
Artificial Intelligence in Drug Discovery Market Insightful Analysis: Trends, Competitor Dynamics, and Opportunities 2025-2033
Artificial Intelligence in Drug Discovery Market by Drug Type (Small Molecule, Large Molecule), by Offering (Software, Services), by Technology (Machine Learning, Natural Language Processing, Others), by Application (Endocrinology, Cardiology, Oncology, Neurology, Others), by End-user (Pharmaceutical & Biotechnological Companies, Academic & Research Institutes, Others), by North America (U.S., Canada) Forecast 2025-2033
Key Insights
The global artificial intelligence in drug discovery market size was valued at USD 1.3 billion in 2022 and is expected to grow at a compound annual growth rate (CAGR) of 12.2% from 2023 to 2032. Artificial intelligence accelerates research by optimizing experiments, prioritizing high-impact targets and facilitating virtual screening that accelerates both failure and multifaceted testing processes. It has the potential to revolutionize drug development workflows by simplifying tasks, automating processes, minimizing in-process decision making and accelerating real estate. Advances in epitope selection, prediction, and binding tools have greatly accelerated the discovery of new vaccines and other therapeutic agents. However, AI algorithms may lack the nuanced understanding and creative vision of expert scientists. Their limited depth, breadth, and scope may hinder their ability to comprehensively characterize disease. There may also be issues such as incomplete metadata about cell culture conditions or experimental results outside of the experimental results.
Artificial Intelligence in Drug Discovery Trends
- Growing adoption of AI-driven platforms for drug discovery and development
- Increasing government funding for AI research and innovation in healthcare
- Advancements in machine learning and deep learning algorithms
- Collaboration between pharmaceutical companies and AI providers
Driving Forces: What's Propelling the Artificial Intelligence in Drug Discovery Market
- Accuracy and Speed: AI can analyze vast amounts of data, identify patterns, and make predictions faster than traditional methods.
- Drug Repurposing: AI can help identify existing drugs for new indications, saving time and resources.
- Personalized Medicine: AI can use patient-specific data to tailor drug treatments, improving outcomes.
- Cost Reduction: AI can automate tasks, reduce experimental costs, and optimize clinical trials.
Challenges and Restraints in Artificial Intelligence in Drug Discovery Market
- Data Variability: AI relies on large and diverse datasets, which can be challenging to acquire and manage.
- Data Bias: AI systems can perpetuate biases present in training data, leading to inaccurate predictions.
- Regulatory Considerations: The use of AI in drug discovery requires clear regulatory guidelines to ensure patient safety and data privacy.
- Ethical Concerns: The use of AI in drug discovery raises ethical questions about the role of human researchers and the ownership of data.
Emerging Trends in Artificial Intelligence in Drug Discovery
- Quantum Computing: Quantum computing has the potential to accelerate AI-driven drug discovery by enabling more complex and accurate simulations.
- Generative AI: Generative AI can create new molecules and target candidates, expanding the search space for drug discovery.
- AI-Driven Clinical Trials: AI can help design and monitor clinical trials more efficiently and identify patients who are most likely to benefit from specific treatments.
Growth Catalysts in Artificial Intelligence in Drug Discovery Industry
- Government initiatives to support AI innovation
- Increasing adoption of cloud computing, big data analytics, and machine learning
- Growing partnerships between pharmaceutical companies and AI startups
- Accelerated drug development and clinical trial optimization
- Cost reduction and improved efficiency in drug discovery and development
Market Segmentation: Artificial Intelligence in Drug Discovery Analysis
Drug Type:
- Small Molecule
- Large Molecule
Offering:
Technology:
Application:
- Endocrinology
- Cardiology
- Oncology
- Neurology
- Others
End-user:
- Pharmaceutical & Biotechnological Companies
- Academic & Research Institutes
- Others
Leading Players in the Artificial Intelligence in Drug Discovery Market
- Microsoft
- Schrödinger, Inc.
- Cresset
- IBM
- Atomwise Inc.
- Insilico Medicine
- Exscientia
- BenevolentAI
- Aria Pharmaceuticals, Inc.
- Integral BioSciences
- Alphabet Inc.
Significant developments in Artificial Intelligence in Drug Discovery Sector
Industry Developments:
- November 2022: Cyclica received a USD 1.8 million grant to apply its AI platform to discover new non-hormonal contraceptives.
- October 2022: Ginkgo Bioworks acquired Zymergen to enhance its platform with automation and biological engineering capabilities.
- September 2022: CytoReason partnered with Pfizer for USD 110 million to use its biological models in immune-mediated disease and cancer immunotherapy research.
- August 2022: Sanofi partnered with Atomwise in a drug design deal worth USD 1.2 billion.
- May 2022: AstraZeneca collaborated with BenevolentAI to collect a second pulmonary fibrosis target.
Regional Insight
North America holds a significant market share due to the presence of leading AI companies, advanced healthcare infrastructure, and high investment in AI and healthcare technologies. Asia-Pacific is expected to grow rapidly due to increasing investments in AI and healthcare, growing pharmaceutical and biotechnology sectors, and favorable government policies.
Artificial Intelligence in Drug Discovery Market REPORT HIGHLIGHTS
Aspects | Details |
---|---|
Study Period | 2019-2033 |
Base Year | 2024 |
Estimated Year | 2025 |
Forecast Period | 2025-2033 |
Historical Period | 2019-2024 |
Growth Rate | CAGR of 12.2% from 2019-2033 |
Segmentation |
|
- 1. Introduction
- 1.1. Research Scope
- 1.2. Market Segmentation
- 1.3. Research Methodology
- 1.4. Definitions and Assumptions
- 2. Executive Summary
- 2.1. Introduction
- 3. Market Dynamics
- 3.1. Introduction
- 3.2. Market Drivers
- 3.2.1. Increasing Patient Population with Chronic Diseases to Drive the Adoption Rate of Artificial Intelligence (AI) in Drug Discovery
- 3.3. Market Restrains
- 3.3.1. Lack of Standardization in Data Quality May Hinder the Implementation of Artificial Intelligence in Drug Discovery Process
- 3.4. Market Trends
- 3.4.1. Artificial Intelligence-Enabled Biology Modeling and Target Discovery to Drive Market Growth
- 4. Market Factor Analysis
- 4.1. Porters Five Forces
- 4.2. Supply/Value Chain
- 4.3. PESTEL analysis
- 4.4. Market Entropy
- 4.5. Patent/Trademark Analysis
- 5. Global Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Drug Type
- 5.1.1. Small Molecule
- 5.1.2. Large Molecule
- 5.2. Market Analysis, Insights and Forecast - by Offering
- 5.2.1. Software
- 5.2.2. Services
- 5.3. Market Analysis, Insights and Forecast - by Technology
- 5.3.1. Machine Learning
- 5.3.2. Natural Language Processing
- 5.3.3. Others
- 5.4. Market Analysis, Insights and Forecast - by Application
- 5.4.1. Endocrinology
- 5.4.2. Cardiology
- 5.4.3. Oncology
- 5.4.4. Neurology
- 5.4.5. Others
- 5.5. Market Analysis, Insights and Forecast - by End-user
- 5.5.1. Pharmaceutical & Biotechnological Companies
- 5.5.2. Academic & Research Institutes
- 5.5.3. Others
- 5.6. Market Analysis, Insights and Forecast - by Region
- 5.6.1. North America
- 5.1. Market Analysis, Insights and Forecast - by Drug Type
- 6. North America Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 6.1.1 United States
- 6.1.2 Canada
- 6.1.3 Mexico
- 7. South America Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 7.1.1 Brazil
- 7.1.2 Argentina
- 7.1.3 Rest of South America
- 8. Asia Pacific Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 8.1.1 Japan
- 8.1.2 China
- 8.1.3 India
- 8.1.4 Australia
- 8.1.5 Southeast Asia
- 8.1.6 Rest of Asia Pacific
- 9. Latin America Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 9.1.1 Brazil
- 9.1.2 Mexico
- 9.1.3 Rest of Latin America
- 10. Middle East & Africa Artificial Intelligence in Drug Discovery Market Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 10.1.1 GCC
- 10.1.2 South Africa
- 11. Competitive Analysis
- 11.1. Global Market Share Analysis 2024
- 11.2. Company Profiles
- 11.2.1 Microsoft (U.S.)
- 11.2.1.1. Overview
- 11.2.1.2. Products
- 11.2.1.3. SWOT Analysis
- 11.2.1.4. Recent Developments
- 11.2.1.5. Financials (Based on Availability)
- 11.2.2 Schrödinger Inc. (U.S.)
- 11.2.2.1. Overview
- 11.2.2.2. Products
- 11.2.2.3. SWOT Analysis
- 11.2.2.4. Recent Developments
- 11.2.2.5. Financials (Based on Availability)
- 11.2.3 Cresset (U.K.)
- 11.2.3.1. Overview
- 11.2.3.2. Products
- 11.2.3.3. SWOT Analysis
- 11.2.3.4. Recent Developments
- 11.2.3.5. Financials (Based on Availability)
- 11.2.4 IBM (U.S.)
- 11.2.4.1. Overview
- 11.2.4.2. Products
- 11.2.4.3. SWOT Analysis
- 11.2.4.4. Recent Developments
- 11.2.4.5. Financials (Based on Availability)
- 11.2.5 Atomwise Inc. (U.S.)
- 11.2.5.1. Overview
- 11.2.5.2. Products
- 11.2.5.3. SWOT Analysis
- 11.2.5.4. Recent Developments
- 11.2.5.5. Financials (Based on Availability)
- 11.2.6 Insilico Medicine (U.S.)
- 11.2.6.1. Overview
- 11.2.6.2. Products
- 11.2.6.3. SWOT Analysis
- 11.2.6.4. Recent Developments
- 11.2.6.5. Financials (Based on Availability)
- 11.2.7 Exscientia (U.K.)
- 11.2.7.1. Overview
- 11.2.7.2. Products
- 11.2.7.3. SWOT Analysis
- 11.2.7.4. Recent Developments
- 11.2.7.5. Financials (Based on Availability)
- 11.2.8 BenevolentAI (U.K.)
- 11.2.8.1. Overview
- 11.2.8.2. Products
- 11.2.8.3. SWOT Analysis
- 11.2.8.4. Recent Developments
- 11.2.8.5. Financials (Based on Availability)
- 11.2.9 Aria Pharmaceuticals Inc. (U.S.)
- 11.2.9.1. Overview
- 11.2.9.2. Products
- 11.2.9.3. SWOT Analysis
- 11.2.9.4. Recent Developments
- 11.2.9.5. Financials (Based on Availability)
- 11.2.10 Integral BioSciences (U.S.)
- 11.2.10.1. Overview
- 11.2.10.2. Products
- 11.2.10.3. SWOT Analysis
- 11.2.10.4. Recent Developments
- 11.2.10.5. Financials (Based on Availability)
- 11.2.11 Alphabet Inc. (U.S.)
- 11.2.11.1. Overview
- 11.2.11.2. Products
- 11.2.11.3. SWOT Analysis
- 11.2.11.4. Recent Developments
- 11.2.11.5. Financials (Based on Availability)
- 11.2.1 Microsoft (U.S.)
- Figure 1: Global Artificial Intelligence in Drug Discovery Market Revenue Breakdown (USD Billion, %) by Region 2024 & 2032
- Figure 2: Global Artificial Intelligence in Drug Discovery Market Volume Breakdown (1,000 Units, %) by Region 2024 & 2032
- Figure 3: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 4: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 5: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 6: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Figure 7: South America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 8: South America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 9: South America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 10: South America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Figure 11: Asia Pacific Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 12: Asia Pacific Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 13: Asia Pacific Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 14: Asia Pacific Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Figure 15: Latin America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 16: Latin America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 17: Latin America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 18: Latin America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Figure 19: Middle East & Africa Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 20: Middle East & Africa Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 21: Middle East & Africa Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 22: Middle East & Africa Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Figure 23: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Drug Type 2024 & 2032
- Figure 24: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Drug Type 2024 & 2032
- Figure 25: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Drug Type 2024 & 2032
- Figure 26: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Drug Type 2024 & 2032
- Figure 27: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Offering 2024 & 2032
- Figure 28: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Offering 2024 & 2032
- Figure 29: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Offering 2024 & 2032
- Figure 30: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Offering 2024 & 2032
- Figure 31: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Technology 2024 & 2032
- Figure 32: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Technology 2024 & 2032
- Figure 33: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Technology 2024 & 2032
- Figure 34: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Technology 2024 & 2032
- Figure 35: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Application 2024 & 2032
- Figure 36: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Application 2024 & 2032
- Figure 37: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Application 2024 & 2032
- Figure 38: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Application 2024 & 2032
- Figure 39: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by End-user 2024 & 2032
- Figure 40: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by End-user 2024 & 2032
- Figure 41: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by End-user 2024 & 2032
- Figure 42: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by End-user 2024 & 2032
- Figure 43: North America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion), by Country 2024 & 2032
- Figure 44: North America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units), by Country 2024 & 2032
- Figure 45: North America Artificial Intelligence in Drug Discovery Market Revenue Share (%), by Country 2024 & 2032
- Figure 46: North America Artificial Intelligence in Drug Discovery Market Volume Share (%), by Country 2024 & 2032
- Table 1: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Region 2019 & 2032
- Table 2: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Region 2019 & 2032
- Table 3: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Drug Type 2019 & 2032
- Table 4: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Drug Type 2019 & 2032
- Table 5: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Offering 2019 & 2032
- Table 6: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Offering 2019 & 2032
- Table 7: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Technology 2019 & 2032
- Table 8: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Technology 2019 & 2032
- Table 9: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Application 2019 & 2032
- Table 10: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Application 2019 & 2032
- Table 11: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by End-user 2019 & 2032
- Table 12: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by End-user 2019 & 2032
- Table 13: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Region 2019 & 2032
- Table 14: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Region 2019 & 2032
- Table 15: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 16: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 17: United States Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 18: United States Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 19: Canada Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 20: Canada Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 21: Mexico Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 22: Mexico Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 23: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 24: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 25: Brazil Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 26: Brazil Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 27: Argentina Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 28: Argentina Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 29: Rest of South America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 30: Rest of South America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 31: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 32: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 33: Japan Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 34: Japan Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 35: China Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 36: China Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 37: India Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 38: India Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 39: Australia Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 40: Australia Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 41: Southeast Asia Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 42: Southeast Asia Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 43: Rest of Asia Pacific Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 44: Rest of Asia Pacific Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 45: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 46: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 47: Brazil Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 48: Brazil Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 49: Mexico Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 50: Mexico Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 51: Rest of Latin America Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 52: Rest of Latin America Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 53: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 54: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 55: GCC Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 56: GCC Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 57: South Africa Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 58: South Africa Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 59: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Drug Type 2019 & 2032
- Table 60: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Drug Type 2019 & 2032
- Table 61: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Offering 2019 & 2032
- Table 62: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Offering 2019 & 2032
- Table 63: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Technology 2019 & 2032
- Table 64: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Technology 2019 & 2032
- Table 65: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Application 2019 & 2032
- Table 66: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Application 2019 & 2032
- Table 67: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by End-user 2019 & 2032
- Table 68: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by End-user 2019 & 2032
- Table 69: Global Artificial Intelligence in Drug Discovery Market Revenue USD Billion Forecast, by Country 2019 & 2032
- Table 70: Global Artificial Intelligence in Drug Discovery Market Volume 1,000 Units Forecast, by Country 2019 & 2032
- Table 71: U.S. Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 72: U.S. Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
- Table 73: Canada Artificial Intelligence in Drug Discovery Market Revenue (USD Billion) Forecast, by Application 2019 & 2032
- Table 74: Canada Artificial Intelligence in Drug Discovery Market Volume (1,000 Units) Forecast, by Application 2019 & 2032
STEP 1 - Identification of Relevant Samples Size from Population Database



STEP 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

Note* : In applicable scenarios
STEP 3 - Data Sources
Primary Research
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- Research Institute
- Latest Research Reports
- Opinion Leaders
Secondary Research
- Annual Reports
- White Paper
- Latest Press Release
- Industry Association
- Paid Database
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STEP 4 - Data Triangulation
Involves using different sources of information in order to increase the validity of a study
These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.
Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.
During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence
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