Artificial Intelligence / AI in Drug Discovery Market by Offering, Process (Target selection, Validation, Lead generation, optimization), Drug Design (Small molecule, Vaccine, Antibody, PK/PD), Dry Lab, Wet Lab (Single Cell analysis) & Region - Global For

Artificial Intelligence / AI in Drug Discovery Market by Offering, Process (Target selection, Validation, Lead generation, optimization), Drug Design (Small molecule, Vaccine, Antibody, PK/PD), Dry Lab, Wet Lab (Single Cell analysis) & Region - Global Forecast to 2028



The artificial intelligence (AI) in drug discovery market is projected to reach USD 4.9 billion by 2028 from USD 0.9 billion in 2023, at a CAGR of 40.2% during the forecast period. AI expedites the identification and validation of potential drug targets by analyzing intricate biological data. This accelerates the selection of biologically relevant targets for therapeutic interventions. AI techniques such as machine learning enable rapid analysis and decision-making, reducing the time and resources required for drug discovery processes. This efficiency gains a competitive edge in the fast-paced pharmaceutical landscape. Therefore, aforementioned factors will drive the growth of this market. On the other hand, the inadequate availability of skilled labor is key factor restraining the market growth to a certain extent over the forecast period.

“Services segment is estimated to hold the major share in 2022 and also expected to grow at the highest over the forecast period.”

Based on offering, the AI in drug discovery market is bifurcated into software and services. The2022 and segment expected to account for the largest market share of the global AI in drug discovery services market in 2022 and expected to grow fastest CAGR during the forecast period. Access to AI technology and expertise through services reduces the barriers for pharmaceutical companies to adopt AI in drug discovery. This is particularly beneficial for smaller companies without extensive in-house AI capabilities, enabling them to harness the power of AI without significant upfront investments.

“Machine learning technology segment accounted for the largest share of the global AI in drug discovery market.”

Based on technology, the AI in drug discovery market is segmented into machine learning, natural language processing (NLP), context aware processing, and other technologies. The machine learning segment accounted for the largest share of the global market in 2022 and expected to grow at the highest CAGR during the forecast period. Machine learning enables the creation of predictive models that anticipate the behavior of potential drug candidates within the human body. This aids in identifying compounds with the highest likelihood of success, reducing the costs and time associated with unsuccessful candidates. Machine learning contributes to the development of personalized treatment strategies by analyzing patient data to predict individual responses to drugs. This facilitates tailoring treatments based on genetic, molecular, and clinical information, leading to more effective outcomes, which helps accelerate the drug discovery process are some of the factors supporting the market growth of this segment.

“Small Molecule Design and Optimization segment expected to hold the largest share of use case segment of the market in 2022.”

Based on use cases, the AI in drug discovery market is divided into small molecule design and optimization, understanding disease, safety and toxicity, vaccine design and optimization, antibody and other biologics design and optimization. In 2022, the small molecule design and optimization segment accounted for the largest share of the AI in drug discovery market. AI is employed in small molecule design and optimization for two main purposes. Firstly, it aids in identifying hit-like or lead-like compounds by screening existing chemical libraries or through generative de novo design. Secondly, AI optimizes the identified hits, ensuring favorable properties like binding affinity, toxicity, and synthesis, ultimately leading to the development of more effective and safer drug candidates. These factors contribute to the development and refinement of AI algorithms tailored for drug discovery use cases.

“North America to dominate the AI in drug discovery market in 2022”

The global AI in the drug discovery market is segmented into four major regions, namely, North America, Europe, APAC, and the Rest of the World. In 2022, North America accounted for the largest and the fastest-growing regional market for AI in drug discovery. North America hosts numerous pharmaceutical giants and biotechnology innovators that are actively exploring AI's capabilities in drug discovery. These industry leaders are investing significantly in AI-driven research and development, driving market growth. North America's well-established regulatory framework for pharmaceuticals and healthcare facilitates the integration of AI technologies while ensuring compliance with industry standards and guidelines. The above-mentioned factors will drive the market of AI in drug discovery in North America.

Breakdown of supply-side, demand side, primary interviews, by company type, designation, and region:

By Company Type:

By Supply Side: Tier 1 (31%), Tier 2 (28%), and Tier 3 (41%)

By Demand Side: Purchase Managers (45%), Head of Artificial Intelligence, Machine Learning, Drug Discovery, and Computational Molecular Design (30%) and Research Scientists (25%).

By Designation: C-level (31%), Director-level (25%), and Others (44%)

By Region: North America (45%), Europe (20%), Asia Pacific (28%), South America (4%) and Middle East & Africa (3%).

The prominent players in this market are NVIDIA Corporation (US), Exscientia (UK), BenevolentAI (UK), Recursion (US), Insilico Medicine (US), Schrödinger, Inc. (US), Microsoft Corporation (US), Google (US), Atomwise Inc. (US), Illumina, Inc. (US), NuMedii, Inc. (US), XtalPi Inc. (US), Iktos (France), Tempus Labs (US), Deep Genomics, Inc. (Canada), Verge Genomics (US), BenchSci (Canada), Insitro (US), Valo Health (US), BPGbio, Inc. (US), IQVIA Inc (US), Labcorp (US), Tencent Holdings Limited (China), Predictive Oncology, Inc. (US), Celsius Therapeutics (US), CytoReason (Israel), Owkin, Inc. (US), Cloud Pharmaceuticals (US), Evaxion Biotech (Denmark), Standigm (South Korea), BIOAGE (US), Envisagenics (US), and Aria Pharmaceuticals, Inc. (US). Players adopted organic as well as inorganic growth strategies such as product launches and enhancements, and investments, partnerships, collaborations, joint ventures, funding, acquisition, expansions, agreements, sales contracts, and alliances to increase their offerings, cater to the unmet needs of customers, increase their profitability, and expand their presence in the global market.

Research Coverage

The report studies the AI in drug discovery market based on offering, technology, therapeutic area, use case, process, end user, and region.

The report analyzes factors (such as drivers, restraints, opportunities, and challenges) affecting the market growth.

The report evaluates the opportunities and challenges in the market for stakeholders and provides details of the competitive landscape for market leaders.

The report studies micro-markets with respect to their growth trends, prospects, and contributions to the total AI in drug discovery market.

The report forecasts the revenue of market segments with respect to five major regions.

Reasons to Buy the Report

The report can help established firms as well as new entrants/smaller firms to gauge the pulse of the market, which, in turn, would help them garner a greater share. Firms purchasing the report could use one or a combination of the below-mentioned five strategies.

This report provides insights into the following pointers:

Analysis of key drivers (growing number of cross-industry collaborations and partnerships, growing need to control drug discovery & development costs and reduce time involved in drug development, patent expiry of several drugs), restraints (shortage of AI workforce and ambiguous regulatory guidelines for medical software), opportunities (growing biotechnology industry, emerging markets, focus on developing human-aware AI systems, growth in the drugs and biologics market despite the COVID-19 pandemic), and challenges (limited availability of data sets) influencing the growth of AI in drug discovery market.

Product Development/Innovation: Detailed insights on upcoming technologies, research and development activities, and product launches in the AI in drug discovery market.

Market Development: Comprehensive information about lucrative emerging markets. The report analyzes the markets for various types of AI in drug discovery solutions across regions.

Market Diversification: Exhaustive information about products, untapped regions, recent developments, and investments in the AI in drug discovery market.

Competitive Assessment: In-depth assessment of market shares, strategies, products, distribution networks, and manufacturing capabilities of the leading players in the AI in drug discovery market.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • MARKET SCOPE
      • MARKET SEGMENTATION
      • REGIONAL SCOPE
      • YEARS CONSIDERED
      • CURRENCY CONSIDERED
        • Table EXCHANGE RATES UTILIZED FOR CONVERSION TO USD
    • STAKEHOLDERS
    • SUMMARY OF CHANGES
      • RECESSION IMPACT
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
    • SECONDARY SOURCES
      • KEY DATA FROM SECONDARY SOURCES
    • PRIMARY DATA
      • PRIMARY SOURCES
      • BREAKDOWN OF PRIMARY INTERVIEWS
    • MARKET SIZE ESTIMATION
      • Table FACTOR ANALYSIS
    • MARKET BREAKDOWN AND DATA TRIANGULATION
    • ASSUMPTIONS
      • MARKET SIZING ASSUMPTIONS
      • OVERALL STUDY ASSUMPTIONS
    • LIMITATIONS
    • RISK ASSESSMENT
      • Table RISK ASSESSMENT: AI IN DRUG DISCOVERY MARKET
    • RECESSION IMPACT ANALYSIS
      • Table GLOBAL INFLATION RATE PROJECTIONS, 2021-2027 (% GROWTH)
      • Table US HEALTH EXPENDITURE, 2019-2022 (USD MILLION)
      • Table US HEALTH EXPENDITURE, 2023-2027 (USD MILLION)
  • EXECUTIVE SUMMARY
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI IN DRUG DISCOVERY MARKET
    • AI IN DRUG DISCOVERY MARKET: REGIONAL LANDSCAPE
    • AI IN DRUG DISCOVERY MARKET: GEOGRAPHIC GROWTH OPPORTUNITIES
    • NORTH AMERICAN AI IN DRUG DISCOVERY MARKET, BY END USER & COUNTRY, 2022
    • AI IN DRUG DISCOVERY MARKET, BY OFFERING
    • AI IN DRUG DISCOVERY MARKET, BY TECHNOLOGY
    • AI IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA
    • AI IN DRUG DISCOVERY MARKET, BY PROCESS
    • AI IN DRUG DISCOVERY MARKET, BY USE CASE
    • AI IN DRUG DISCOVERY MARKET, BY END USER
  • MARKET OVERVIEW
    • INTRODUCTION
    • MARKET DYNAMICS
      • Table AI IN DRUG DISCOVERY MARKET: IMPACT ANALYSIS
      • DRIVERS
        • Table INDICATIVE LIST OF COLLABORATIONS AND PARTNERSHIPS (2021-2023)
        • Table INDICATIVE LIST OF DRUGS LOSING PATENTS IN 2023
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
  • INDUSTRY INSIGHTS
    • OVERVIEW OF KEY INDUSTRY TRENDS
      • EVOLUTION OF AI IN DRUG DISCOVERY
      • COMPUTER-AIDED DRUG DESIGN AND AI
    • SUPPLY CHAIN ANALYSIS
    • PORTER’S FIVE FORCES ANALYSIS
      • Table AI IN DRUG DISCOVERY MARKET: PORTER’S FIVE FORCES ANALYSIS
      • INTENSITY OF COMPETITIVE RIVALRY
      • BARGAINING POWER OF BUYERS
      • BARGAINING POWER OF SUPPLIERS
      • THREAT OF SUBSTITUTES
      • THREAT OF NEW ENTRANTS
    • ECOSYSTEM/MARKET MAP
    • TECHNOLOGY ANALYSIS
      • DRY LAB SERVICES
      • WET LAB SERVICES
    • PRICING ANALYSIS
      • AVERAGE SELLING PRICE TRENDS, BY REGION
      • INDICATIVE PRICING ANALYSIS, BY PROCESS
        • Table AI IN DRUG DISCOVERY MARKET: INDICATIVE PRICING, BY PROCESS
    • BUSINESS MODELS
    • CASE STUDY ANALYSIS
      • CASE STUDY 1: BRISTOL MYERS SQUIBB AND EXSCIENTIA
      • CASE STUDY 2: APEIRON LLC AND EXSCIENTIA
    • REGULATORY ANALYSIS
      • AI IN DRUG DISCOVERY MARKET: REGULATORY LANDSCAPE, BY REGION
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • PATENT ANALYSIS
      • Table LIST OF PATENTS/PATENT APPLICATIONS IN AI IN DRUG DISCOVERY MARKET, 2021-2023
    • KEY CONFERENCES & EVENTS (Q1 2023-Q2 2024)
    • TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES
    • KEY STAKEHOLDERS & BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
      • BUYING CRITERIA FOR AI IN DRUG DISCOVERY MARKET
    • AI-DERIVED CLINICAL ASSETS
      • Table KEY AI-DERIVED CLINICAL ASSETS, BY COMPANY
    • UNMET NEEDS
      • UNMET NEEDS IN AI IN DRUG DISCOVERY
      • SINGLE-CELL ANALYSIS LANDSCAPE: KEY CHALLENGES AND PAIN POINTS IN DRUG DISCOVERY
      • KEY UNMET NEEDS AND PAIN POINTS FOR AI APPLICATIONS IN SINGLE-CELL ANALYSIS FOR DRUG DISCOVERY
  • ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
    • SERVICES
      • SERVICES SEGMENT TO WITNESS HIGHEST GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SERVICES, BY COUNTRY, 2021-2028 (USD MILLION)
    • SOFTWARE
      • BENEFITS OF SOFTWARE IN DRUG DISCOVERY AND STRONG DEMAND AMONG END USERS TO DRIVE GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SOFTWARE, BY COUNTRY, 2021-2028 (USD MILLION)
  • ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
    • MACHINE LEARNING
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY COUNTRY, 2021-2028 (USD MILLION)
      • DEEP LEARNING
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR DEEP LEARNING, BY COUNTRY, 2021-2028 (USD MILLION)
      • SUPERVISED LEARNING
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR SUPERVISED LEARNING, BY COUNTRY, 2021-2028 (USD MILLION)
      • REINFORCEMENT LEARNING
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR REINFORCEMENT LEARNING, BY COUNTRY, 2021-2028 (USD MILLION)
      • UNSUPERVISED LEARNING
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR UNSUPERVISED LEARNING, BY COUNTRY, 2021-2028 (USD MILLION)
      • OTHER MACHINE LEARNING TECHNOLOGIES
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER MACHINE LEARNING TECHNOLOGIES, BY COUNTRY, 2021-2028 (USD MILLION)
    • NATURAL LANGUAGE PROCESSING
      • POTENTIAL APPLICATIONS IN DATA IDENTIFICATION TO SUPPORT GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NATURAL LANGUAGE PROCESSING, BY COUNTRY, 2021-2028 (USD MILLION)
    • CONTEXT-AWARE PROCESSING & CONTEXT-AWARE COMPUTING
      • RISING PROCESSING POWER, IMPROVED CONNECTIVITY TO BOOST USAGE
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTEXT-AWARE PROCESSING & CONTEXT-AWARE COMPUTING, BY COUNTRY, 2021-2028 (USD MILLION)
    • OTHER TECHNOLOGIES
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER TECHNOLOGIES, BY COUNTRY, 2021-2028 (USD MILLION)
  • ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
    • ONCOLOGY
      • HIGH PREVALENCE OF CANCER AND SHORTAGE OF EFFECTIVE CANCER DRUGS TO DRIVE SEGMENT GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR ONCOLOGY, BY COUNTRY, 2021-2028 (USD MILLION)
    • INFECTIOUS DISEASES
      • RISING EPIDEMIC OUTBREAKS TO BOOST DRUG DISCOVERY ACTIVITY
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR INFECTIOUS DISEASES, BY COUNTRY, 2021-2028 (USD MILLION)
    • NEUROLOGY
      • NEED TO BOOST DISCOVERY AND DEVELOPMENT TO DRIVE MARKET
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR NEUROLOGY, BY COUNTRY, 2021-2028 (USD MILLION)
    • CARDIOVASCULAR DISEASES
      • RISING DEMAND FOR CVD DRUGS TO DRIVE SEGMENT
        • Table INDICATIVE LIST OF DEVELOPMENTS IN CARDIOVASCULAR DRUG DEVELOPMENT
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CARDIOVASCULAR DISEASES, BY COUNTRY, 2021-2028 (USD MILLION)
    • IMMUNOLOGY
      • GROWING DRUG PIPELINE FOR IMMUNOLOGICAL DISORDERS TO FAVOR MARKET GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR IMMUNOLOGY, BY COUNTRY, 2021-2028 (USD MILLION)
    • METABOLIC DISEASES
      • ROLE OF AI IN UNCOVERING SMALL-MOLECULE THERAPIES TO DRIVE ADOPTION
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR METABOLIC DISEASES, BY COUNTRY, 2021-2028 (USD MILLION)
    • OTHER THERAPEUTIC AREAS
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR OTHER THERAPEUTIC AREAS, BY COUNTRY, 2021-2028 (USD MILLION)
  • AI IN DRUG DISCOVERY MARKET, BY PROCESS
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
    • TARGET IDENTIFICATION & SELECTION
      • DEVELOPMENT OF NEW TECHNOLOGIES TO SUPPORT MARKET GROWTH
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR TARGET IDENTIFICATION & SELECTION, BY COUNTRY, 2021-2028 (USD MILLION)
    • TARGET VALIDATION
      • RISING EMPHASIS ON TARGET VALIDATION TO AVOID LATE -STAGE FAILURE
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR TARGET VALIDATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • HIT IDENTIFICATION & PRIORITIZATION
      • NEED FOR LARGE-SCALE DATA ANALYSIS TO DRIVE ADOPTION
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR HIT IDENTIFICATION & PRIORITIZATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • HIT-TO-LEAD IDENTIFICATION/LEAD GENERATION
      • HIT-TO-LEAD IDENTIFICATION TO HOLD LARGEST MARKET SHARE
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR HIT-TO-LEAD IDENTIFICATION/LEAD GENERATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • LEAD OPTIMIZATION
      • NEED FOR TRANSPARENT PRESENTATION AND ANALYSIS TO BOOST FOCUS ON LEAD OPTIMIZATION
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR LEAD OPTIMIZATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • CANDIDATE SELECTION & VALIDATION
      • POSSIBILITY OF DRUG FAILURE DURING DEVELOPMENT TO DRIVE ADOPTION OF CANDIDATE VALIDATION SERVICES
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CANDIDATE SELECTION & VALIDATION, BY COUNTRY, 2021-2028 (USD MILLION)
  • AI IN DRUG DISCOVERY MARKET, BY USE CASE
    • INTRODUCTION
      • Table AI IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
    • SMALL-MOLECULE DESIGN & OPTIMIZATION
      • AVAILABILITY OF WELL-VALIDATED AI TOOLS TO BOOST MARKET GROWTH
        • Table AI IN DRUG DISCOVERY MARKET FOR SMALL-MOLECULE DESIGN & OPTIMIZATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • UNDERSTANDING DISEASE
      • RISING DATA MINING TO LINK TARGETS TO DISEASES AND DRUG REPURPOSING TO DRIVE MARKET
        • Table AI IN DRUG DISCOVERY MARKET FOR UNDERSTANDING DISEASE, BY COUNTRY, 2021-2028 (USD MILLION)
    • SAFETY & TOXICITY
      • TOXICOLOGY AND OFF-TARGET EFFECT PREDICTION, PK/PD SIMULATION, AND QSP MODELING TO PROPEL MARKET GROWTH
        • Table AI IN DRUG DISCOVERY MARKET FOR SAFETY & TOXICITY, BY COUNTRY, 2021-2028 (USD MILLION)
    • VACCINE DESIGN & OPTIMIZATION
      • GROWING ADOPTION OF AI FOR EPITOPE SELECTION, PREDICTION, AND BINDING TO AUGMENT MARKET GROWTH
        • Table AI IN DRUG DISCOVERY MARKET FOR VACCINE DESIGN & OPTIMIZATION, BY COUNTRY, 2021-2028 (USD MILLION)
    • ANTIBODY & OTHER BIOLOGIC DESIGN & OPTIMIZATION
      • GROWING ADOPTION OF AI FOR ANTIBODY PROPERTY PREDICTION TO DRIVE MARKET
        • Table AI IN DRUG DISCOVERY MARKET FOR ANTIBODY & OTHER BIOLOGIC DESIGN & OPTIMIZATION, BY COUNTRY, 2021-2028 (USD MILLION)
  • ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
    • PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES
      • RISING DEMAND FOR SOLUTIONS TO CUT TIME AND COSTS OF DRUG DEVELOPMENT TO DRIVE MARKET
        • Table INDICATIVE LIST OF DEVELOPMENTS RELATED TO AI IN PHARMACEUTICAL & BIOTECHNOLOGY INDUSTRY
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR PHARMACEUTICAL & BIOTECHNOLOGY COMPANIES, BY COUNTRY, 2021-2028 (USD MILLION)
    • CONTRACT RESEARCH ORGANIZATIONS
      • GROWING TREND OF OUTSOURCING TO PROVIDE SIGNIFICANT OPPORTUNITIES FOR CONTRACT RESEARCH ORGANIZATIONS
        • Table INDICATIVE LIST OF COLLABORATIONS WITH CROS
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR CONTRACT RESEARCH ORGANIZATIONS, BY COUNTRY, 2021-2028 (USD MILLION)
    • RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES
      • SEGMENT TO REGISTER HIGHEST CAGR OVER FORECAST PERIOD
        • Table INDICATIVE LIST OF RESEARCH COLLABORATIONS
        • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR RESEARCH CENTERS AND ACADEMIC & GOVERNMENT INSTITUTES, BY COUNTRY, 2021-2028 (USD MILLION)
  • ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION
    • INTRODUCTION
      • Table ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY REGION, 2021-2028 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: RECESSION IMPACT
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • US
        • Table US: INDICATIVE LIST OF STRATEGIC DEVELOPMENTS
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table US: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • CANADA
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table CANADA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • MEXICO
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table MEXICO: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
    • EUROPE
      • EUROPE: RECESSION IMPACT
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • UK
        • Table UK: INDICATIVE LIST OF STRATEGIC DEVELOPMENTS
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table UK: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • GERMANY
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table GERMANY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • FRANCE
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table FRANCE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • ITALY
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table ITALY: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • REST OF EUROPE
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table REST OF EUROPE: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
    • ASIA PACIFIC
      • ASIA PACIFIC: RECESSION IMPACT
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY COUNTRY, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • JAPAN
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table JAPAN: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • CHINA
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table CHINA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • INDIA
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table INDIA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
      • REST OF ASIA PACIFIC
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table REST OF ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
    • SOUTH AMERICA
      • SHORTAGE OF SKILLED LABOR AND GROWING REQUIREMENTS TO DRIVE AI ADOPTION
      • SOUTH AMERICA: RECESSION IMPACT
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table SOUTH AMERICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
    • MIDDLE EAST & AFRICA
      • LIMITED COMPANY PRESENCE AND LARGE SCOPE FOR GROWTH TO FAVOR AI MARKET
      • MIDDLE EAST & AFRICA: RECESSION IMPACT
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY OFFERING, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY TECHNOLOGY, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET FOR MACHINE LEARNING, BY TYPE, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY THERAPEUTIC AREA, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY PROCESS, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY USE CASE, 2021-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: ARTIFICIAL INTELLIGENCE IN DRUG DISCOVERY MARKET, BY END USER, 2021-2028 (USD MILLION)
  • COMPETITIVE LANDSCAPE
    • KEY PLAYER STRATEGIES/RIGHT TO WIN
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN DRUG DISCOVERY PLAYERS, FEBRUARY 2021- MAY 2022
    • REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table AI IN DRUG DISCOVERY MARKET: DEGREE OF COMPETITION
    • COMPANY EVALUATION MATRIX
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
      • COMPANY FOOTPRINT
        • Table USE CASE FOOTPRINT (24 COMPANIES)
        • Table PROCESS FOOTPRINT (24 COMPANIES)
        • Table REGION FOOTPRINT (24 COMPANIES)
        • Table COMPANY FOOTPRINT (24 COMPANIES)
    • START-UP/SME EVALUATION MATRIX
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
      • AI IN DRUG DISCOVERY MARKET: COMPETITIVE BENCHMARKING
        • Table AI IN DRUG DISCOVERY MARKET: DETAILED LIST OF KEY SMES/START-UPS
        • Table USE CASE FOOTPRINT (START-UPS/SMES)
        • Table PROCESS FOOTPRINT (START-UPS/SMES)
        • Table REGION FOOTPRINT (START-UPS/SMES)
        • Table COMPANY FOOTPRINT (START-UPS/SMES)
    • COMPETITIVE SCENARIOS AND TRENDS
      • PRODUCT LAUNCHES & ENHANCEMENTS
        • Table AI IN DRUG DISCOVERY MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, 2021-2023
      • DEALS
        • Table AI IN DRUG DISCOVERY MARKET: DEALS, 2021-2023
      • OTHER DEVELOPMENTS
        • Table AI IN DRUG DISCOVERY MARKET: OTHER DEVELOPMENTS, 2021-2023
  • COMPANY PROFILES
    • KEY PLAYERS
      • NVIDIA CORPORATION
        • Table NVIDIA CORPORATION: COMPANY OVERVIEW
        • Table NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table NVIDIA CORPORATION: PRODUCT/SERVICE LAUNCHES
        • Table NVIDIA CORPORATION: DEALS
      • EXSCIENTIA
        • Table EXSCIENTIA: COMPANY OVERVIEW
        • Table EXSCIENTIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table EXSCIENTIA: PRODUCT/SERVICE LAUNCHES
        • Table EXSCIENTIA: DEALS
        • Table EXSCIENTIA: OTHER DEVELOPMENTS
      • GOOGLE
        • Table GOOGLE: COMPANY OVERVIEW
        • Table GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table GOOGLE: PRODUCT/SERVICE LAUNCHES
        • Table GOOGLE: DEALS
        • Table GOOGLE: OTHER DEVELOPMENTS
      • BENEVOLENTAI
        • Table BENEVOLENTAI: COMPANY OVERVIEW
        • Table BENEVOLENTAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table BENEVOLENTAI: DEALS
      • RECURSION
        • Table RECURSION: COMPANY OVERVIEW
        • Table RECURSION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table RECURSION: PRODUCT/SERVICE LAUNCHES
        • Table RECURSION: DEALS
        • Table RECURSION: OTHER DEVELOPMENTS
      • INSILICO MEDICINE
        • Table INSILICO MEDICINE: COMPANY OVERVIEW
        • Table INSILICO MEDICINE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table INSILICO MEDICINE: PRODUCT/SERVICE LAUNCHES
        • Table INSILICO MEDICINE: DEALS
        • Table INSILICO MEDICINE: OTHER DEVELOPMENTS
      • SCHRÖDINGER, INC.
        • Table SCHRÖDINGER, INC.: COMPANY OVERVIEW
        • Table SCHRÖDINGER, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SCHRÖDINGER, INC.: DEALS
        • Table SCHRÖDINGER, INC.: OTHER DEVELOPMENTS
      • MICROSOFT CORPORATION
        • Table MICROSOFT CORPORATION: COMPANY OVERVIEW
        • Table MICROSOFT CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table MICROSOFT CORPORATION: SERVICE LAUNCHES
        • Table MICROSOFT CORPORATION: DEALS
      • ATOMWISE INC.
        • Table ATOMWISE INC.: COMPANY OVERVIEW
        • Table ATOMWISE INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ATOMWISE INC.: DEALS
      • ILLUMINA, INC.
        • Table ILLUMINA, INC.: COMPANY OVERVIEW
        • Table ILLUMINA, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ILLUMINA, INC.: PRODUCT/SERVICE LAUNCHES
        • Table ILLUMINA, INC.: DEALS
      • NUMEDII, INC.
        • Table NUMEDII, INC.: COMPANY OVERVIEW
        • Table NUMEDII, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • XTALPI INC.
        • Table XTALPI INC.: COMPANY OVERVIEW
        • Table XTALPI INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table XTALPI INC.: DEALS
      • IKTOS
        • Table IKTOS: COMPANY OVERVIEW
        • Table IKTOS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table IKTOS: DEALS
        • Table IKTOS: OTHER DEVELOPMENTS
      • TEMPUS LABS
        • Table TEMPUS LABS: COMPANY OVERVIEW
        • Table TEMPUS LABS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table TEMPUS LABS: PRODUCT/SERVICE LAUNCHES
        • Table TEMPUS LABS: DEALS
        • Table TEMPUS LABS: OTHER DEVELOPMENTS
      • DEEP GENOMICS, INC.
        • Table DEEP GENOMICS, INC.: COMPANY OVERVIEW
        • Table DEEP GENOMICS, INC.: PRODUCTS/SERVICES OFFERED
        • Table DEEP GENOMICS, INC.: DEALS
        • Table DEEP GENOMICS, INC.: OTHER DEVELOPMENTS
      • VERGE GENOMICS
        • Table VERGE GENOMICS: COMPANY OVERVIEW
        • Table VERGE GENOMICS: PRODUCTS/SERVICES OFFERED
        • Table VERGE GENOMICS: DEALS
      • BENCHSCI
        • Table BENCHSCI: COMPANY OVERVIEW
        • Table BENCHSCI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table BENCHSCI: PRODUCT/SERVICE LAUNCHES
        • Table BENCHSCI: OTHER DEVELOPMENTS
      • INSITRO
        • Table INSITRO: COMPANY OVERVIEW
        • Table INSITRO: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table INSITRO: OTHER DEVELOPMENTS
      • VALO HEALTH
        • Table VALO HEALTH: COMPANY OVERVIEW
        • Table VALO HEALTH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table VALO HEALTH: DEALS
        • Table VALO HEALTH: OTHER DEVELOPMENTS
      • BPGBIO, INC.
        • Table BPGBIO, INC.: COMPANY OVERVIEW
        • Table BPGBIO, INC.: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table BPGBIO, INC.: DEALS
    • OTHER EMERGING PLAYERS
      • PREDICTIVE ONCOLOGY, INC.
      • LABCORP
      • IQVIA INC.
      • TENCENT HOLDINGS LIMITED
      • CELSIUS THERAPEUTICS
      • CYTOREASON
      • OWKIN, INC.
      • CLOUD PHARMACEUTICALS
      • EVAXION BIOTECH
      • STANDIGM
      • BIOAGE LABS
      • ENVISAGENICS
      • ARIA PHARMACEUTICALS, INC.
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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