活用した創薬ツールの承認プロセスは長く複雑であるため、規制上のハードルも大きな障壁となります。さらに、AIソリューションの開発と導入に関連する高コストは、中小企業の市場参入を躊躇させる可能性があります。厳しい規制により強固なセキュリティ対策が必要となるため、特に患者データに関するデータプライバシーの懸念も障害となります。最後に、AI技術と医薬品用途のギャップを効果的に埋めることのできる熟練した専門家が不足しており、技術革新のペースが制限されています。これらの要因は総体的に、産業を変革する有望な可能性があるにもかかわらず、創薬における人工知能の急速な採用と拡大を妨げています。

目次

第1章 創薬における人工知能市場概要

  • 調査目的
  • 創薬における人工知能の定義と調査範囲
  • レポートの制限事項
  • 調査対象年と通貨
  • 調査手法

第2章 エグゼクティブサマリー

第3章 市場に関する重要考察

第4章 創薬における人工知能の展望

  • 創薬における人工知能のセグメンテーション
  • 市場力学
  • ポーターのファイブフォース分析
  • PESTLE分析
  • バリューチェーン分析
  • 4Pモデル
  • ANSOFFマトリックス

第5章 創薬における人工知能戦略

  • 親市場分析
  • 需給分析
  • 消費者の購買意欲
  • 使用事例分析
  • 価格分析
  • 規制状況
  • サプライチェーン分析
  • 競合製品分析

第6章 創薬における人工知能市場規模

  • 創薬における人工知能市場規模：金額別
  • 創薬における人工知能市場規模：数量別

第7章 創薬における人工知能市場：タイプ別

  • 市場概要
  • 低分子化合物
  • 生物製剤
  • ワクチン
  • ペプチド
  • 抗体
  • 核酸
  • その他

第8章 創薬における人工知能市場：製品別

  • 市場概要
  • ソフトウェア
  • プラットフォーム
  • ツール
  • データベース
  • その他

第9章 創薬における人工知能市場：サービス別

  • 市場概要
  • コンサルティング
  • 実装
  • インテグレーション
  • メンテナンス
  • トレーニング
  • サポート
  • その他

第10章 創薬における人工知能市場：技術別

  • 市場概要
  • 機械学習
  • ディープラーニング
  • 自然言語処理
  • コンピュータビジョン
  • その他

第11章 創薬における人工知能市場：コンポーネント別

  • 市場概要
  • ハードウェア
  • ソフトウェア
  • サービス
  • その他

第12章 創薬における人工知能市場：用途別

  • 市場概要
  • 対象同定
  • 分子スクリーニング
  • リード化合物の最適化
  • 前臨床検査
  • 臨床検査
  • その他

第13章 創薬における人工知能市場：展開別

  • 市場概要
  • クラウドベース
  • オンプレミス
  • ハイブリッド
  • その他

第14章 創薬における人工知能市場：エンドユーザー別

  • 市場概要
  • 製薬企業
  • バイオテクノロジー企業
  • 研究機関
  • 受託研究機関
  • その他

第15章 創薬における人工知能市場：段階別

  • 市場概要
  • 創薬
  • 前臨床
  • 臨床検査
  • 承認
  • その他

第16章 創薬における人工知能市場：地域別

  • 概要
  • 北米
    • 米国
    • カナダ
  • 欧州
    • 英国
    • ドイツ
    • フランス
    • スペイン
    • イタリア
    • オランダ
    • スウェーデン
    • スイス
    • デンマーク
    • フィンランド
    • ロシア
    • その他の欧州
  • アジア太平洋
    • 中国
    • インド
    • 日本
    • 韓国
    • オーストラリア
    • シンガポール
    • インドネシア
    • 台湾
    • マレーシア
    • その他のアジア太平洋
  • ラテンアメリカ
    • ブラジル
    • メキシコ
    • アルゼンチン
    • その他のラテンアメリカ
  • 中東・アフリカ
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ
    • その他の中東・アフリカ

第17章 競合情勢

  • 概要
  • 市場シェア分析
  • 主要企業のポジショニング
  • 競合リーダーシップマッピング
  • ベンダーベンチマーキング
  • 開発戦略のベンチマーキング

第18章 企業プロファイル

  • Insilico Medicine
  • Exscientia
  • BenevolentAI
  • Atomwise
  • Recursion Pharmaceuticals
  • Schrodinger
  • Cyclica
  • BioSymetrics
  • Verge Genomics
  • XtalPi
  • Deep Genomics
  • Valo Health
  • TwoXAR
  • Numerate
  • Cloud Pharmaceuticals
  • Aria Pharmaceuticals
  • PathAI
  • Peptone
  • Healx
  • InveniAI
目次
Product Code: GIS32611

Artificial Intelligence for Drug Discovery Market is anticipated to expand from $6.3 billion in 2024 to $16.5 billion by 2034, growing at a CAGR of approximately 10.1%. The market encompasses the integration of AI technologies in pharmaceutical research, aiming to streamline drug development processes. This market focuses on leveraging machine learning, deep learning, and data analytics to enhance target identification, molecular screening, and predictive modeling. The growing need for cost-effective and efficient drug discovery solutions is propelling advancements in AI-driven platforms, fostering collaborations between tech firms and pharmaceutical companies, and encouraging regulatory frameworks for AI adoption.

Market Overview:

The Artificial Intelligence for Drug Discovery Market is evolving rapidly, segmented primarily into drug optimization and repurposing, preclinical testing, and clinical trial design. Of these, drug optimization and repurposing lead the market, driven by the need for cost-effective and time-efficient drug development processes. This segment's dominance is attributed to the industry's growing reliance on AI to enhance the accuracy of drug efficacy predictions and reduce the time-to-market for new therapies. Technological advancements, such as machine learning algorithms and neural networks, facilitate the analysis of vast datasets, enabling precise drug-target interactions. Emerging sub-segments, like personalized medicine and AI-driven biomarker discovery, are gaining traction. These sub-segments promise to revolutionize patient-specific treatments and enhance the precision of therapeutic interventions. As these technologies mature, they are expected to significantly impact the market by improving the success rates of drug discovery and fostering innovation in personalized healthcare solutions.

Market Segmentation
TypeSmall Molecule, Biologics, Vaccines, Peptides, Antibodies, Nucleic Acids
ProductSoftware, Platform, Tools, Databases
ServicesConsulting, Implementation, Integration, Maintenance, Training, Support
TechnologyMachine Learning, Deep Learning, Natural Language Processing, Computer Vision
ComponentHardware, Software, Services
ApplicationTarget Identification, Molecule Screening, Lead Optimization, Preclinical Testing, Clinical Trials
DeploymentCloud-Based, On-Premise, Hybrid
End UserPharmaceutical Companies, Biotechnology Firms, Research Institutes, Contract Research Organizations
StageDiscovery, Preclinical, Clinical, Approval

Machine learning platforms and software solutions dominate the artificial intelligence for drug discovery market, propelled by the increasing demand for more efficient drug development processes. The pharmaceutical sector's growing reliance on AI technologies to enhance drug efficacy and reduce time-to-market further bolsters this trend. Geographically, North America leads in AI adoption within drug discovery, while Europe and Asia-Pacific are witnessing significant advancements and investments in AI-driven healthcare innovations. The competitive landscape is marked by the presence of key players such as Google, Microsoft, and IBM, who are continually innovating to maintain their competitive edge. Regulatory frameworks in regions like North America and Europe are pivotal in shaping the market dynamics, particularly through policies that encourage innovation while ensuring patient safety. The future of AI in drug discovery is promising, with projections indicating accelerated growth driven by advancements in AI algorithms and computational power. However, challenges such as data privacy concerns and the need for robust validation of AI models persist. Despite these hurdles, the integration of AI with emerging technologies like quantum computing is expected to unlock new frontiers in drug discovery, presenting lucrative opportunities for market expansion.

Geographical Overview:

The Artificial Intelligence for Drug Discovery market is witnessing robust growth across various regions, each exhibiting unique characteristics. North America leads the charge, buoyed by substantial investments in AI technologies and a strong pharmaceutical sector. The presence of key industry players and academic institutions accelerates innovation, making the region a powerhouse in AI-driven drug discovery. Europe follows as a formidable contender, with its commitment to cutting-edge research and development. The region's stringent regulatory framework ensures high-quality outcomes, fostering trust and reliability in AI applications for drug discovery. Collaborative efforts between public and private sectors further bolster Europe's position. In Asia Pacific, the market is expanding rapidly, propelled by significant technological advancements and a burgeoning healthcare sector. Countries like China and India are investing heavily in AI initiatives, aiming to revolutionize drug discovery processes. This surge is supported by government policies and a growing pool of skilled professionals. Latin America is emerging as a promising market, with increasing investments in AI infrastructure and a focus on innovative healthcare solutions. The region's potential is being unlocked through strategic partnerships and government support, paving the way for future growth. The Middle East & Africa are recognizing the transformative power of AI in drug discovery. Investments in AI technologies are on the rise, driven by the need to enhance healthcare outcomes and foster economic development. These regions are poised to capitalize on AI's capabilities to address local healthcare challenges.

Recent Development:

The Artificial Intelligence for Drug Discovery Market has witnessed significant developments over the past three months. Firstly, Pfizer announced a strategic partnership with a leading AI firm to accelerate its drug discovery processes, highlighting the growing trend of pharmaceutical companies integrating AI technologies. Secondly, Roche entered into a joint venture with an AI start-up, focusing on leveraging machine learning to identify novel drug candidates, aiming to streamline and enhance their R&D efforts. Thirdly, AstraZeneca reported a major breakthrough using AI algorithms in identifying potential treatments for rare diseases, underscoring the transformative potential of AI in addressing unmet medical needs. Fourthly, a significant merger was announced between two AI-driven biotech firms, creating a powerhouse poised to innovate in the drug discovery space. Lastly, regulatory bodies in the European Union introduced new guidelines to ensure ethical AI use in drug discovery, emphasizing the importance of transparency and accountability in this burgeoning field. These developments underscore the dynamic and rapidly evolving nature of the AI for Drug Discovery Market.

Key Trends and Drivers:

The Artificial Intelligence for Drug Discovery Market is experiencing substantial growth due to several key trends and drivers. A significant trend is the increasing integration of AI with big data analytics, enabling more precise drug discovery processes. This integration is enhancing the ability to analyze complex biological data sets, thereby accelerating the identification of potential drug candidates. Another trend is the growing collaboration between pharmaceutical companies and AI technology firms. These partnerships are fostering innovation and speeding up the drug development pipeline. Additionally, there is a rising demand for personalized medicine, which AI is uniquely positioned to support by tailoring treatments to individual genetic profiles. Drivers of this market include the urgent need to reduce the time and cost associated with traditional drug discovery methods. AI offers a solution by streamlining processes and improving efficiency. Furthermore, the increasing prevalence of chronic diseases necessitates the development of new and effective therapies, further propelling the adoption of AI in drug discovery. The regulatory environment is also becoming more favorable, with agencies recognizing the potential of AI to transform drug development.

Restraints and Challenges:

The Artificial Intelligence for Drug Discovery Market encounters several critical restraints and challenges. A primary challenge is the integration of AI technologies into existing pharmaceutical workflows, which often requires substantial time and resource investment. Regulatory hurdles also pose significant barriers, as the approval processes for AI-driven drug discovery tools can be lengthy and complex. Furthermore, the high costs associated with developing and implementing AI solutions may deter smaller companies from entering the market. Data privacy concerns, particularly regarding patient data, present another obstacle, as stringent regulations necessitate robust security measures. Lastly, there is a shortage of skilled professionals who can effectively bridge the gap between AI technology and pharmaceutical applications, limiting the pace of innovation. These factors collectively impede the rapid adoption and expansion of AI in drug discovery, despite its promising potential to revolutionize the industry.

Key Companies:

Insilico Medicine, Exscientia, Benevolent AI, Atomwise, Recursion Pharmaceuticals, Schrodinger, Cyclica, Bio Symetrics, Verge Genomics, Xtal Pi, Deep Genomics, Valo Health, Two XAR, Numerate, Cloud Pharmaceuticals, Aria Pharmaceuticals, Path AI, Peptone, Healx, Inveni AI

Sources:

National Institutes of Health (NIH), U.S. Food and Drug Administration (FDA), European Medicines Agency (EMA), World Health Organization (WHO), National Center for Biotechnology Information (NCBI), European Bioinformatics Institute (EMBL-EBI), National Science Foundation (NSF), U.S. Department of Health and Human Services (HHS), Health Canada, Biotechnology and Biological Sciences Research Council (BBSRC), The Francis Crick Institute, Massachusetts Institute of Technology (MIT) - Computer Science and Artificial Intelligence Laboratory (CSAIL), Stanford University - Institute for Computational and Mathematical Engineering, University of Oxford - Department of Statistics, Harvard University - Department of Biomedical Informatics, International Conference on Intelligent Systems for Molecular Biology (ISMB), Conference on Artificial Intelligence in Medicine (AIME), American Association for Cancer Research (AACR) Annual Meeting, Society for Laboratory Automation and Screening (SLAS) International Conference and Exhibition, Bio-IT World Conference & Expo

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: Artificial Intelligence for Drug Discovery Overview

  • 1.1 Objectives of the Study
  • 1.2 Artificial Intelligence for Drug Discovery 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 Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 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 Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 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: Artificial Intelligence for Drug Discovery Outlook

  • 4.1 Artificial Intelligence for Drug Discovery 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: Artificial Intelligence for Drug Discovery 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: Artificial Intelligence for Drug Discovery Size

  • 6.1 Artificial Intelligence for Drug Discovery Size, by Value
  • 6.2 Artificial Intelligence for Drug Discovery Size, by Volume

7: Artificial Intelligence for Drug Discovery, 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 Biologics
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Vaccines
    • 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 Antibodies
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region
  • 7.7 Nucleic Acids
    • 7.7.1 Key Market Trends & Opportunity Analysis
    • 7.7.2 Market Size and Forecast, by Region
  • 7.8 Others
    • 7.8.1 Key Market Trends & Opportunity Analysis
    • 7.8.2 Market Size and Forecast, by Region

8: Artificial Intelligence for Drug Discovery, 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 Platform
    • 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: Artificial Intelligence for Drug Discovery, 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 Implementation
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Integration
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Maintenance
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Training
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region
  • 9.7 Support
    • 9.7.1 Key Market Trends & Opportunity Analysis
    • 9.7.2 Market Size and Forecast, by Region
  • 9.8 Others
    • 9.8.1 Key Market Trends & Opportunity Analysis
    • 9.8.2 Market Size and Forecast, by Region

10: Artificial Intelligence for Drug Discovery, 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 Others
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region

11: Artificial Intelligence for Drug Discovery, 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: Artificial Intelligence for Drug Discovery, 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 Molecule 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: Artificial Intelligence for Drug Discovery, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud-Based
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-Premise
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14: Artificial Intelligence for Drug Discovery, by End User

  • 14.1 Market Overview
  • 14.2 Pharmaceutical Companies
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 Biotechnology Firms
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Research Institutes
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Contract Research Organizations
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Others
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region

15: Artificial Intelligence for Drug Discovery, 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 Others
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region

16: Artificial Intelligence for Drug Discovery, 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 Deployment
    • 16.2.9 North America Market Size and Forecast, by End User
    • 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 Deployment
      • 16.2.9.8 United States Market Size and Forecast, by End User
      • 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 Deployment
      • 16.2.10.8 Canada Market Size and Forecast, by End User
      • 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 Deployment
    • 16.3.9 Europe Market Size and Forecast, by End User
    • 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 Deployment
      • 16.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.10.8 Germany Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.11.8 France Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.12.8 Spain Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.13.8 Italy Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.14.8 Netherlands Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.15.8 Sweden Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.16.8 Switzerland Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.17.8 Denmark Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.18.8 Finland Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.19.8 Russia Market Size and Forecast, by End User
      • 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 Deployment
      • 16.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 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 Deployment
    • 16.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 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 Deployment
      • 16.4.9.8 China Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.10.8 India Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.11.8 Japan Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.12.8 South Korea Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.13.8 Australia Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.14.8 Singapore Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.15.8 Indonesia Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.16.8 Taiwan Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.17.8 Malaysia Market Size and Forecast, by End User
      • 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 Deployment
      • 16.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 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 Deployment
    • 16.5.9 Latin America Market Size and Forecast, by End User
    • 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 Deployment
      • 16.5.9.8 Brazil Market Size and Forecast, by End User
      • 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 Deployment
      • 16.5.10.8 Mexico Market Size and Forecast, by End User
      • 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 Deployment
      • 16.5.11.8 Argentina Market Size and Forecast, by End User
      • 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 Deployment
      • 16.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 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 Deployment
    • 16.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 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 Deployment
      • 16.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 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 Deployment
      • 16.6.10.8 UAE Market Size and Forecast, by End User
      • 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 Deployment
      • 16.6.11.8 South Africa Market Size and Forecast, by End User
      • 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 Deployment
      • 16.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 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 BenevolentAI
    • 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 Atomwise
    • 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 Recursion Pharmaceuticals
    • 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 Schrodinger
    • 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 BioSymetrics
    • 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 Verge Genomics
    • 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 XtalPi
    • 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 Deep Genomics
    • 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 Valo Health
    • 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 Numerate
    • 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 Cloud Pharmaceuticals
    • 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 Aria Pharmaceuticals
    • 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 PathAI
    • 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 Peptone
    • 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 Healx
    • 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 InveniAI
    • 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