創薬における人工知能(AI)市場:提供(ソフトウェア、サービス)、技術(機械学習、深層学習)、用途(循環器、代謝、神経変性)、エンドユーザー(製薬、バイオテクノロジー、CRO)別 - 世界予測( 2022 - 2027 )Artificial Intelligence ( AI ) in Drug Discovery Market by Offering (Software, Service), Technology (Machine Learning, Deep Learning), Application (Cardiovascular, Metabolic, Neurodegenerative), End User (Pharma, Biotech,CROs) - Global Forecasts ( 2022 - 2027 ) 創薬における人工知能/AI市場は、2022年の6億米ドルから2027年には40億米ドルに達すると予測され、予測期間中のCAGRは45.7%となります。この市場の成長は主に、創薬・開発コストの抑制やこのプロセスにかかる全体... もっと見る
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サマリー創薬における人工知能/AI市場は、2022年の6億米ドルから2027年には40億米ドルに達すると予測され、予測期間中のCAGRは45.7%となります。この市場の成長は主に、創薬・開発コストの抑制やこのプロセスにかかる全体時間の短縮の必要性、クラウドベースのアプリケーションやサービスの採用が増加していることなどの要因によってもたらされています。一方、熟練労働者の不足は、予測期間中、市場の成長をある程度抑制する主な要因となっています。.「2022年にはサービス分野が主要シェアを占め、予測期間中に最も高い成長を遂げると予想される。 提供に基づいて、創薬におけるAI市場はソフトウェアとサービスに二分されます。サービスセグメントは2022年に世界の創薬におけるAIサービス市場で最大の市場シェアを占めると予想され、予測期間中に最も速いCAGRで成長すると予測されています。これらのサービスに関連する利点と利点、およびエンドユーザーのAIサービスに対する強い需要が、このセグメントのthegrowthの主要因である。 "創薬におけるAI世界市場において、機械学習技術セグメントが最大のシェアを占める" 創薬におけるAI市場は、技術に基づいて、機械学習とその他の技術に区分されます。2021年の世界市場では、機械学習セグメントが最大のシェアを占め、予測期間中に最も高いCAGRで成長すると予測されます。CRO、製薬、バイオテクノロジー企業における機械学習技術の高い採用率と、データセットからインサイトを抽出するこれらの技術の能力により、創薬プロセスの加速に役立つことが、このセグメントの市場成長を支える要因の1つとなっています。 "製薬・バイオテクノロジー企業セグメントは、2022年に市場の最大シェアを占めると予想される" 創薬におけるAI市場は、エンドユーザーごとに、製薬&バイオテクノロジー企業、CRO、研究所・学術&政府機関に分けられます。2021年の創薬におけるAI市場では、製薬&バイオテクノロジー企業分野が最も大きなシェアを占めています。一方、リサーチセンターと学術&政府機関は、予測期間中に最も高いCAGRを記録すると予想されます。創薬プロセス全体をより時間的・コスト的に効率化するためのAIベースのツールに対する強い需要が、製薬・バイオテクノロジーエンドユーザーセグメントの主要な成長要因となっています。 "2021年、創薬におけるAI市場を支配するのは北米" 世界の創薬におけるAI市場は、北米、欧州、APAC、その他の地域の4つの主要地域に区分されます。2021年、創薬におけるAIは、北米が最大かつ最も成長率の高い地域市場を占めています。米国、カナダ、メキシコで構成される北米は、創薬におけるAIの最大の市場を形成しています。これらの国々は、創薬と開発におけるAI技術の早期採用者である。主要な既存プレイヤーの存在、確立された製薬およびバイオテクノロジー産業、研究開発への高い注力と実質的な投資は、この市場の大きなシェアと高い成長率の主な要因の一部です。 サプライサイドの一次面接の内訳、企業タイプ別、呼称別、地域別。 - 企業タイプ別ティア1 (31%)、ティア2 (28%)、ティア3 (41%) - 役職別Cレベル(31%)、ディレクターレベル(25%)、その他(44%) - 地域別北米 (45%)、欧州 (20%)、アジア太平洋 (28%)、RoW (7%) 本市場における主なプレイヤーは、NVIDIA Corporation(米国)、Microsoft Corporation(米国)、Google(米国)、Exscientia(英国)、Schrödinger(米国)、Atomwise,Inc.(米国)、BenevolentAI(英国)、NuMedii(米国)、BERG LLC(米国)、Cloud Pharmaceuticals(米国)、Insilico Medicine(米国)、Cyclica(カナダ)、Deep Genomics(カナダ)、IBM(米国)、BIOAGE(米国)、Valo Health(米国)、Envisagenics(米国)、2XAR(米国)、Owkin,inc.(米国)、XtalPi(米国)、Verge Genomics(米国)、Biovista(米国)、Evaxion Biotech(デンマーク)、Iktos(フランス)、Standigm(韓国)およびBenchSci(カナダ)。プレイヤーは、製品のアップグレード、コラボレーション、契約、パートナーシップ、買収などの有機的および無機的な成長戦略を採用し、オファリングの増加、顧客の満たされていないニーズへの対応、収益性の向上、世界市場での存在感の拡大を図っています。 調査対象範囲 - 当レポートでは、創薬におけるAI市場を、提供、技術、用途、エンドユーザー、地域に基づいて調査しています。 - 市場の成長に影響を与える要因(ドライバー、阻害要因、機会、課題など)を分析しています。 - 利害関係者向けに市場の機会と課題を評価し、市場リーダー向けに競争環境の詳細を提供します。 - ミクロ市場の成長動向、展望、創薬におけるAI市場全体への貢献度に関して調査しています。 - レポートでは、5つの主要地域に関して市場セグメントの収益を予測しています。 レポート購入の主なメリット 本レポートは、この市場のリーダー/新規参入者に、市場全体とサブセグメントの収益数値の最も近い近似値に関する情報を提供するのに役立ちます。本レポートは、利害関係者が競争環境を理解し、より良いビジネスの位置づけと適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、ステークホルダーが創薬におけるAI市場の鼓動を理解し、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供するのに役立ちます。 目次1 INTRODUCTION 261.1 OBJECTIVES OF THE STUDY 26 1.2 MARKET DEFINITION 26 1.2.1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: INCLUSIONS & EXCLUSIONS 27 1.3 MARKET SCOPE 28 1.3.1 MARKETS COVERED 28 FIGURE 1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY: MARKET SEGMENTATION 28 1.3.2 YEARS CONSIDERED FOR THE STUDY 28 1.4 CURRENCY 29 1.5 LIMITATIONS 29 1.6 STAKEHOLDERS 29 1.7 SUMMARY OF CHANGES 30 2 RESEARCH METHODOLOGY 31 2.1 RESEARCH DATA 31 FIGURE 2 RESEARCH DESIGN 31 2.2 SECONDARY SOURCES 32 2.2.1 KEY DATA FROM SECONDARY SOURCES 33 2.3 PRIMARY DATA 33 2.3.1 PRIMARY SOURCES 34 2.3.2 BREAKDOWN OF PRIMARY INTERVIEWS 35 FIGURE 3 BREAKDOWN OF PRIMARY INTERVIEWS: BY DEMAND SIDE, SUPPLY SIDE, DESIGNATION, AND REGION 35 2.3.2.1 Key industry insights 35 2.4 MARKET SIZE ESTIMATION 36 FIGURE 4 SUPPLY-SIDE MARKET ESTIMATION: REVENUE SHARE ANALYSIS 37 FIGURE 5 BOTTOM-UP APPROACH: END-USER SPENDING ON AI IN DRUG DISCOVERY 38 TABLE 1 FACTOR ANALYSIS 40 FIGURE 6 CAGR PROJECTIONS FROM THE ANALYSIS OF DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES IN THE AI IN DRUG DISCOVERY MARKET (2022–2027) 40 FIGURE 7 CAGR PROJECTIONS: SUPPLY-SIDE ANALYSIS 41 FIGURE 8 TOP-DOWN APPROACH 41 2.5 MARKET BREAKDOWN AND DATA TRIANGULATION 42 FIGURE 9 DATA TRIANGULATION METHODOLOGY 42 TABLE 2 MARKET SIZING ASSUMPTIONS 43 2.6 OVERALL STUDY ASSUMPTIONS 43 2.7 LIMITATIONS 44 2.8 RISK ASSESSMENT 44 TABLE 3 RISK ASSESSMENT: AI IN DRUG DISCOVERY MARKET 44 3 EXECUTIVE SUMMARY 45 FIGURE 10 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2022 VS. 2027 (USD MILLION) 45 FIGURE 11 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2022 VS. 2027 (USD MILLION) 46 FIGURE 12 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2022 VS. 2027 (USD MILLION) 46 FIGURE 13 GEOGRAPHICAL SNAPSHOT OF THE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET 47 4 PREMIUM INSIGHTS 48 4.1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET OVERVIEW 48 FIGURE 14 GROWING NEED TO CONTROL DRUG DISCOVERY & DEVELOPMENT COSTS IS A KEY FACTOR DRIVING THE ADOPTION OF AI IN DRUG DISCOVERY SOLUTIONS 48 4.2 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING (2021–2027) 49 FIGURE 15 SERVICES SEGMENT TO WITNESS THE HIGHEST GROWTH DURING THE FORECAST PERIOD 49 4.3 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE & REGION (2021) 50 FIGURE 16 DEEP LEARNING SEGMENT ACCOUNTED FOR THE LARGEST MARKET SHARE IN 2021 50 4.4 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: GEOGRAPHIC GROWTH OPPORTUNITIES 51 FIGURE 17 NORTH AMERICA IS THE FASTEST-GROWING REGIONAL MARKET FOR AI IN DRUG DISCOVERY 51 5 MARKET OVERVIEW 52 5.1 INTRODUCTION 52 5.2 MARKET DYNAMICS 52 FIGURE 18 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 52 5.2.1 MARKET DRIVERS 53 5.2.1.1 Growing number of cross-industry collaborations and partnerships 53 TABLE 4 INDICATIVE LIST OF COLLABORATIONS AND PARTNERSHIPS (2019−2021) 53 5.2.1.2 Growing need to control drug discovery & development costs and reduce time involved in drug development 54 5.2.1.3 Patent expiry of several drugs 54 TABLE 5 INDICATIVE LIST OF DRUGS LOSING PATENTS IN 2022 54 5.2.2 MARKET RESTRAINTS 55 5.2.2.1 Shortage of AI workforce and ambiguous regulatory guidelines for medical software 55 5.2.3 MARKET OPPORTUNITIES 55 5.2.3.1 Growing biotechnology industry 55 5.2.3.2 Emerging markets 56 5.2.3.3 Focus on developing human-aware AI systems 56 5.2.3.4 Growth in the drugs and biologics market despite the COVID-19 pandemic 56 5.2.4 MARKET CHALLENGES 56 5.2.4.1 Limited availability of data sets 56 5.3 VALUE CHAIN ANALYSIS 57 FIGURE 19 AI IN DRUG DISCOVERY MARKET: VALUE CHAIN ANALYSIS (2021) 57 5.4 PORTER’S FIVE FORCES ANALYSIS 58 TABLE 6 AI IN DRUG DISCOVERY MARKET: PORTER’S FIVE FORCES ANALYSIS 58 5.5 ECOSYSTEM 59 FIGURE 20 AI IN DRUG DISCOVERY MARKET ECOSYSTEM 59 5.6 TECHNOLOGY ANALYSIS 59 5.7 PRICING ANALYSIS 60 5.8 BUSINESS MODELS 60 FIGURE 21 AI IN LIFE SCIENCES: BUSINESS MODELS 61 FIGURE 22 BENEFITS OF HYBRID BUSINESS MODELS 61 FIGURE 23 SPECIALIZATION OF AI COMPANIES OVER TIME 62 5.9 REGULATIONS 63 5.10 CONFERENCES AND WEBINARS 63 5.11 CASE STUDY ANALYSIS 64 5.11.1 CASE STUDY 1 64 5.11.2 CASE STUDY 2 65 6 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING 66 6.1 INTRODUCTION 67 TABLE 7 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 67 6.2 SOFTWARE 67 6.2.1 BENEFITS OFFERED BY SOFTWARE IN DRUG DISCOVERY & STRONG DEMAND AMONG END USERS ARE DRIVING SEGMENT GROWTH 67 TABLE 8 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY REGION, 2020–2027 (USD MILLION) 68 TABLE 9 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 68 TABLE 10 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 68 TABLE 11 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 69 6.3 SERVICES 69 6.3.1 SERVICES SEGMENT TO WITNESS THE HIGHEST GROWTH DURING THE FORECAST PERIOD 69 TABLE 12 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY REGION, 2020–2027 (USD MILLION) 70 TABLE 13 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 70 TABLE 14 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 70 TABLE 15 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 71 7 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY 72 7.1 INTRODUCTION 73 TABLE 16 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 73 7.2 MACHINE LEARNING 73 TABLE 17 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2020–2027 (USD MILLION) 74 TABLE 18 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY REGION, 2020–2027 (USD MILLION) 74 TABLE 19 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 74 TABLE 20 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 75 TABLE 21 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 75 7.2.1 DEEP LEARNING 75 7.2.1.1 Deep learning accelerates the discovery process of life-saving drugs and precision medicine 75 TABLE 22 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY REGION, 2020–2027 (USD MILLION) 76 TABLE 23 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 76 TABLE 24 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 77 TABLE 25 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 77 7.2.2 SUPERVISED LEARNING 77 7.2.2.1 Supervised learning can be applied in drug repositioning 77 TABLE 26 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY REGION, 2020–2027 (USD MILLION) 78 TABLE 27 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 78 TABLE 28 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 78 TABLE 29 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 79 7.2.3 REINFORCEMENT LEARNING 79 7.2.3.1 Insilico Medicine is a pioneer in the application of reinforcement learning in drug discovery 79 TABLE 30 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY REGION, 2020–2027 (USD MILLION) 79 TABLE 31 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 TABLE 32 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 TABLE 33 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 7.2.4 UNSUPERVISED LEARNING 81 7.2.4.1 Unsupervised learning can be more unpredictable than alternate models 81 TABLE 34 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY REGION, 2020–2027 (USD MILLION) 81 TABLE 35 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 81 TABLE 36 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 82 TABLE 37 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 82 7.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 82 TABLE 38 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY REGION, 2020–2027 (USD MILLION) 83 TABLE 39 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 83 TABLE 40 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 83 TABLE 41 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 84 7.3 OTHER TECHNOLOGIES 84 TABLE 42 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2020–2027 (USD MILLION) 85 TABLE 43 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 85 TABLE 44 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 85 TABLE 45 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 86 8 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION 87 8.1 INTRODUCTION 88 TABLE 46 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 88 8.2 IMMUNO-ONCOLOGY 88 8.2.1 HIGH PREVALENCE OF CANCER AND SHORTAGE OF EFFECTIVE CANCER DRUGS TO DRIVE SEGMENT GROWTH 88 TABLE 47 INDICATIVE LIST OF INITIATIVES IN IMMUNO-ONCOLOGY DRUG DEVELOPMENT 89 TABLE 48 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY REGION, 2020–2027 (USD MILLION) 89 TABLE 49 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 89 TABLE 50 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 90 TABLE 51 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 90 8.3 NEURODEGENERATIVE DISEASES 90 8.3.1 AI IS BEING USED TO RESOLVE EXISTING CHALLENGES IN NEUROLOGICAL DISEASE DRUG DEVELOPMENT 90 TABLE 52 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY REGION, 2020–2027 (USD MILLION) 91 TABLE 53 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 91 TABLE 54 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 92 TABLE 55 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 92 8.4 CARDIOVASCULAR DISEASES 92 8.4.1 RISING DEMAND FOR CVD DRUGS IS DRIVING SEGMENT GROWTH 92 TABLE 56 INDICATIVE LIST OF DEVELOPMENTS IN CARDIOVASCULAR DRUG DEVELOPMENT 93 TABLE 57 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY REGION, 2020–2027 (USD MILLION) 93 TABLE 58 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 93 TABLE 59 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 94 TABLE 60 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 94 8.5 METABOLIC DISEASES 94 8.5.1 ROLE OF AI IN UNCOVERING SMALL-MOLECULE THERAPIES IS DRIVING ITS ADOPTION IN THIS SEGMENT 94 TABLE 61 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY REGION, 2020–2027 (USD MILLION) 95 TABLE 62 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 95 TABLE 63 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 95 TABLE 64 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 96 8.6 OTHER APPLICATIONS 96 TABLE 65 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY REGION, 2020–2027 (USD MILLION) 96 TABLE 66 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 TABLE 67 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 TABLE 68 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 9 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER 98 9.1 INTRODUCTION 99 TABLE 69 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 99 9.2 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES 99 9.2.1 RISING DEMAND FOR SOLUTIONS TO CUT TIME AND COSTS OF DRUG DEVELOPMENT HAS DRAWN END-USER ATTENTION TO AI 99 TABLE 70 INDICATIVE LIST OF DEVELOPMENTS RELATED TO THE USE OF AI IN THE PHARMACEUTICAL & BIOTECHNOLOGY INDUSTRY 100 TABLE 71 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY REGION, 2020–2027 (USD MILLION) 100 TABLE 72 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 TABLE 73 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 TABLE 74 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 9.3 CONTRACT RESEARCH ORGANIZATIONS 102 9.3.1 GROWING TREND OF OUTSOURCING TO PROVIDE SIGNIFICANT OPPORTUNITIES FOR CONTRACT RESEARCH ORGANIZATIONS 102 TABLE 75 INDICATIVE LIST OF COLLABORATIONS WITH CROS 102 TABLE 76 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY REGION, 2020–2027 (USD MILLION) 102 TABLE 77 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 TABLE 78 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 TABLE 79 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 9.4 RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES 104 9.4.1 THIS SEGMENT IS EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 104 TABLE 80 INDICATIVE LIST OF RESEARCH COLLABORATIONS 104 TABLE 81 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY REGION, 2020–2027 (USD MILLION) 104 TABLE 82 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 TABLE 83 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 TABLE 84 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 10 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION 106 10.1 INTRODUCTION 107 TABLE 85 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION, 2020–2027 (USD MILLION) 107 10.2 NORTH AMERICA 107 FIGURE 24 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SNAPSHOT 108 TABLE 86 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 109 TABLE 87 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 109 TABLE 88 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 109 TABLE 89 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 110 TABLE 90 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 110 10.2.1 US 110 10.2.1.1 Strong economy and trend of early adoption of technologies are driving market growth in the US 110 TABLE 91 INDICATIVE LIST OF STRATEGIC DEVELOPMENTS IN THE US MARKET 111 TABLE 92 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 111 TABLE 93 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 112 TABLE 94 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 112 TABLE 95 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 112 10.2.2 CANADA 113 10.2.2.1 Growing research on AI technologies and emergence of new AI-based start-ups will support market growth in Canada 113 TABLE 96 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 113 TABLE 97 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 114 TABLE 98 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 114 TABLE 99 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 114 10.2.3 MEXICO 115 10.2.3.1 Government initiatives to support market growth in Mexico 115 TABLE 100 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 115 TABLE 101 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 115 TABLE 102 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 116 TABLE 103 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 116 10.3 EUROPE 116 FIGURE 25 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SNAPSHOT 117 TABLE 104 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 118 TABLE 105 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 118 TABLE 106 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 118 TABLE 107 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 119 TABLE 108 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 119 10.3.1 UK 119 10.3.1.1 UK holds the largest share of the European market 119 TABLE 109 INDICATIVE LIST OF STRATEGIC DEVELOPMENTS IN THE UK 120 TABLE 110 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 120 TABLE 111 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 121 TABLE 112 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 121 TABLE 113 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 121 10.3.2 GERMANY 122 10.3.2.1 Government support and favorable training programs are key market drivers in Germany 122 TABLE 114 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 122 TABLE 115 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 123 TABLE 116 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 123 TABLE 117 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 123 10.3.3 FRANCE 124 10.3.3.1 Strong government support and favorable strategies & initiatives to drive market growth in France 124 TABLE 118 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 124 TABLE 119 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 124 TABLE 120 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 125 TABLE 121 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 125 10.3.4 ITALY 125 10.3.4.1 Presence of a strong pharmaceutical industry in Italy to drive market growth 125 TABLE 122 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 126 TABLE 123 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 126 TABLE 124 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 126 TABLE 125 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 127 10.3.5 REST OF EUROPE 127 TABLE 126 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 127 TABLE 127 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 128 TABLE 128 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 128 TABLE 129 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 128 10.4 ASIA PACIFIC 129 TABLE 130 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 129 TABLE 131 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 129 TABLE 132 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 130 TABLE 133 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 130 TABLE 134 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 130 10.4.1 JAPAN 131 10.4.1.1 Japan dominates the APAC market for AI in drug discovery 131 TABLE 135 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 131 TABLE 136 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 132 TABLE 137 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 132 TABLE 138 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 132 10.4.2 CHINA 133 10.4.2.1 Growing CMO market and cross-industry collaborations are factors responsible for market growth in China 133 TABLE 139 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 133 TABLE 140 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 133 TABLE 141 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 134 TABLE 142 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 134 10.4.3 INDIA 134 10.4.3.1 Steady adoption of AI technologies will drive market growth in India 134 TABLE 143 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 135 TABLE 144 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 135 TABLE 145 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 135 TABLE 146 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 136 10.4.4 REST OF ASIA PACIFIC 136 TABLE 147 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 136 TABLE 148 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 137 TABLE 149 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 137 TABLE 150 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 137 10.5 REST OF THE WORLD 138 TABLE 151 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 138 TABLE 152 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 138 TABLE 153 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 139 TABLE 154 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 139 11 COMPETITIVE LANDSCAPE 140 11.1 OVERVIEW 140 11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 140 11.2.1 OVERVIEW OF STRATEGIES ADOPTED BY PLAYERS IN THE AI IN DRUG DISCOVERY MARKET 140 11.3 MARKET RANKING ANALYSIS 141 TABLE 155 AI IN DRUG DISCOVERY MARKET RANKING ANALYSIS, BY KEY PLAYER, 2021 142 11.4 COMPETITIVE BENCHMARKING 143 TABLE 156 AI IN DRUG DISCOVERY MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS 143 TABLE 157 AI IN DRUG DISCOVERY MARKET: APPLICATION FOOTPRINT OF KEY PLAYERS 143 TABLE 158 AI IN DRUG DISCOVERY MARKET: REGIONAL FOOTPRINT OF KEY PLAYERS 144 11.5 COMPETITIVE LEADERSHIP MAPPING 144 11.5.1 STARS 144 11.5.2 EMERGING LEADERS 144 11.5.3 PERVASIVE PLAYERS 145 11.5.4 PARTICIPANTS 145 FIGURE 26 AI IN DRUG DISCOVERY MARKET: GLOBAL COMPANY EVALUATION MATRIX, 2021 145 11.6 COMPETITIVE LEADERSHIP MAPPING – START-UPS/SMES 146 11.6.1 PROGRESSIVE COMPANIES 146 11.6.2 STARTING BLOCKS 146 11.6.3 RESPONSIVE COMPANIES 146 11.6.4 DYNAMIC COMPANIES 146 FIGURE 27 AI IN DRUG DISCOVERY MARKET: COMPANY EVALUATION MATRIX FOR START-UPS/SMES, 2021 147 11.7 COMPETITIVE SITUATIONS AND TRENDS 148 TABLE 159 PRODUCT LAUNCHES 148 TABLE 160 DEALS 148 12 COMPANY PROFILES 151 (Business Overview, Products Offered, Recent Developments, MnM View Right to win, Strategic choices made, Weaknesses and competitive threats) * 12.1 KEY PLAYERS 151 12.1.1 MICROSOFT 151 TABLE 161 MICROSOFT: BUSINESS OVERVIEW 151 FIGURE 28 MICROSOFT: COMPANY SNAPSHOT (2020) 152 TABLE 162 MICROSOFT: DEALS 153 12.1.2 NVIDIA 155 TABLE 163 NVIDIA: BUSINESS OVERVIEW 155 FIGURE 29 NVIDIA: COMPANY SNAPSHOT (2022) 156 TABLE 164 NVIDIA: EXPANSIONS 157 TABLE 165 NVIDIA: DEALS 157 12.1.3 EXSCIENTIA 158 TABLE 166 EXSCIENTIA: BUSINESS OVERVIEW 158 FIGURE 30 EXSCIENTIA: COMPANY SNAPSHOT (2021) 158 12.1.4 GOOGLE 162 TABLE 167 GOOGLE: BUSINESS OVERVIEW 162 FIGURE 31 GOOGLE: COMPANY SNAPSHOT (2021) 163 12.1.5 BENEVOLENTAI 165 TABLE 168 BENEVOLENTAI: BUSINESS OVERVIEW 165 12.1.6 NUMEDII, INC. 167 TABLE 169 NUMEDII: BUSINESS OVERVIEW 167 12.1.7 BERG, LLC 169 TABLE 170 BERG, LLC: BUSINESS OVERVIEW 169 12.1.8 ATOMWISE 171 TABLE 171 ATOMWISE: BUSINESS OVERVIEW 171 12.1.9 DEEP GENOMICS 173 TABLE 172 DEEP GENOMICS: BUSINESS OVERVIEW 173 12.1.10 INSILICO MEDICINE 175 TABLE 173 INSILICO MEDICINE: BUSINESS OVERVIEW 175 12.1.11 SCHRÖDINGER, INC. 177 TABLE 174 SCHRÖDINGER: BUSINESS OVERVIEW 177 FIGURE 32 SCHRÖDINGER: COMPANY SNAPSHOT (2021) 178 12.1.12 IBM 181 TABLE 175 IBM: BUSINESS OVERVIEW 181 FIGURE 33 IBM: COMPANY SNAPSHOT (2022) 182 TABLE 176 IBM: DEALS 183 TABLE 177 IBM: OTHER DEVELOPMENTS 183 12.2 OTHER PLAYERS 184 12.2.1 CYCLICA INC. 184 12.2.2 CLOUD PHARMACEUTICALS 184 12.2.3 BIOAGE 185 12.2.4 ENVISAGENICS 185 12.2.5 TWOXAR, INC. (ARIA PHARMACEUTICALS) 186 12.2.6 OWKIN, INC. 186 12.2.7 XTALPI, INC. 187 12.2.8 VERGE GENOMICS 187 12.2.9 IKTOS 188 12.2.10 EVAXION BIOTECH 188 12.2.11 STANDIGM 189 12.2.12 VALO HEALTH 190 12.2.13 BIOVISTA 190 12.2.14 BENCHSCI 191 *Details on Business Overview, Products Offered, Recent Developments, MnM View, Right to win, Strategic choices made, Weaknesses and competitive threats might not be captured in case of unlisted companies. 13 APPENDIX 192 13.1 DISCUSSION GUIDE 192 13.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 195 13.3 AVAILABLE CUSTOMIZATIONS 197 13.4 RELATED REPORTS 197 13.5 AUTHOR DETAILS 198
SummaryThe Artificial intelligence/AI in drug discovery Market is projected to reach USD 4.0 billion by 2027 from USD 0.6 billion in 2022, at a CAGR of 45.7% during the forecast period. The growth of this market is primarily driven by factors such as the need to control drug discovery & development costs and reduce the overall time taken in this process, the rising adoption of cloud-based applications and services. On the other hand, the inadequate availability of skilled labor is key factor restraining the market growt at certain extent over the forecast period. . Table of Contents1 INTRODUCTION 261.1 OBJECTIVES OF THE STUDY 26 1.2 MARKET DEFINITION 26 1.2.1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: INCLUSIONS & EXCLUSIONS 27 1.3 MARKET SCOPE 28 1.3.1 MARKETS COVERED 28 FIGURE 1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY: MARKET SEGMENTATION 28 1.3.2 YEARS CONSIDERED FOR THE STUDY 28 1.4 CURRENCY 29 1.5 LIMITATIONS 29 1.6 STAKEHOLDERS 29 1.7 SUMMARY OF CHANGES 30 2 RESEARCH METHODOLOGY 31 2.1 RESEARCH DATA 31 FIGURE 2 RESEARCH DESIGN 31 2.2 SECONDARY SOURCES 32 2.2.1 KEY DATA FROM SECONDARY SOURCES 33 2.3 PRIMARY DATA 33 2.3.1 PRIMARY SOURCES 34 2.3.2 BREAKDOWN OF PRIMARY INTERVIEWS 35 FIGURE 3 BREAKDOWN OF PRIMARY INTERVIEWS: BY DEMAND SIDE, SUPPLY SIDE, DESIGNATION, AND REGION 35 2.3.2.1 Key industry insights 35 2.4 MARKET SIZE ESTIMATION 36 FIGURE 4 SUPPLY-SIDE MARKET ESTIMATION: REVENUE SHARE ANALYSIS 37 FIGURE 5 BOTTOM-UP APPROACH: END-USER SPENDING ON AI IN DRUG DISCOVERY 38 TABLE 1 FACTOR ANALYSIS 40 FIGURE 6 CAGR PROJECTIONS FROM THE ANALYSIS OF DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES IN THE AI IN DRUG DISCOVERY MARKET (2022–2027) 40 FIGURE 7 CAGR PROJECTIONS: SUPPLY-SIDE ANALYSIS 41 FIGURE 8 TOP-DOWN APPROACH 41 2.5 MARKET BREAKDOWN AND DATA TRIANGULATION 42 FIGURE 9 DATA TRIANGULATION METHODOLOGY 42 TABLE 2 MARKET SIZING ASSUMPTIONS 43 2.6 OVERALL STUDY ASSUMPTIONS 43 2.7 LIMITATIONS 44 2.8 RISK ASSESSMENT 44 TABLE 3 RISK ASSESSMENT: AI IN DRUG DISCOVERY MARKET 44 3 EXECUTIVE SUMMARY 45 FIGURE 10 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2022 VS. 2027 (USD MILLION) 45 FIGURE 11 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2022 VS. 2027 (USD MILLION) 46 FIGURE 12 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2022 VS. 2027 (USD MILLION) 46 FIGURE 13 GEOGRAPHICAL SNAPSHOT OF THE ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET 47 4 PREMIUM INSIGHTS 48 4.1 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET OVERVIEW 48 FIGURE 14 GROWING NEED TO CONTROL DRUG DISCOVERY & DEVELOPMENT COSTS IS A KEY FACTOR DRIVING THE ADOPTION OF AI IN DRUG DISCOVERY SOLUTIONS 48 4.2 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING (2021–2027) 49 FIGURE 15 SERVICES SEGMENT TO WITNESS THE HIGHEST GROWTH DURING THE FORECAST PERIOD 49 4.3 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE & REGION (2021) 50 FIGURE 16 DEEP LEARNING SEGMENT ACCOUNTED FOR THE LARGEST MARKET SHARE IN 2021 50 4.4 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: GEOGRAPHIC GROWTH OPPORTUNITIES 51 FIGURE 17 NORTH AMERICA IS THE FASTEST-GROWING REGIONAL MARKET FOR AI IN DRUG DISCOVERY 51 5 MARKET OVERVIEW 52 5.1 INTRODUCTION 52 5.2 MARKET DYNAMICS 52 FIGURE 18 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 52 5.2.1 MARKET DRIVERS 53 5.2.1.1 Growing number of cross-industry collaborations and partnerships 53 TABLE 4 INDICATIVE LIST OF COLLABORATIONS AND PARTNERSHIPS (2019−2021) 53 5.2.1.2 Growing need to control drug discovery & development costs and reduce time involved in drug development 54 5.2.1.3 Patent expiry of several drugs 54 TABLE 5 INDICATIVE LIST OF DRUGS LOSING PATENTS IN 2022 54 5.2.2 MARKET RESTRAINTS 55 5.2.2.1 Shortage of AI workforce and ambiguous regulatory guidelines for medical software 55 5.2.3 MARKET OPPORTUNITIES 55 5.2.3.1 Growing biotechnology industry 55 5.2.3.2 Emerging markets 56 5.2.3.3 Focus on developing human-aware AI systems 56 5.2.3.4 Growth in the drugs and biologics market despite the COVID-19 pandemic 56 5.2.4 MARKET CHALLENGES 56 5.2.4.1 Limited availability of data sets 56 5.3 VALUE CHAIN ANALYSIS 57 FIGURE 19 AI IN DRUG DISCOVERY MARKET: VALUE CHAIN ANALYSIS (2021) 57 5.4 PORTER’S FIVE FORCES ANALYSIS 58 TABLE 6 AI IN DRUG DISCOVERY MARKET: PORTER’S FIVE FORCES ANALYSIS 58 5.5 ECOSYSTEM 59 FIGURE 20 AI IN DRUG DISCOVERY MARKET ECOSYSTEM 59 5.6 TECHNOLOGY ANALYSIS 59 5.7 PRICING ANALYSIS 60 5.8 BUSINESS MODELS 60 FIGURE 21 AI IN LIFE SCIENCES: BUSINESS MODELS 61 FIGURE 22 BENEFITS OF HYBRID BUSINESS MODELS 61 FIGURE 23 SPECIALIZATION OF AI COMPANIES OVER TIME 62 5.9 REGULATIONS 63 5.10 CONFERENCES AND WEBINARS 63 5.11 CASE STUDY ANALYSIS 64 5.11.1 CASE STUDY 1 64 5.11.2 CASE STUDY 2 65 6 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING 66 6.1 INTRODUCTION 67 TABLE 7 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 67 6.2 SOFTWARE 67 6.2.1 BENEFITS OFFERED BY SOFTWARE IN DRUG DISCOVERY & STRONG DEMAND AMONG END USERS ARE DRIVING SEGMENT GROWTH 67 TABLE 8 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY REGION, 2020–2027 (USD MILLION) 68 TABLE 9 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 68 TABLE 10 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 68 TABLE 11 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2020–2027 (USD MILLION) 69 6.3 SERVICES 69 6.3.1 SERVICES SEGMENT TO WITNESS THE HIGHEST GROWTH DURING THE FORECAST PERIOD 69 TABLE 12 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY REGION, 2020–2027 (USD MILLION) 70 TABLE 13 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 70 TABLE 14 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 70 TABLE 15 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2020–2027 (USD MILLION) 71 7 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY 72 7.1 INTRODUCTION 73 TABLE 16 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 73 7.2 MACHINE LEARNING 73 TABLE 17 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2020–2027 (USD MILLION) 74 TABLE 18 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY REGION, 2020–2027 (USD MILLION) 74 TABLE 19 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 74 TABLE 20 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 75 TABLE 21 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 75 7.2.1 DEEP LEARNING 75 7.2.1.1 Deep learning accelerates the discovery process of life-saving drugs and precision medicine 75 TABLE 22 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY REGION, 2020–2027 (USD MILLION) 76 TABLE 23 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 76 TABLE 24 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 77 TABLE 25 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 77 7.2.2 SUPERVISED LEARNING 77 7.2.2.1 Supervised learning can be applied in drug repositioning 77 TABLE 26 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY REGION, 2020–2027 (USD MILLION) 78 TABLE 27 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 78 TABLE 28 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 78 TABLE 29 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 79 7.2.3 REINFORCEMENT LEARNING 79 7.2.3.1 Insilico Medicine is a pioneer in the application of reinforcement learning in drug discovery 79 TABLE 30 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY REGION, 2020–2027 (USD MILLION) 79 TABLE 31 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 TABLE 32 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 TABLE 33 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 80 7.2.4 UNSUPERVISED LEARNING 81 7.2.4.1 Unsupervised learning can be more unpredictable than alternate models 81 TABLE 34 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY REGION, 2020–2027 (USD MILLION) 81 TABLE 35 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 81 TABLE 36 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 82 TABLE 37 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2020–2027 (USD MILLION) 82 7.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 82 TABLE 38 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY REGION, 2020–2027 (USD MILLION) 83 TABLE 39 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 83 TABLE 40 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 83 TABLE 41 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 84 7.3 OTHER TECHNOLOGIES 84 TABLE 42 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2020–2027 (USD MILLION) 85 TABLE 43 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 85 TABLE 44 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 85 TABLE 45 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2020–2027 (USD MILLION) 86 8 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION 87 8.1 INTRODUCTION 88 TABLE 46 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 88 8.2 IMMUNO-ONCOLOGY 88 8.2.1 HIGH PREVALENCE OF CANCER AND SHORTAGE OF EFFECTIVE CANCER DRUGS TO DRIVE SEGMENT GROWTH 88 TABLE 47 INDICATIVE LIST OF INITIATIVES IN IMMUNO-ONCOLOGY DRUG DEVELOPMENT 89 TABLE 48 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY REGION, 2020–2027 (USD MILLION) 89 TABLE 49 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 89 TABLE 50 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 90 TABLE 51 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNO-ONCOLOGY, BY COUNTRY, 2020–2027 (USD MILLION) 90 8.3 NEURODEGENERATIVE DISEASES 90 8.3.1 AI IS BEING USED TO RESOLVE EXISTING CHALLENGES IN NEUROLOGICAL DISEASE DRUG DEVELOPMENT 90 TABLE 52 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY REGION, 2020–2027 (USD MILLION) 91 TABLE 53 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 91 TABLE 54 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 92 TABLE 55 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEURODEGENERATIVE DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 92 8.4 CARDIOVASCULAR DISEASES 92 8.4.1 RISING DEMAND FOR CVD DRUGS IS DRIVING SEGMENT GROWTH 92 TABLE 56 INDICATIVE LIST OF DEVELOPMENTS IN CARDIOVASCULAR DRUG DEVELOPMENT 93 TABLE 57 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY REGION, 2020–2027 (USD MILLION) 93 TABLE 58 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 93 TABLE 59 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 94 TABLE 60 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 94 8.5 METABOLIC DISEASES 94 8.5.1 ROLE OF AI IN UNCOVERING SMALL-MOLECULE THERAPIES IS DRIVING ITS ADOPTION IN THIS SEGMENT 94 TABLE 61 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY REGION, 2020–2027 (USD MILLION) 95 TABLE 62 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 95 TABLE 63 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 95 TABLE 64 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2020–2027 (USD MILLION) 96 8.6 OTHER APPLICATIONS 96 TABLE 65 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY REGION, 2020–2027 (USD MILLION) 96 TABLE 66 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 TABLE 67 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 TABLE 68 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER APPLICATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 97 9 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER 98 9.1 INTRODUCTION 99 TABLE 69 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 99 9.2 PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES 99 9.2.1 RISING DEMAND FOR SOLUTIONS TO CUT TIME AND COSTS OF DRUG DEVELOPMENT HAS DRAWN END-USER ATTENTION TO AI 99 TABLE 70 INDICATIVE LIST OF DEVELOPMENTS RELATED TO THE USE OF AI IN THE PHARMACEUTICAL & BIOTECHNOLOGY INDUSTRY 100 TABLE 71 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY REGION, 2020–2027 (USD MILLION) 100 TABLE 72 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 TABLE 73 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 TABLE 74 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2020–2027 (USD MILLION) 101 9.3 CONTRACT RESEARCH ORGANIZATIONS 102 9.3.1 GROWING TREND OF OUTSOURCING TO PROVIDE SIGNIFICANT OPPORTUNITIES FOR CONTRACT RESEARCH ORGANIZATIONS 102 TABLE 75 INDICATIVE LIST OF COLLABORATIONS WITH CROS 102 TABLE 76 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY REGION, 2020–2027 (USD MILLION) 102 TABLE 77 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 TABLE 78 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 TABLE 79 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2020–2027 (USD MILLION) 103 9.4 RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES 104 9.4.1 THIS SEGMENT IS EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 104 TABLE 80 INDICATIVE LIST OF RESEARCH COLLABORATIONS 104 TABLE 81 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY REGION, 2020–2027 (USD MILLION) 104 TABLE 82 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 TABLE 83 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 TABLE 84 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2020–2027 (USD MILLION) 105 10 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION 106 10.1 INTRODUCTION 107 TABLE 85 ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION, 2020–2027 (USD MILLION) 107 10.2 NORTH AMERICA 107 FIGURE 24 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SNAPSHOT 108 TABLE 86 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 109 TABLE 87 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 109 TABLE 88 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 109 TABLE 89 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 110 TABLE 90 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 110 10.2.1 US 110 10.2.1.1 Strong economy and trend of early adoption of technologies are driving market growth in the US 110 TABLE 91 INDICATIVE LIST OF STRATEGIC DEVELOPMENTS IN THE US MARKET 111 TABLE 92 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 111 TABLE 93 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 112 TABLE 94 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 112 TABLE 95 US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 112 10.2.2 CANADA 113 10.2.2.1 Growing research on AI technologies and emergence of new AI-based start-ups will support market growth in Canada 113 TABLE 96 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 113 TABLE 97 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 114 TABLE 98 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 114 TABLE 99 CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 114 10.2.3 MEXICO 115 10.2.3.1 Government initiatives to support market growth in Mexico 115 TABLE 100 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 115 TABLE 101 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 115 TABLE 102 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 116 TABLE 103 MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 116 10.3 EUROPE 116 FIGURE 25 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET SNAPSHOT 117 TABLE 104 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 118 TABLE 105 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 118 TABLE 106 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 118 TABLE 107 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 119 TABLE 108 EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 119 10.3.1 UK 119 10.3.1.1 UK holds the largest share of the European market 119 TABLE 109 INDICATIVE LIST OF STRATEGIC DEVELOPMENTS IN THE UK 120 TABLE 110 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 120 TABLE 111 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 121 TABLE 112 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 121 TABLE 113 UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 121 10.3.2 GERMANY 122 10.3.2.1 Government support and favorable training programs are key market drivers in Germany 122 TABLE 114 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 122 TABLE 115 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 123 TABLE 116 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 123 TABLE 117 GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 123 10.3.3 FRANCE 124 10.3.3.1 Strong government support and favorable strategies & initiatives to drive market growth in France 124 TABLE 118 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 124 TABLE 119 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 124 TABLE 120 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 125 TABLE 121 FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 125 10.3.4 ITALY 125 10.3.4.1 Presence of a strong pharmaceutical industry in Italy to drive market growth 125 TABLE 122 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 126 TABLE 123 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 126 TABLE 124 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 126 TABLE 125 ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 127 10.3.5 REST OF EUROPE 127 TABLE 126 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 127 TABLE 127 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 128 TABLE 128 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 128 TABLE 129 ROE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 128 10.4 ASIA PACIFIC 129 TABLE 130 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2020–2027 (USD MILLION) 129 TABLE 131 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 129 TABLE 132 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 130 TABLE 133 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 130 TABLE 134 APAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 130 10.4.1 JAPAN 131 10.4.1.1 Japan dominates the APAC market for AI in drug discovery 131 TABLE 135 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 131 TABLE 136 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 132 TABLE 137 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 132 TABLE 138 JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 132 10.4.2 CHINA 133 10.4.2.1 Growing CMO market and cross-industry collaborations are factors responsible for market growth in China 133 TABLE 139 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 133 TABLE 140 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 133 TABLE 141 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 134 TABLE 142 CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 134 10.4.3 INDIA 134 10.4.3.1 Steady adoption of AI technologies will drive market growth in India 134 TABLE 143 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 135 TABLE 144 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 135 TABLE 145 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 135 TABLE 146 INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 136 10.4.4 REST OF ASIA PACIFIC 136 TABLE 147 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 136 TABLE 148 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 137 TABLE 149 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 137 TABLE 150 ROAPAC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 137 10.5 REST OF THE WORLD 138 TABLE 151 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2020–2027 (USD MILLION) 138 TABLE 152 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2020–2027 (USD MILLION) 138 TABLE 153 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY APPLICATION, 2020–2027 (USD MILLION) 139 TABLE 154 ROW: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2020–2027 (USD MILLION) 139 11 COMPETITIVE LANDSCAPE 140 11.1 OVERVIEW 140 11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 140 11.2.1 OVERVIEW OF STRATEGIES ADOPTED BY PLAYERS IN THE AI IN DRUG DISCOVERY MARKET 140 11.3 MARKET RANKING ANALYSIS 141 TABLE 155 AI IN DRUG DISCOVERY MARKET RANKING ANALYSIS, BY KEY PLAYER, 2021 142 11.4 COMPETITIVE BENCHMARKING 143 TABLE 156 AI IN DRUG DISCOVERY MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS 143 TABLE 157 AI IN DRUG DISCOVERY MARKET: APPLICATION FOOTPRINT OF KEY PLAYERS 143 TABLE 158 AI IN DRUG DISCOVERY MARKET: REGIONAL FOOTPRINT OF KEY PLAYERS 144 11.5 COMPETITIVE LEADERSHIP MAPPING 144 11.5.1 STARS 144 11.5.2 EMERGING LEADERS 144 11.5.3 PERVASIVE PLAYERS 145 11.5.4 PARTICIPANTS 145 FIGURE 26 AI IN DRUG DISCOVERY MARKET: GLOBAL COMPANY EVALUATION MATRIX, 2021 145 11.6 COMPETITIVE LEADERSHIP MAPPING – START-UPS/SMES 146 11.6.1 PROGRESSIVE COMPANIES 146 11.6.2 STARTING BLOCKS 146 11.6.3 RESPONSIVE COMPANIES 146 11.6.4 DYNAMIC COMPANIES 146 FIGURE 27 AI IN DRUG DISCOVERY MARKET: COMPANY EVALUATION MATRIX FOR START-UPS/SMES, 2021 147 11.7 COMPETITIVE SITUATIONS AND TRENDS 148 TABLE 159 PRODUCT LAUNCHES 148 TABLE 160 DEALS 148 12 COMPANY PROFILES 151 (Business Overview, Products Offered, Recent Developments, MnM View Right to win, Strategic choices made, Weaknesses and competitive threats) * 12.1 KEY PLAYERS 151 12.1.1 MICROSOFT 151 TABLE 161 MICROSOFT: BUSINESS OVERVIEW 151 FIGURE 28 MICROSOFT: COMPANY SNAPSHOT (2020) 152 TABLE 162 MICROSOFT: DEALS 153 12.1.2 NVIDIA 155 TABLE 163 NVIDIA: BUSINESS OVERVIEW 155 FIGURE 29 NVIDIA: COMPANY SNAPSHOT (2022) 156 TABLE 164 NVIDIA: EXPANSIONS 157 TABLE 165 NVIDIA: DEALS 157 12.1.3 EXSCIENTIA 158 TABLE 166 EXSCIENTIA: BUSINESS OVERVIEW 158 FIGURE 30 EXSCIENTIA: COMPANY SNAPSHOT (2021) 158 12.1.4 GOOGLE 162 TABLE 167 GOOGLE: BUSINESS OVERVIEW 162 FIGURE 31 GOOGLE: COMPANY SNAPSHOT (2021) 163 12.1.5 BENEVOLENTAI 165 TABLE 168 BENEVOLENTAI: BUSINESS OVERVIEW 165 12.1.6 NUMEDII, INC. 167 TABLE 169 NUMEDII: BUSINESS OVERVIEW 167 12.1.7 BERG, LLC 169 TABLE 170 BERG, LLC: BUSINESS OVERVIEW 169 12.1.8 ATOMWISE 171 TABLE 171 ATOMWISE: BUSINESS OVERVIEW 171 12.1.9 DEEP GENOMICS 173 TABLE 172 DEEP GENOMICS: BUSINESS OVERVIEW 173 12.1.10 INSILICO MEDICINE 175 TABLE 173 INSILICO MEDICINE: BUSINESS OVERVIEW 175 12.1.11 SCHRÖDINGER, INC. 177 TABLE 174 SCHRÖDINGER: BUSINESS OVERVIEW 177 FIGURE 32 SCHRÖDINGER: COMPANY SNAPSHOT (2021) 178 12.1.12 IBM 181 TABLE 175 IBM: BUSINESS OVERVIEW 181 FIGURE 33 IBM: COMPANY SNAPSHOT (2022) 182 TABLE 176 IBM: DEALS 183 TABLE 177 IBM: OTHER DEVELOPMENTS 183 12.2 OTHER PLAYERS 184 12.2.1 CYCLICA INC. 184 12.2.2 CLOUD PHARMACEUTICALS 184 12.2.3 BIOAGE 185 12.2.4 ENVISAGENICS 185 12.2.5 TWOXAR, INC. (ARIA PHARMACEUTICALS) 186 12.2.6 OWKIN, INC. 186 12.2.7 XTALPI, INC. 187 12.2.8 VERGE GENOMICS 187 12.2.9 IKTOS 188 12.2.10 EVAXION BIOTECH 188 12.2.11 STANDIGM 189 12.2.12 VALO HEALTH 190 12.2.13 BIOVISTA 190 12.2.14 BENCHSCI 191 *Details on Business Overview, Products Offered, Recent Developments, MnM View, Right to win, Strategic choices made, Weaknesses and competitive threats might not be captured in case of unlisted companies. 13 APPENDIX 192 13.1 DISCUSSION GUIDE 192 13.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 195 13.3 AVAILABLE CUSTOMIZATIONS 197 13.4 RELATED REPORTS 197 13.5 AUTHOR DETAILS 198
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