AI in Biotechnology Market by Function (Drug Design & Optimization, Biomarker, SAR; Clinical Trial Design, Data Assessment, RWE, Inventory, Supply Chain, Logistics; Launch, Pricing, Patient Engagement, Adverse Events) and End User - Global Forecast to 2035
The global AI in biotechnology market is projected to reach USD 22,716.5 million by 2035 from USD 4,156.9 million in 2025, at a high CAGR of 18.5% during the forecast period. The market is progres... もっと見る
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SummaryThe global AI in biotechnology market is projected to reach USD 22,716.5 million by 2035 from USD 4,156.9 million in 2025, at a high CAGR of 18.5% during the forecast period. The market is progressing steadily, driven by the growing adoption of AI for predictive analytics in drug safety and efficacy, the increasing use of AI-powered automation in laboratory processes, and the rising demand for cost-efficient and accelerated research pipelines. Moreover, the expanding availability of large-scale biological datasets, advancements in cloud computing infrastructure, and supportive government initiatives promoting AI in life sciences further propel market growth. The convergence of AI with emerging biotechnologies is enabling faster innovation, improved decision-making, and more personalized healthcare solutions.
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“The research & development segment of the AI in biotechnology market is the largest segment during the forecast period.”
Based on function, the research & development (R&D) segment accounted for the largest share of the AI in biotechnology market and is projected to maintain its lead in the coming years. This dominance is driven by the increasing use of AI to accelerate drug discovery, optimize molecular design, and predict compound efficacy and safety. AI-powered tools enable researchers to analyze large-scale genomic, proteomic, and clinical datasets more efficiently, reducing experimental timelines and costs. Additionally, the integration of machine learning algorithms with high-throughput screening and automated laboratory platforms is enhancing the precision and scalability of R&D processes. As biotech companies strive to bring novel therapeutics to market faster, the adoption of AI in R&D continues to be a key growth driver.
“Based on the end user, the pharmaceutical companies segment accounted for the largest share of AI in biotechnology market during the forecast period.”
The pharmaceutical companies segment accounted for the largest share of the AI in biotechnology market during the forecast period. This growth is driven by the increasing adoption of AI for accelerating drug discovery, optimizing clinical trial design, and predicting drug efficacy and safety profiles. Pharmaceutical firms are leveraging AI to analyze large-scale biological and clinical datasets, identify novel drug targets, and streamline R&D workflows, reducing time and cost. Additionally, AI-enabled predictive modeling and virtual screening tools help companies make data-driven decisions, enhance success rates, and bring new therapies to market more efficiently. The rising demand for personalized medicine and the pressure to innovate rapidly further reinforce the adoption of AI within the pharmaceutical sector.
“Asia Pacific is projected to witness the highest growth rate during the forecast period.”
The Asia Pacific region is projected to witness the highest growth rate in the AI in biotechnology market during the forecast period. This rapid expansion is driven by a strong focus on technological advancement and research excellence. Countries across the region are strengthening their innovation ecosystems through enhanced infrastructure, academic-industry partnerships, and cross-border collaborations. The growing emphasis on precision medicine, data-driven healthcare, and sustainable biomanufacturing is also creating new opportunities for market development. Moreover, supportive regulatory frameworks and increasing public-private initiatives position Asia Pacific as a global hub for next-generation biotechnological progress.
In-depth interviews have been conducted with chief executive officers (CEOs), Directors, and other executives from various key organizations operating in the AI in biotechnology marketplace. The breakdown of primary participants is as mentioned below:
? By Company Type - Tier 1: 34%, Tier 2: 46%, and Tier 3: 20%
? By Designation - C-Level: 35%, Director Level: 25%, and Others: 40%
? By Region - North America: 30%, Europe: 45%, Asia Pacific: 20%, Latin America: 3%, Middle East & Africa: 2%
Key Players in the AI in Biotechnology Market
The key players operating in the AI in biotechnology market include NVIDIA (US), Illumina, Inc. (US), Recursion (US), Schr?dinger, Inc. (US), BenevolentAI (UK), Data4Cure, Inc. (US), Qiagen (Germany), Insilico Medicine (US), DNAnexus, Inc. (US), Tempus (US), SOPHiA GENETIC (Switzerland), Predictive Oncology (US), Deep Genomics (Canada), NuMedii, Inc. (US), XtalPi Inc. (China), Iktos (France), BPGbio, Inc. (US), Eurofins Discovery (US), VeriSIM Life (US), Lifebit (UK), Verge Genomics (US), Logica (US), American Chemical Society (US), and Aganitha AI Inc. (India).
Research Coverage
The report analyzes the AI in biotechnology market and aims to estimate the market size and future growth potential of various market segments, based on offering, function, deployment mode, end user, and region. The report also provides a competitive analysis of the key players operating in this market, along with their company profiles, product offerings, recent developments, and key market strategies.
Reasons to Buy the Report
This report will benefit established firms as well as new entrants and smaller firms in gauging the market pulse, which in turn will help them capture a greater share of the market. Firms purchasing the report could use one or a combination of the below-mentioned strategies to strengthen their positions in the market.
This report provides insights into the following:
? Analysis of key drivers (growing cross-industry collaborations and partnerships, growing need to reduce time and cost of drug discovery and development, rising adoption of AI in precision medicine, improving computing power and declining hardware cost), restraints (high implementation costs of AI limit adoption in biotechnology, especially for SMEs and emerging economies, data privacy risks and compliance challenges for AI in biotechnology), opportunities (integrating AI and big data in precision medicine for biotechnology advancement, surge in biotechnology investments enhances opportunities for AI to accelerate drug discovery innovations, innovation across healthcare, agriculture, and environmental science for global growth) challenges (data quality and interpretability issues that hinder AI integration and trustworthiness, AI deployment in biotechnology hindered by talent shortages and evolving regulatory challenges) influencing the growth of the AI in biotechnology market
? Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI in biotechnology market
? Market Development: Comprehensive information on the lucrative emerging markets, offering, function, deployment mode, end user, and region
? Market Diversification: Exhaustive information about the product portfolios, growing geographies, recent developments, and investments in the AI in biotechnology market
? Competitive Assessment: In-depth assessment of market shares, growth strategies, product offerings, and capabilities of the leading players in the AI in biotechnology market, like NVIDIA (US), Illumina, Inc. (US), Recursion (US), Schr?dinger Inc. (US), and BenevolentAI (UK)
Table of Contents<P>1 INTRODUCTION 531.1 STUDY OBJECTIVES 53 1.2 MARKET DEFINITION 53 1.3 STUDY SCOPE 54 1.3.1 MARKETS COVERED & REGIONAL SCOPE 54 1.3.2 INCLUSIONS & EXCLUSIONS 55 1.3.3 YEARS CONSIDERED 56 1.3.4 CURRENCY CONSIDERED 57 1.4 RESEARCH LIMITATIONS 57 1.5 STAKEHOLDERS 58 2 RESEARCH METHODOLOGY 59 2.1 RESEARCH DATA 59 2.1.1 SECONDARY DATA 60 2.1.1.1 Key data from secondary sources 61 2.1.2 PRIMARY DATA 61 2.1.2.1 Key data from primary sources 63 2.1.2.2 Insights from primary experts 64 2.2 MARKET SIZE ESTIMATION 65 2.3 DATA TRIANGULATION 69 2.4 MARKET SHARE ESTIMATION 69 2.5 RESEARCH ASSUMPTIONS 70 2.6 RESEARCH LIMITATIONS 70 2.6.1 METHODOLOGY-RELATED LIMITATIONS 70 2.6.2 SCOPE-RELATED LIMITATIONS 70 2.7 RISK ASSESSMENT 71 3 EXECUTIVE SUMMARY 72 4 PREMIUM INSIGHTS 76 4.1 AI IN BIOTECHNOLOGY MARKET OVERVIEW 76 4.2 AI IN BIOTECHNOLOGY MARKET, BY REGION 77 4.3 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY OFFERING AND COUNTRY 78 4.4 AI IN BIOTECHNOLOGY MARKET: GEOGRAPHIC SNAPSHOT 79 4.5 AI IN BIOTECHNOLOGY MARKET: DEVELOPED VS. EMERGING ECONOMIES 79 ? 5 MARKET OVERVIEW 80 5.1 INTRODUCTION 80 5.2 MARKET DYNAMICS 80 5.2.1 DRIVERS 82 5.2.1.1 Growing cross-industry collaborations and partnerships 82 5.2.1.2 Increasing need to reduce time and cost of drug discovery & development 83 5.2.1.3 Rising adoption of AI in precision medicine 84 5.2.1.4 Increasing investments in semiconductor chipsets 85 5.2.2 RESTRAINTS 85 5.2.2.1 High implementation costs 85 5.2.2.2 Data privacy risks and compliance challenges 85 5.2.3 OPPORTUNITIES 86 5.2.3.1 Rise of advanced analytics and predictive modeling 86 5.2.3.2 Surge in biotechnology investments 87 5.2.3.3 Innovations across healthcare, agriculture, and environmental science 87 5.2.4 CHALLENGES 88 5.2.4.1 Data quality and interpretability issues 88 5.2.4.2 Shortage of qualified experts and evolving regulatory challenges 88 5.3 UNMET NEEDS AND WHITE SPACES 89 5.4 INTERCONNECTED MARKETS AND CROSS-SECTOR OPPORTUNITIES 90 5.5 STRATEGIC MOVES BY TIER 1/2/3 PLAYERS 91 6 INDUSTRY TRENDS 92 6.1 EVOLUTION OF AI IN BIOTECHNOLOGY 92 6.2 PORTER’S FIVE FORCES ANALYSIS 94 6.2.1 BARGAINING POWER OF SUPPLIERS 95 6.2.2 BARGAINING POWER OF BUYERS 95 6.2.3 THREAT OF SUBSTITUTES 95 6.2.4 THREAT OF NEW ENTRANTS 95 6.2.5 INTENSITY OF COMPETITIVE RIVALRY 95 6.3 MACROECONOMICS INDICATORS 95 6.3.1 INTRODUCTION 95 6.3.2 GDP TRENDS AND FORECAST 96 6.3.3 TRENDS IN GLOBAL HEALTHCARE IT INDUSTRY 96 6.4 VALUE CHAIN ANALYSIS 96 6.5 ECOSYSTEM ANALYSIS 97 6.6 PRICING ANALYSIS 100 6.6.1 INDICATIVE PRICING ANALYSIS FOR AI IN BIOTECHNOLOGY, BY OFFERING, BY KEY PLAYERS (2024) 100 6.6.2 INDICATIVE PRICING OF AI IN BIOTECHNOLOGY, BY REGION 101 6.7 KEY CONFERENCES AND EVENTS, 2025?2026 101 6.8 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 102 6.9 INVESTMENT AND FUNDING SCENARIO 103 6.10 CASE STUDY ANALYSIS 103 6.10.1 CASE STUDY 1: RAPID TRAINING OF PROTEIN MODELS USING NVIDIA DGX CLOUD 103 6.10.2 CASE STUDY 2: IMPROVED END-TO-END NGS WORKFLOW FOR EFFICIENT GENETIC VARIANT DETECTION 104 6.10.3 CASE STUDY 3: ACCELERATED DRUG DISCOVERY WITH GENERATIVE AI AND STREAMLINED WORKFLOWS 104 6.11 IMPACT OF 2025 US TARIFF ON AI IN BIOTECHNOLOGY MARKET 105 6.11.1 INTRODUCTION 105 6.11.2 KEY TARIFF RATES 105 6.11.3 PRICE IMPACT ANALYSIS 106 6.11.4 IMPACT ON COUNTRIES/REGIONS 106 6.11.4.1 North America 106 6.11.4.2 Europe 107 6.11.4.3 Asia Pacific 107 6.11.5 IMPACT ON END-USE INDUSTRIES 107 6.11.5.1 Pharmaceutical companies 107 6.11.5.2 Biotechnology companies 107 6.11.5.3 Research institutes and labs 108 6.11.5.4 Healthcare providers 108 6.11.5.5 Contract Research Organizations (CROs) 108 7 STRATEGIC DISRUPTION THROUGH TECHNOLOGY, PATENTS, DIGITAL, AND AI ADOPTIONS 109 7.1 KEY EMERGING TECHNOLOGIES 109 7.1.1 NATURAL LANGUAGE PROCESSING (NLP) 109 7.1.2 PREDICTIVE ANALYTICS 109 7.2 COMPLEMENTARY TECHNOLOGIES 109 7.2.1 CLOUD COMPUTING 109 7.2.2 BIG DATA ANALYTICS 109 7.3 TECHNOLOGY/PRODUCT ROADMAP 110 7.4 PATENT ANALYSIS 111 7.4.1 PATENT PUBLICATION TRENDS FOR AI IN BIOTECHNOLOGY 111 7.4.2 JURISDICTION AND TOP APPLICANT ANALYSIS 111 7.5 FUTURE APPLICATIONS 116 7.5.1 AI-ENABLED PRECISION DISCOVERY AND MULTI-OMICS INTEGRATION 116 7.5.2 GENERATIVE BIOLOGY AND AUTOMATED DESIGN OF MOLECULES, PROTEINS, AND GENETIC SYSTEMS 117 ? 7.6 IMPACT OF AI/GEN AI ON AI IN BIOTECHNOLOGY MARKET 117 7.6.1 INTRODUCTION 117 7.6.2 TOP USE CASES AND MARKET POTENTIAL 118 7.6.3 INTERCONNECTED ADJACENT ECOSYSTEM AND IMPACT ON MARKET PLAYERS 119 7.6.3.1 Drug discovery and development market 119 7.6.3.2 Genomics and bioinformatics market 120 7.6.3.3 Medical imaging & diagnostics market 120 7.6.4 CLIENTS’ READINESS TO ADOPT GENERATIVE AI IN AI IN BIOTECHNOLOGY MARKET 120 7.6.4.1 User readiness 120 7.6.4.1.1 Pharmaceutical companies 120 7.6.4.1.2 Biotechnology companies 120 7.6.4.2 Impact assessment 121 7.6.4.2.1 User A: Pharmaceutical companies 121 7.6.4.2.1.1 Implementation 121 7.6.4.2.1.2 Impact 121 7.6.4.2.2 User B: Biotechnology companies 121 7.6.4.2.2.1 Implementation 121 7.6.4.2.2.2 Impact 122 7.6.5 CASE STUDY ON AI/GENERATIVE AI IMPLEMENTATION 122 7.6.5.1 Case Study 1: Enhanced operations and revenue using AI-driven real-world data analytics 122 7.6.5.2 Case study 2: Advance AI-powered target discovery with proprietary AI platform 123 8 REGULATORY LANDSCAPE 124 8.1 REGIONAL REGULATIONS AND COMPLIANCE 124 8.1.1 NORTH AMERICA 124 8.1.2 EUROPE 125 8.1.3 ASIA PACIFIC 126 8.1.4 LATIN AMERICA 127 8.1.5 MIDDLE EAST & AFRICA 127 8.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 128 8.3 INDUSTRY STANDARDS 130 9 CUSTOMER LANDSCAPE & BUYER BEHAVIOR 131 9.1 DECISION-MAKING PROCESS 131 9.2 INFLUENCE OF STAKEHOLDERS AND BUYING CRITERIA 131 9.2.1 BUYING CRITERIA 132 9.3 ADOPTION BARRIERS AND INTERNAL CHALLENGES 133 9.4 UNMET NEEDS FROM VARIOUS END-USE INDUSTRIES 133 9.5 END-USER EXPECTATIONS 134 10 AI IN BIOTECHNOLOGY MARKET, BY OFFERING 135 10.1 INTRODUCTION 136 10.2 END-TO-END SOLUTIONS 137 10.2.1 GROWING USE OF ADVANCED ALGORITHMS FOR BETTER PRECISION AND EFFICIENCY TO BOOST MARKET GROWTH 137 10.3 NICHE SOLUTIONS 138 10.3.1 ABILITY OF NICHE SOLUTIONS TO ADDRESS SPECIFIC CHALLENGES WITHIN DRUG DISCOVERY TO SUPPORT ADOPTION 138 10.4 TECHNOLOGIES 139 10.4.1 ADOPTION OF ADVANCED TECHNOLOGIES FOR DRUG DISCOVERY, PERSONALIZED MEDICINE, AND DATA ANALYTICS TO FUEL GROWTH 139 10.5 SERVICES 141 10.5.1 CONSULTING SERVICES 142 10.5.1.1 Increasing efficiency of research processes and cost savings to boost adoption 142 10.5.2 IMPLEMENTATION SERVICES & ONGOING IT SUPPORT 143 10.5.2.1 Increasing precision and efficiency in IT support services to boost demand 143 10.5.3 TRAINING & EDUCATION SERVICES 144 10.5.3.1 Need for skilled talent for better training & education services to drive market 144 10.5.4 POST-SALES & MAINTENANCE SERVICES 145 10.5.4.1 Complexity of AI systems and need for improvement in AI algorithms to boost market 145 11 AI IN BIOTECHNOLOGY MARKET, BY FUNCTION 147 11.1 INTRODUCTION 148 11.2 RESEARCH & DEVELOPMENT 149 11.2.1 DRUG DISCOVERY 151 11.2.1.1 Molecular design & optimization 153 11.2.1.1.1 Increased efficiency in drug discovery with molecular design & optimization to drive market 153 11.2.1.2 Biomarker discovery 154 11.2.1.2.1 Ability to analyze large data sets with AI-enabled biomarker discovery to boost demand 154 11.2.1.3 Structure-activity relationship (SAR) modeling 155 11.2.1.3.1 Improved data analysis, predictive modeling, and compound optimization for drug candidates with SAR to fuel growth 155 11.2.2 CLINICAL DEVELOPMENT 156 11.2.2.1 Trial design 158 11.2.2.1.1 Ability of AI to improve trial design through simulations and patient stratification to favor market 158 11.2.2.2 Site selection 159 11.2.2.2.1 Optimized process of selecting clinical trial sites to fuel growth 159 11.2.2.3 Recruitment 160 11.2.2.3.1 Enhanced process of selecting and enrolling participants for clinical trials to drive demand 160 11.2.2.4 Clinical data assessment 161 11.2.2.4.1 Ability of clinical data assessment for efficient and accurate of data interpretation to propel market 161 11.2.2.5 Predictive toxicity & risk monitoring 162 11.2.2.5.1 Ability of data integration and predictive modeling to create comprehensive risk profiles for drug candidates 162 11.2.2.6 Monitoring & drug adherence 163 11.2.2.6.1 Enhanced patient compliance with monitoring and drug adherence to drive market 163 11.2.2.7 Real-world evidence (RWE) analysis 164 11.2.2.7.1 Enhanced safety monitoring and economic evaluation with RWE analysis to propel growth 164 11.3 REGULATORY COMPLIANCE 165 11.3.1 ABILITY OF AI TO ENSURE REGULATORY COMPLIANCE IN CLINICAL TRIALS TO SUPPORT GROWTH 165 11.4 MANUFACTURING & SUPPLY CHAIN 166 11.4.1 SUPPLY CHAIN PLANNING 168 11.4.1.1 Increasing demand for real-time data analytics to accelerate market growth 168 11.4.2 INVENTORY MANAGEMENT 169 11.4.2.1 Automating stock tracking and replenishment with advanced analytics to fuel market growth 169 11.4.3 LOGISTICS OPTIMIZATION 170 11.4.3.1 Ability of AI for increased collaboration and transparency in biotechnology logistics to aid growth 170 11.4.4 DEMAND FORECASTING 171 11.4.4.1 Ability to integrate data for a reliable demand forecast to fuel market growth 171 11.4.5 PREDICTIVE MAINTENANCE 172 11.4.5.1 Boosting equipment reliability with AI-powered predictive maintenance to drive demand 172 11.4.6 OTHER MANUFACTURING & SUPPLY CHAIN FUNCTIONS 173 11.5 LAUNCH & COMMERCIAL 174 11.5.1 LAUNCH COORDINATION 176 11.5.1.1 Increasing product launch success rates through predictive analytics to boost adoption 176 11.5.2 PATIENT ENGAGEMENT 177 11.5.2.1 Real-time patient feedback for better health outcomes to support growth 177 11.5.3 MARKETING OPERATIONS 178 11.5.3.1 Enhanced marketing performance with AI to boost market growth 178 11.5.4 PREDICTIVE PRICING 179 11.5.4.1 Ability of AI to enhance pricing accuracy to drive adoption 179 11.6 POST-MARKETING SURVEILLANCE & PATIENT SUPPORT 180 11.6.1 MEDICATION ADHERENCE 182 11.6.1.1 Growing demand for personalized treatment plans to drive market 182 11.6.2 ADVERSE EVENT REPORTING 184 11.6.2.1 Faster post-market surveillance and enhanced drug safety to drive demand 184 11.6.3 PATIENT MONITORING 185 11.6.3.1 Rise of remote healthcare solutions to boost market demand 185 11.6.4 COMPLIANCE MONITORING 186 11.6.4.1 Increasing complexity of regulatory requirements to drive adoption 186 11.6.5 PATIENT SUPPORT PROGRAMS 187 11.6.5.1 Growing interest in patient-centered care to support market growth 187 11.7 CORPORATE 188 11.7.1 RISK MANAGEMENT 189 11.7.1.1 Rising expenditure for drug development to support growth 189 11.7.2 COMPLIANCE MONITORING 190 11.7.2.1 Strict guidelines for complex regulatory landscapes to aid market growth 190 11.7.3 SALES FORCE OPTIMIZATION 191 11.7.3.1 Need for data-driven decision-making to boost adoption of sales force optimization 191 11.7.4 OTHER CORPORATE FUNCTIONS 192 12 AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE 194 12.1 INTRODUCTION 195 12.2 CLOUD-BASED SOLUTIONS 195 12.2.1 PUBLIC CLOUD 197 12.2.1.1 Need to reduce dependency on expensive on-premises infrastructure to boost demand 197 12.2.2 PRIVATE CLOUD 198 12.2.2.1 Need for enhanced security and data protection to propel market growth 198 12.2.3 MULTI-CLOUD 199 12.2.3.1 Enhanced flexibility and cost optimization to support market growth 199 12.2.4 HYBRID CLOUD 201 12.2.4.1 Cost efficiency and flexibility of hybrid cloud models to fuel market growth 201 12.3 ON-PREMISES SOLUTIONS 202 12.3.1 BETTER DATA SECURITY, PRIVACY, AND COMPLIANCE WITH REGULATIONS TO FAVOR GROWTH 202 ? 13 AI IN BIOTECHNOLOGY MARKET, BY END USER 204 13.1 INTRODUCTION 205 13.2 PHARMACEUTICAL COMPANIES 206 13.2.1 INNOVATION AND EFFICIENCY WITH AI INTEGRATION IN DRUG DISCOVERY & DEVELOPMENT TO BOOST ADOPTION 206 13.3 BIOTECHNOLOGY COMPANIES 207 13.3.1 ABILITY OF AI-DRIVEN INNOVATIONS FOR BETTER PERSONALIZED MEDICINE AND DRUG DISCOVERY TO SUPPORT MARKET GROWTH 207 13.4 RESEARCH INSTITUTES & LABS 208 13.4.1 STRATEGIC INVESTMENTS AND COLLABORATIONS TO PROPEL AI ADVANCEMENTS IN RESEARCH INSTITUTES AND LABS 208 13.5 HEALTHCARE PROVIDERS 210 13.5.1 IMPROVED PATIENT OUTCOMES TO SUPPORT ADOPTION 210 13.6 CONTRACT RESEARCH ORGANIZATIONS 211 13.6.1 ABILITY OF AI TECHNOLOGIES TO ACCELERATE CLINICAL TRIALS AND IMPROVE PATIENT RECRUITMENT TO FUEL GROWTH 211 14 AI IN BIOTECHNOLOGY MARKET, BY REGION 213 14.1 INTRODUCTION 214 14.2 NORTH AMERICA 215 14.2.1 MACROECONOMIC OUTLOOK FOR NORTH AMERICA 227 14.2.2 US 227 14.2.2.1 US to dominate North American AI in biotechnology market during study period 227 14.2.3 CANADA 238 14.2.3.1 Availability of advanced facilities and shorter approval times for drug candidates to drive market 238 14.3 EUROPE 249 14.3.1 MACROECONOMIC OUTLOOK FOR EUROPE 261 14.3.2 GERMANY 261 14.3.2.1 Increased funding in startups to drive uptake of AI in biotechnology 261 14.3.3 UK 272 14.3.3.1 Increasing investments and government fund allocations to drive market 272 14.3.4 FRANCE 283 14.3.4.1 Government initiatives in France to support market growth 283 14.3.5 ITALY 294 14.3.5.1 Growing investments to create opportunities for market growth 294 14.3.6 SPAIN 305 14.3.6.1 Increasing need for personalized medicine and data-driven healthcare to increase adoption rate in market 305 14.3.7 REST OF EUROPE 316 ? 14.4 ASIA PACIFIC 327 14.4.1 MACROECONOMIC OUTLOOK FOR ASIA PACIFIC 340 14.4.2 JAPAN 340 14.4.2.1 Accelerating AI-driven drug discovery and biotechnology innovation to drive Japanese market 340 14.4.3 CHINA 351 14.4.3.1 Rising foreign investments in biotechnology and biopharmaceuticals to propel market growth 351 14.4.4 INDIA 362 14.4.4.1 Increasing number of startups and growing support from government to propel market growth 362 14.4.5 SOUTH KOREA 373 14.4.5.1 Significant advances in AI integration for R&D to fuel growth 373 14.4.6 AUSTRALIA 384 14.4.6.1 Accelerating AI adoption in Australia’s biotech sector to augment market growth 384 14.4.7 REST OF ASIA PACIFIC 395 14.5 LATIN AMERICA 406 14.5.1 MACROECONOMIC OUTLOOK FOR LATIN AMERICA 418 14.5.2 BRAZIL 418 14.5.2.1 Funding of biotech companies to drive Brazilian market growth 418 14.5.3 MEXICO 429 14.5.3.1 Investment inflows and strengthening AI-related education to spur market growth 429 14.5.4 REST OF LATIN AMERICA 440 14.6 MIDDLE EAST & AFRICA 451 14.6.1 MACROECONOMIC OUTLOOK FOR MIDDLE EAST & AFRICA 463 14.6.2 GCC COUNTRIES 463 14.6.2.1 Increase in healthcare investments to support market growth 463 14.6.3 REST OF MIDDLE EAST & AFRICA 475 15 COMPETITIVE LANDSCAPE 487 15.1 INTRODUCTION 487 15.2 KEY PLAYER STRATEGY/RIGHT TO WIN 487 15.2.1 OVERVIEW OF STRATEGIES ADOPTED BY PLAYERS IN AI IN BIOTECHNOLOGY MARKET 487 15.3 REVENUE ANALYSIS, 2020?2024 490 15.4 MARKET SHARE ANALYSIS, 2024 490 15.4.1 RANKING OF KEY MARKET PLAYERS 493 15.5 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 493 15.5.1 STARS 493 15.5.2 EMERGING LEADERS 493 15.5.3 PERVASIVE PLAYERS 494 15.5.4 PARTICIPANTS 494 15.5.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 495 15.5.5.1 Company footprint 495 15.5.5.2 Region footprint 496 15.5.5.3 Component footprint 497 15.5.5.4 Function footprint 498 15.5.5.5 End-user footprint 499 15.6 COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023 500 15.6.1 PROGRESSIVE COMPANIES 500 15.6.2 RESPONSIVE COMPANIES 500 15.6.3 DYNAMIC COMPANIES 500 15.6.4 STARTING BLOCKS 500 15.6.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 502 15.6.5.1 Detailed list of key startups/SMEs 502 15.6.5.2 Competitive benchmarking of key startups/SME players 503 15.7 COMPANY VALUATION & FINANCIAL METRICS 504 15.7.1 FINANCIAL METRICS 504 15.7.2 COMPANY VALUATION 504 15.8 BRAND/PRODUCT COMPARISON 505 15.9 COMPETITIVE SCENARIO 506 15.9.1 PRODUCT LAUNCHES & UPGRADES 506 15.9.2 DEALS 507 15.9.3 EXPANSIONS 509 16 COMPANY PROFILES 510 16.1 KEY PLAYERS 510 16.1.1 NVIDIA CORPORATION 510 16.1.1.1 Business overview 510 16.1.1.2 Products offered 511 16.1.1.3 Recent developments 512 16.1.1.3.1 Product launches 512 16.1.1.3.2 Deals 512 16.1.1.4 MnM view 515 16.1.1.4.1 Right to win 515 16.1.1.4.2 Strategic choices 515 16.1.1.4.3 Weaknesses & competitive threats 515 16.1.2 ILLUMINA, INC. 516 16.1.2.1 Business overview 516 16.1.2.2 Products offered 517 16.1.2.3 Recent developments 518 16.1.2.3.1 Product launches 518 16.1.2.3.2 Deals 519 ? 16.1.2.4 MnM view 521 16.1.2.4.1 Right to win 521 16.1.2.4.2 Strategic choices 521 16.1.2.4.3 Weaknesses & competitive threats 521 16.1.3 RECURSION 522 16.1.3.1 Business overview 522 16.1.3.2 Products offered 523 16.1.3.3 Recent developments 523 16.1.3.3.1 Product launches 523 16.1.3.3.2 Deals 523 16.1.3.3.3 Expansions 525 16.1.3.3.4 Other developments 526 16.1.3.4 MnM view 526 16.1.3.4.1 Right to win 526 16.1.3.4.2 Strategic choices 526 16.1.3.4.3 Weaknesses & competitive threats 526 16.1.4 SCHR?DINGER, INC. 527 16.1.4.1 Business overview 527 16.1.4.2 Products offered 528 16.1.4.3 Recent developments 529 16.1.4.3.1 Product upgrades 529 16.1.4.3.2 Deals 529 16.1.4.3.3 Other developments 531 16.1.4.4 MnM view 531 16.1.4.4.1 Right to win 531 16.1.4.4.2 Strategic choices 532 16.1.4.4.3 Weaknesses & competitive threats 532 16.1.5 BENEVOLENTAI 533 16.1.5.1 Business overview 533 16.1.5.2 Products offered 534 16.1.5.3 Recent developments 534 16.1.5.3.1 Deals 534 16.1.5.3.2 Other developments 535 16.1.5.4 MnM view 536 16.1.5.4.1 Right to win 536 16.1.5.4.2 Strategic choices 536 16.1.5.4.3 Weaknesses & competitive threats 536 16.1.6 DATA4CURE, INC. 537 16.1.6.1 Business overview 537 16.1.6.2 Products offered 537 16.1.6.3 Recent developments 538 16.1.6.3.1 Deals 538 16.1.7 QIAGEN 539 16.1.7.1 Business overview 539 16.1.7.2 Products offered 540 16.1.7.3 Recent developments 541 16.1.7.3.1 Product launches and enhancements 541 16.1.7.3.2 Deals 541 16.1.8 INSILICO MEDICINE 543 16.1.8.1 Business overview 543 16.1.8.2 Products offered 543 16.1.8.3 Recent developments 544 16.1.8.3.1 Product launches, approvals, and enhancements 544 16.1.8.3.2 Deals 545 16.1.8.3.3 Other developments 546 16.1.9 DNANEXUS, INC. 547 16.1.9.1 Business overview 547 16.1.9.2 Products offered 547 16.1.9.3 Recent developments 548 16.1.9.3.1 Deals 548 16.1.9.3.2 Other developments 550 16.1.10 TEMPUS 551 16.1.10.1 Business overview 551 16.1.10.2 Products offered 551 16.1.10.3 Recent developments 552 16.1.10.3.1 Product approvals 552 16.1.10.3.2 Deals 552 16.1.10.3.3 Other developments 554 16.1.11 SOPHIA GENETICS 555 16.1.11.1 Business overview 555 16.1.11.2 Products offered 556 16.1.11.3 Recent developments 557 16.1.11.3.1 Product launches 557 16.1.11.3.2 Deals 557 16.1.11.3.3 Other developments 559 16.1.12 PREDICTIVE ONCOLOGY 560 16.1.12.1 Business overview 560 16.1.12.2 Products offered 561 16.1.12.3 Recent developments 561 16.1.12.3.1 Product launches 561 16.1.12.3.2 Deals 561 16.1.12.3.3 Expansions 562 ? 16.1.13 DEEP GENOMICS 563 16.1.13.1 Business overview 563 16.1.13.2 Products offered 563 16.1.13.3 Recent developments 564 16.1.13.3.1 Product launches 564 16.1.14 NUMEDII, INC. 565 16.1.14.1 Business overview 565 16.1.14.2 Products offered 565 16.1.15 XTALPI INC. 566 16.1.15.1 Business overview 566 16.1.15.2 Products offered 567 16.1.15.3 Recent developments 568 16.1.15.3.1 Deals 568 16.1.16 IKTOS 570 16.1.16.1 Business overview 570 16.1.16.2 Products offered 570 16.1.16.3 Recent developments 571 16.1.16.3.1 Product launches 571 16.1.16.3.2 Deals 571 16.1.16.3.3 Other developments 572 16.1.17 BPGBIO, INC. 573 16.1.17.1 Business overview 573 16.1.17.2 Products offered 573 16.1.17.3 Recent developments 574 16.1.17.3.1 Product launches 574 16.1.17.3.2 Deals 574 16.1.17.3.3 Other developments 575 16.1.18 EUROFINS DISCOVERY 576 16.1.18.1 Business overview 576 16.1.18.2 Products offered 577 16.1.18.3 Recent developments 577 16.1.18.3.1 Product launches 577 16.1.18.3.2 Deals 578 16.1.18.3.3 Expansions 579 16.2 OTHER PLAYERS 580 16.2.1 VERISIM LIFE 580 16.2.2 LIFEBIT BIOTECH INC. 580 16.2.3 VALO HEALTH 581 16.2.4 VERGE GENOMICS 581 16.2.5 LOGICA 582 16.2.6 AMERICAN CHEMICAL SOCIETY 583 16.2.7 AGANITHA AI INC. 584 17 APPENDIX 585 17.1 DISCUSSION GUIDE 585 17.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 592 17.3 CUSTOMIZATION OPTIONS 594 17.4 RELATED REPORTS 594 17.5 AUTHOR DETAILS 595 List of Tables/Graphs<P>TABLE 1 AI IN BIOTECHNOLOGY MARKET: INCLUSIONS & EXCLUSIONS 55TABLE 2 EXCHANGE RATES UTILIZED FOR CONVERSION TO USD 57 TABLE 3 AI IN BIOTECHNOLOGY MARKET: RESEARCH ASSUMPTIONS 70 TABLE 4 AI IN BIOTECHNOLOGY MARKET: RISK ASSESSMENT 71 TABLE 5 AI IN BIOTECHNOLOGY MARKET: IMPACT ANALYSIS OF MARKET DYNAMICS 81 TABLE 6 INDICATIVE LIST OF COLLABORATIONS AND PARTNERSHIPS IN AI IN BIOTECHNOLOGY MARKET, 2022?2025 82 TABLE 7 TABLE AI IN BIOTECHNOLOGY MARKET: UNMET NEEDS 89 TABLE 8 AI IN BIOTECHNOLOGY MARKET: PORTER’S FIVE FORCES ANALYSIS 94 TABLE 9 FIGURE 5 AI IN BIOTECHNOLOGY MARKET: ROLE OF COMPANIES IN ECOSYSTEM 99 TABLE 10 TABLE INDICATIVE PRICING ANALYSIS FOR AI IN BIOTECHNOLOGY OFFERINGS, BY KEY PLAYER, 2024 (USD) 100 TABLE 11 TABLE INDICATIVE PRICING ANALYSIS FOR AI IN BIOTECHNOLOGY, BY REGION (2024) 101 TABLE 12 AI IN BIOTECHNOLOGY MARKET: KEY CONFERENCES AND EVENTS, 2025?2026 101 TABLE 13 US ADJUSTED RECIPROCAL TARIFF RATES 105 TABLE 14 JURISDICTION ANALYSIS OF TOP APPLICANT COUNTRIES, 2015?2025 112 TABLE 15 TABLE AI IN BIOTECHNOLOGY MARKET: LIST OF PATENTS/PATENT APPLICATIONS, 2022?2025 114 TABLE 16 REGULATORY SCENARIO OF NORTH AMERICA 124 TABLE 17 REGULATORY SCENARIO OF EUROPE 125 TABLE 18 REGULATORY SCENARIO OF ASIA PACIFIC 126 TABLE 19 REGULATORY SCENARIO OF LATIN AMERICA 127 TABLE 20 REGULATORY SCENARIO OF MIDDLE EAST & AFRICA 127 TABLE 21 TABLE NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 128 TABLE 22 TABLE EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 128 TABLE 23 TABLE ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 129 TABLE 24 TABLE REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 129 TABLE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS OF TOP THREE END USERS (%) 132 TABLE 26 KEY BUYING CRITERIA FOR TOP THREE END USERS 132 TABLE 27 UNMET NEEDS IN AI IN BIOTECHNOLOGY MARKET 133 TABLE 28 TABLE END-USER EXPECTATIONS IN AI IN BIOTECHNOLOGY MARKET 134 TABLE 29 AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 136 TABLE 30 AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 136 TABLE 31 AI IN BIOTECHNOLOGY MARKET FOR END-TO-END SOLUTIONS, BY REGION, 2023?2029 (USD MILLION) 137 TABLE 32 AI IN BIOTECHNOLOGY MARKET FOR END-TO-END SOLUTIONS, BY REGION, 2030?2035 (USD MILLION) 138 TABLE 33 AI IN BIOTECHNOLOGY MARKET FOR NICHE SOLUTIONS, BY REGION, 2023?2029 (USD MILLION) 139 TABLE 34 AI IN BIOTECHNOLOGY MARKET FOR NICHE SOLUTIONS, BY REGION, 2030?2035 (USD MILLION) 139 TABLE 35 AI IN BIOTECHNOLOGY MARKET FOR TECHNOLOGIES, BY REGION, 2023?2029 (USD MILLION) 140 TABLE 36 AI IN BIOTECHNOLOGY MARKET FOR TECHNOLOGIES, BY REGION, 2030?2035 (USD MILLION) 140 TABLE 37 AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY REGION, 2023?2029 (USD MILLION) 141 TABLE 38 AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY REGION, 2030?2035 (USD MILLION) 141 TABLE 39 CONSULTING SERVICES MARKET, BY REGION, 2023?2029 (USD MILLION) 142 TABLE 40 CONSULTING SERVICES MARKET, BY REGION, 2030?2035 (USD MILLION) 142 TABLE 41 IMPLEMENTATION SERVICES & ONGOING IT SUPPORT MARKET, BY REGION, 2023?2029 (USD MILLION) 143 TABLE 42 IMPLEMENTATION SERVICES & ONGOING IT SUPPORT MARKET, BY REGION, 2030?2035 (USD MILLION) 143 TABLE 43 TRAINING AND EDUCATION SERVICES MARKET, BY REGION, 2023?2029 (USD MILLION) 144 TABLE 44 TRAINING AND EDUCATION SERVICES MARKET, BY REGION, 2030?2035 (USD MILLION) 144 TABLE 45 POST-SALES AND MAINTENANCE SERVICES MARKET, BY REGION, 2023?2029 (USD MILLION) 145 TABLE 46 AI IN BIOTECHNOLOGY MARKET FOR POST-SALES AND MAINTENANCE SERVICES, BY REGION, 2030?2035 (USD MILLION) 146 TABLE 47 AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 148 TABLE 48 AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 148 TABLE 49 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 149 TABLE 50 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 150 TABLE 51 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY REGION, 2023?2029 (USD MILLION) 150 TABLE 52 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY REGION, 2030?2035 (USD MILLION) 150 TABLE 53 EXAMPLES OF AI TOOLS USED IN DRUG DISCOVERY 151 TABLE 54 DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 151 TABLE 55 DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 152 TABLE 56 DRUG DISCOVERY MARKET, BY REGION, 2023?2029 (USD MILLION) 152 TABLE 57 DRUG DISCOVERY MARKET, BY REGION, 2030?2035 (USD MILLION) 152 TABLE 58 MOLECULAR DESIGN & OPTIMIZATION MARKET, BY REGION, 2023?2029 (USD MILLION) 153 TABLE 59 MOLECULAR DESIGN & OPTIMIZATION MARKET, BY REGION, 2030?2035 (USD MILLION) 153 TABLE 60 BIOMARKER DISCOVERY MARKET, BY REGION, 2023?2029 (USD MILLION) 154 TABLE 61 BIOMARKER DISCOVERY MARKET, BY REGION, 2030?2035 (USD MILLION) 154 TABLE 62 STRUCTURE-ACTIVITY RELATIONSHIP (SAR) MODELING MARKET, BY REGION, 2023?2029 (USD MILLION) 155 TABLE 63 STRUCTURE-ACTIVITY RELATIONSHIP (SAR) MODELING MARKET, BY REGION, 2030?2035 (USD MILLION) 155 TABLE 64 CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 156 TABLE 65 CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 157 TABLE 66 CLINICAL DEVELOPMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 157 TABLE 67 CLINICAL DEVELOPMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 158 TABLE 68 TRIAL DESIGN MARKET, BY REGION, 2023?2029 (USD MILLION) 158 TABLE 69 TRIAL DESIGN MARKET, BY REGION, 2030?2035 (USD MILLION) 159 TABLE 70 SITE SELECTION MARKET, BY REGION, 2023?2029 (USD MILLION) 159 TABLE 71 SITE SELECTION MARKET, BY REGION, 2030?2035 (USD MILLION) 160 TABLE 72 RECRUITMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 160 TABLE 73 RECRUITMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 161 TABLE 74 CLINICAL DATA ASSESSMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 161 TABLE 75 CLINICAL DATA ASSESSMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 162 TABLE 76 PREDICTIVE TOXICITY & RISK MONITORING MARKET, BY REGION, 2023?2029 (USD MILLION) 162 TABLE 77 PREDICTIVE TOXICITY & RISK MONITORING MARKET, BY REGION, 2030?2035 (USD MILLION) 163 TABLE 78 MONITORING & DRUG ADHERENCE MARKET, BY REGION, 2023?2029 (USD MILLION) 163 TABLE 79 MONITORING & DRUG ADHERENCE MARKET, BY REGION, 2030?2035 (USD MILLION) 164 TABLE 80 REAL-WORLD EVIDENCE (RWE) ANALYSIS MARKET, BY REGION, 2023?2029 (USD MILLION) 164 TABLE 81 REAL-WORLD EVIDENCE (RWE) ANALYSIS MARKET, BY REGION, 2030?2035 (USD MILLION) 165 TABLE 82 AI IN BIOTECHNOLOGY MARKET FOR REGULATORY COMPLIANCE, BY REGION, 2023?2029 (USD MILLION) 166 TABLE 83 AI IN BIOTECHNOLOGY MARKET FOR REGULATORY COMPLIANCE, BY REGION, 2030?2035 (USD MILLION) 166 TABLE 84 AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 167 TABLE 85 AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 167 TABLE 86 AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY REGION, 2023?2029 (USD MILLION) 168 TABLE 87 AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY REGION, 2030?2035 (USD MILLION) 168 TABLE 88 SUPPLY CHAIN PLANNING MARKET, BY REGION, 2023?2029 (USD MILLION) 169 TABLE 89 SUPPLY CHAIN PLANNING MARKET, BY REGION, 2030?2035 (USD MILLION) 169 TABLE 90 INVENTORY MANAGEMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 170 TABLE 91 INVENTORY MANAGEMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 170 TABLE 92 LOGISTICS OPTIMIZATION MARKET, BY REGION, 2023?2029 (USD MILLION) 171 TABLE 93 LOGISTICS OPTIMIZATION MARKET, BY REGION, 2030?2035 (USD MILLION) 171 TABLE 94 DEMAND FORECASTING MARKET, BY REGION, 2023?2029 (USD MILLION) 172 TABLE 95 DEMAND FORECASTING MARKET, BY REGION, 2030?2035 (USD MILLION) 172 TABLE 96 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2023?2029 (USD MILLION) 173 TABLE 97 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2030?2035 (USD MILLION) 173 TABLE 98 OTHER MANUFACTURING & SUPPLY CHAIN FUNCTIONS MARKET, BY REGION, 2023?2029 (USD MILLION) 174 TABLE 99 OTHER MANUFACTURING & SUPPLY CHAIN FUNCTIONS MARKET, BY REGION, 2030?2035 (USD MILLION) 174 TABLE 100 AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 175 TABLE 101 AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 175 TABLE 102 AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY REGION, 2023?2029 (USD MILLION) 176 TABLE 103 AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY REGION, 2030?2035 (USD MILLION) 176 TABLE 104 LAUNCH COORDINATION MARKET, BY REGION, 2023?2029 (USD MILLION) 177 TABLE 105 LAUNCH COORDINATION MARKET, BY REGION, 2030?2035 (USD MILLION) 177 TABLE 106 PATIENT ENGAGEMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 178 TABLE 107 PATIENT ENGAGEMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 178 TABLE 108 MARKETING OPERATIONS MARKET, BY REGION, 2023?2029 (USD MILLION) 179 TABLE 109 MARKETING OPERATIONS MARKET, BY REGION, 2030?2035 (USD MILLION) 179 TABLE 110 PREDICTIVE PRICING MARKET, BY REGION, 2023?2029 (USD MILLION) 180 TABLE 111 PREDICTIVE PRICING MARKET, BY REGION, 2030?2035 (USD MILLION) 180 TABLE 112 AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 181 TABLE 113 AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 181 TABLE 114 AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY REGION, 2023?2029 (USD MILLION) 182 TABLE 115 AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY REGION, 2030?2035 (USD MILLION) 182 TABLE 116 MEDICATION ADHERENCE MARKET, BY REGION, 2023?2029 (USD MILLION) 183 TABLE 117 MEDICATION ADHERENCE MARKET, BY REGION, 2030?2035 (USD MILLION) 183 TABLE 118 ADVERSE EVENT REPORTING MARKET, BY REGION, 2023?2029 (USD MILLION) 184 TABLE 119 ADVERSE EVENT REPORTING MARKET, BY REGION, 2030?2035 (USD MILLION) 184 TABLE 120 PATIENT MONITORING MARKET, BY REGION, 2023?2029 (USD MILLION) 185 TABLE 121 PATIENT MONITORING MARKET, BY REGION, 2030?2035 (USD MILLION) 185 TABLE 122 COMPLIANCE MONITORING MARKET, BY REGION, 2023?2029 (USD MILLION) 186 TABLE 123 COMPLIANCE MONITORING MARKET, BY REGION, 2030?2035 (USD MILLION) 186 TABLE 124 PATIENT SUPPORT PROGRAMS MARKET, BY REGION, 2023?2029 (USD MILLION) 187 TABLE 125 PATIENT SUPPORT PROGRAMS MARKET, BY REGION, 2030?2035 (USD MILLION) 187 TABLE 126 AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 188 TABLE 127 AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 188 TABLE 128 AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY REGION, 2023?2029 (USD MILLION) 189 TABLE 129 AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY REGION, 2030?2035 (USD MILLION) 189 TABLE 130 RISK MANAGEMENT MARKET, BY REGION, 2023?2029 (USD MILLION) 190 TABLE 131 RISK MANAGEMENT MARKET, BY REGION, 2030?2035 (USD MILLION) 190 TABLE 132 COMPLIANCE MONITORING MARKET, BY REGION, 2023?2029 (USD MILLION) 191 TABLE 133 COMPLIANCE MONITORING MARKET, BY REGION, 2030?2035 (USD MILLION) 191 TABLE 134 SALES FORCE OPTIMIZATION MARKET, BY REGION, 2023?2029 (USD MILLION) 192 TABLE 135 SALES FORCE OPTIMIZATION MARKET, BY REGION, 2030?2035 (USD MILLION) 192 TABLE 136 OTHER CORPORATE FUNCTIONS MARKET, BY REGION, 2023?2029 (USD MILLION) 193 TABLE 137 OTHER CORPORATE FUNCTIONS MARKET, BY REGION, 2030?2035 (USD MILLION) 193 TABLE 138 AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 195 TABLE 139 AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 195 TABLE 140 AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 196 TABLE 141 AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 196 TABLE 142 AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY REGION, 2023?2029 (USD MILLION) 196 TABLE 143 AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY REGION, 2030?2035 (USD MILLION) 197 TABLE 144 PUBLIC CLOUD MARKET, BY REGION, 2023?2029 (USD MILLION) 198 TABLE 145 PUBLIC CLOUD MARKET, BY REGION, 2030?2035 (USD MILLION) 198 TABLE 146 PRIVATE CLOUD MARKET, BY REGION, 2023?2029 (USD MILLION) 199 TABLE 147 PRIVATE CLOUD MARKET, BY REGION, 2030?2035 (USD MILLION) 199 TABLE 148 MULTI CLOUD MARKET, BY REGION, 2023?2029 (USD MILLION) 200 TABLE 149 MULTI CLOUD MARKET, BY REGION, 2030?2035 (USD MILLION) 200 TABLE 150 HYBRID CLOUD MARKET, BY REGION, 2023?2029 (USD MILLION) 201 TABLE 151 HYBRID CLOUD MARKET, BY REGION, 2030?2035 (USD MILLION) 201 TABLE 152 AI IN BIOTECHNOLOGY MARKET FOR ON-PREMISES SOLUTIONS, BY REGION, 2023?2029 (USD MILLION) 202 TABLE 153 AI IN BIOTECHNOLOGY MARKET FOR ON-PREMISES SOLUTIONS, BY REGION, 2030?2035 (USD MILLION) 203 TABLE 154 AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 205 TABLE 155 AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 205 TABLE 156 AI IN BIOTECHNOLOGY MARKET FOR PHARMACEUTICAL COMPANIES, BY REGION, 2023?2029 (USD MILLION) 206 TABLE 157 AI IN BIOTECHNOLOGY MARKET FOR PHARMACEUTICAL COMPANIES, BY REGION, 2030?2035 (USD MILLION) 207 TABLE 158 AI IN BIOTECHNOLOGY MARKET FOR BIOTECHNOLOGY COMPANIES, BY REGION, 2023?2029 (USD MILLION) 208 TABLE 159 AI IN BIOTECHNOLOGY MARKET FOR BIOTECHNOLOGY COMPANIES, BY REGION, 2030?2035 (USD MILLION) 208 TABLE 160 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH INSTITUTES & LABS, BY REGION, 2023?2029 (USD MILLION) 209 TABLE 161 AI IN BIOTECHNOLOGY MARKET FOR RESEARCH INSTITUTES & LABS, BY REGION, 2030?2035 (USD MILLION) 209 TABLE 162 AI IN BIOTECHNOLOGY MARKET FOR HEALTHCARE PROVIDERS, BY REGION, 2023?2029 (USD MILLION) 210 TABLE 163 AI IN BIOTECHNOLOGY MARKET FOR HEALTHCARE PROVIDERS, BY REGION, 2030?2035 (USD MILLION) 211 TABLE 164 AI IN BIOTECHNOLOGY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY REGION, 2023?2029 (USD MILLION) 212 TABLE 165 AI IN BIOTECHNOLOGY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY REGION, 2030?2035 (USD MILLION) 212 TABLE 166 AI IN BIOTECHNOLOGY MARKET, BY REGION, 2023?2029 (USD MILLION) 214 TABLE 167 AI IN BIOTECHNOLOGY MARKET, BY REGION, 2030?2035 (USD MILLION) 214 TABLE 168 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY COUNTRY, 2023?2029 (USD MILLION) 216 TABLE 169 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY COUNTRY, 2030?2035 (USD MILLION) 216 TABLE 170 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 216 TABLE 171 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 217 TABLE 172 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 217 TABLE 173 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 218 TABLE 174 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 218 TABLE 175 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 219 TABLE 176 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 219 TABLE 177 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 219 TABLE 178 NORTH AMERICA: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 220 TABLE 179 NORTH AMERICA: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 220 TABLE 180 NORTH AMERICA: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 221 TABLE 181 NORTH AMERICA: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 221 TABLE 182 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 222 TABLE 183 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 222 TABLE 184 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 223 TABLE 185 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 223 TABLE 186 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 223 TABLE 187 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 224 TABLE 188 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 224 TABLE 189 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 225 TABLE 190 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 225 TABLE 191 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 225 TABLE 192 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 226 TABLE 193 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 226 TABLE 194 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 226 TABLE 195 NORTH AMERICA: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 227 TABLE 196 US: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 228 TABLE 197 US: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 228 TABLE 198 US: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 228 TABLE 199 US: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 229 TABLE 200 US: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 229 TABLE 201 US: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 230 TABLE 202 US: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 230 TABLE 203 US: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 230 TABLE 204 US: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 231 TABLE 205 US: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 231 TABLE 206 US: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 231 TABLE 207 US: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 232 TABLE 208 US: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 232 TABLE 209 US: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 233 TABLE 210 US: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 233 TABLE 211 US: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 234 TABLE 212 US: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 234 TABLE 213 US: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 235 TABLE 214 US: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 235 TABLE 215 US: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 236 TABLE 216 US: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 236 TABLE 217 US: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 236 TABLE 218 US: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 237 TABLE 219 US: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 237 TABLE 220 US: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 237 TABLE 221 US: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 238 TABLE 222 CANADA: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 238 TABLE 223 CANADA: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 239 TABLE 224 CANADA: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 239 TABLE 225 CANADA: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 239 TABLE 226 CANADA: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 240 TABLE 227 CANADA: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 240 TABLE 228 CANADA: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 241 TABLE 229 CANADA: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 241 TABLE 230 CANADA: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 241 TABLE 231 CANADA: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 242 TABLE 232 CANADA: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 242 TABLE 233 CANADA: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 243 TABLE 234 CANADA: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 243 TABLE 235 CANADA: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 244 TABLE 236 CANADA: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 244 TABLE 237 CANADA: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 245 TABLE 238 CANADA: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 245 TABLE 239 CANADA: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 246 TABLE 240 CANADA: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 246 TABLE 241 CANADA: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 247 TABLE 242 CANADA: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 247 TABLE 243 CANADA: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 247 TABLE 244 CANADA: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 248 TABLE 245 CANADA: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 248 TABLE 246 CANADA: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 248 TABLE 247 CANADA: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 249 TABLE 248 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY COUNTRY, 2023?2029 (USD MILLION) 250 TABLE 249 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY COUNTRY, 2030?2035 (USD MILLION) 250 TABLE 250 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 251 TABLE 251 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 251 TABLE 252 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 251 TABLE 253 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 252 TABLE 254 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 252 TABLE 255 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 253 TABLE 256 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 253 TABLE 257 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 253 TABLE 258 EUROPE: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 254 TABLE 259 EUROPE: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 254 TABLE 260 EUROPE: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 254 TABLE 261 EUROPE: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 255 TABLE 262 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 255 TABLE 263 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 256 TABLE 264 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 256 TABLE 265 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 257 TABLE 266 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 257 TABLE 267 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 258 TABLE 268 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 258 TABLE 269 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 259 TABLE 270 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 259 TABLE 271 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 259 TABLE 272 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 260 TABLE 273 EUROPE: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 260 TABLE 274 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 260 TABLE 275 EUROPE: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 261 TABLE 276 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 262 TABLE 277 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 262 TABLE 278 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 262 TABLE 279 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 263 TABLE 280 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 263 TABLE 281 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 264 TABLE 282 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 264 TABLE 283 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 264 TABLE 284 GERMANY: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 265 TABLE 285 GERMANY: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 265 TABLE 286 GERMANY: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 265 TABLE 287 GERMANY: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 266 TABLE 288 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 266 TABLE 289 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 267 TABLE 290 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 267 TABLE 291 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 268 TABLE 292 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 268 TABLE 293 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 269 TABLE 294 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 269 TABLE 295 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 270 TABLE 296 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 270 TABLE 297 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 270 TABLE 298 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 271 TABLE 299 GERMANY: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 271 TABLE 300 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 271 TABLE 301 GERMANY: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 272TABLE 302 UK: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 272 TABLE 303 UK: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 273 TABLE 304 UK: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 273 TABLE 305 UK: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 273 TABLE 306 UK: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 274 TABLE 307 UK: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 274 TABLE 308 UK: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 275 TABLE 309 UK: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 275 TABLE 310 UK: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 275 TABLE 311 UK: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 276 TABLE 312 UK: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 276 TABLE 313 UK: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 277 TABLE 314 UK: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 277 TABLE 315 UK: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 278 TABLE 316 UK: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 278 TABLE 317 UK: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 279 TABLE 318 UK: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 279 TABLE 319 UK: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 280 TABLE 320 UK: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 280 TABLE 321 UK: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 281 TABLE 322 UK: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 281 TABLE 323 UK: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 281 TABLE 324 UK: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 282 TABLE 325 UK: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 282 TABLE 326 UK: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 282 TABLE 327 UK: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 283 TABLE 328 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 284 TABLE 329 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2030?2035 (USD MILLION) 284 TABLE 330 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2023?2029 (USD MILLION) 284 TABLE 331 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR SERVICES, BY TYPE, 2030?2035 (USD MILLION) 285 TABLE 332 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2023?2029 (USD MILLION) 285 TABLE 333 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY FUNCTION, 2030?2035 (USD MILLION) 286 TABLE 334 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2023?2029 (USD MILLION) 286 TABLE 335 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR RESEARCH & DEVELOPMENT, BY TYPE, 2030?2035 (USD MILLION) 286 TABLE 336 FRANCE: DRUG DISCOVERY MARKET, BY TYPE, 2023?2029 (USD MILLION) 287 TABLE 337 FRANCE: DRUG DISCOVERY MARKET, BY TYPE, 2030?2035 (USD MILLION) 287 TABLE 338 FRANCE: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2023?2029 (USD MILLION) 287 TABLE 339 FRANCE: CLINICAL DEVELOPMENT MARKET, BY TYPE, 2030?2035 (USD MILLION) 288 TABLE 340 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2023?2029 (USD MILLION) 288 TABLE 341 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR MANUFACTURING & SUPPLY CHAIN, BY TYPE, 2030?2035 (USD MILLION) 289 TABLE 342 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2023?2029 (USD MILLION) 289 TABLE 343 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR LAUNCH & COMMERCIAL, BY TYPE, 2030?2035 (USD MILLION) 290 TABLE 344 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2023?2029 (USD MILLION) 290 TABLE 345 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR POST-MARKETING SURVEILLANCE & PATIENT SUPPORT, BY TYPE, 2030?2035 (USD MILLION) 291 TABLE 346 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2023?2029 (USD MILLION) 291 TABLE 347 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR CORPORATE, BY TYPE, 2030?2035 (USD MILLION) 292 TABLE 348 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2023?2029 (USD MILLION) 292 TABLE 349 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY DEPLOYMENT MODE, 2030?2035 (USD MILLION) 292 TABLE 350 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2023?2029 (USD MILLION) 293 TABLE 351 FRANCE: AI IN BIOTECHNOLOGY MARKET FOR CLOUD-BASED SOLUTIONS, BY TYPE, 2030?2035 (USD MILLION) 293 TABLE 352 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2023?2029 (USD MILLION) 293 TABLE 353 FRANCE: AI IN BIOTECHNOLOGY MARKET, BY END USER, 2030?2035 (USD MILLION) 294 TABLE 354 ITALY: AI IN BIOTECHNOLOGY MARKET, BY OFFERING, 2023?2029 (USD MILLION) 295 TABLE 355 ITALY: AI IN BIOTECHN
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