According to the latest research analysis,the global market for Artificial Intelligence Discovers Molecules should grow from US$ million in 2022 to US$ million by 2029, with a CAGR of % for the period of 2023-2029.

China Artificial Intelligence Discovers Molecules market should grow from US$ million in 2022 to US$ million by 2029, with a CAGR of % for the period of 2023-2029.

The United States Artificial Intelligence Discovers Molecules market should grow from US$ million in 2022 to US$ million by 2029, with a CAGR of % for the period of 2023-2029.

In terms of type, Drug Design and Synthesis segment holds a share about % in 2022 and will reach % in 2029; while in terms of application, Tumor has a share approximately % in 2022 and will grow at a CAGR % during 2023 and 2029.

The global key manufacturers of Artificial Intelligence Discovers Molecules include Insilico Medicine, Verge Genomics, IBM Watson Health, Exscientia, BenevolentAI, Atomwise, Cloud Pharmaceutical, Numerate and OWKIN, etc. In 2022, the global top five players hold a share approximately % in terms of revenue.

AI discovery of molecules is the use of machine learning tools to explore large databases containing known molecules and their properties. Using this information can generate new possibilities to discover new drug candidates faster and at a lower cost.

This report aims to provide a comprehensive study of the global market for Artificial Intelligence Discovers Molecules.
Data-Driven Insights: Highlights from Our Report

(1) Global Artificial Intelligence Discovers Molecules market size (value), history data from 2018-2022 and forecast data from 2023 to 2029.

(2) Global Artificial Intelligence Discovers Molecules market competitive situation, revenue and market share, from 2018 to 2022.

(3) China Artificial Intelligence Discovers Molecules market competitive situation, revenue and market share, from 2018 to 2022.

(4) Global Artificial Intelligence Discovers Molecules segment by region (or country), key regions cover the United States, Europe, Japan, South Korea, Southeast Asia and India, etc.

(5) Global Artificial Intelligence Discovers Molecules segment by type and by application and regional segment by type and by application.

(6) Artificial Intelligence Discovers Molecules industry supply chain, upstream, midstream and downstream analysis.

Breaking Down Market Segments by Region: A Deep Dive Analysis

North America (United States, Canada and Mexico)

Europe (Germany, France, UK, Russia, Italy and Rest of Europe)

Asia-Pacific (China, Japan, South Korea, India, Southeast Asia, Australia and Rest of Asia-Pacific)

South America (Brazil, Rest of South America)

Middle East & Africa

Understanding Market Segments by Type: A Comparative Analysis

Drug Design and Synthesis

Drug Prediction

Other

Market Segmentation by Application: Dividing Key Markets and Identifying Opportunities

Tumor

Central Nervous System

Other

Understanding Market Segments by Key Players: Insights and Opportunities

Insilico Medicine

Verge Genomics

IBM Watson Health

Exscientia

BenevolentAI

Atomwise

Cloud Pharmaceutical

Numerate

OWKIN

AccutarBio

XtalPi

Deep intelligent

1 Market Overview

1.1 Product Overview and Scope of Artificial Intelligence Discovers Molecules

1.2 Global Artificial Intelligence Discovers Molecules Market Size and Forecast

1.3 China Artificial Intelligence Discovers Molecules Market Size and Forecast

1.4 China Market Percentage in Global

1.4.1 By Revenue, China Artificial Intelligence Discovers Molecules Share in Global Market, 2018-2029

1.4.2 Artificial Intelligence Discovers Molecules Market Size: China VS Global, 2018-2029

1.5 Artificial Intelligence Discovers Molecules Market Dynamics

1.5.1 Artificial Intelligence Discovers Molecules Market Drivers

1.5.2 Artificial Intelligence Discovers Molecules Market Restraints

1.5.3 Artificial Intelligence Discovers Molecules Industry Trends

1.5.4 Artificial Intelligence Discovers Molecules Industry Policy

2 Global Competitive Situation by Company

2.1 Global Artificial Intelligence Discovers Molecules Revenue by Company (2018-2023)

2.2 Global Artificial Intelligence Discovers Molecules Participants, Market Position (Tier 1, Tier 2 and Tier 3)

2.3 Global Artificial Intelligence Discovers Molecules Concentration Ratio

2.4 Global Artificial Intelligence Discovers Molecules Mergers & Acquisitions, Expansion Plans

2.5 Global Artificial Intelligence Discovers Molecules Manufacturers Product Type

3 China Competitive Situation by Company

3.1 China Artificial Intelligence Discovers Molecules Revenue by Company (2018-2023)

3.2 China Artificial Intelligence Discovers Molecules Artificial Intelligence Discovers Molecules Participants, Market Position (Tier 1, Tier 2 and Tier 3)

3.3 China Artificial Intelligence Discovers Molecules, Revenue Percentage of Local Players VS Foreign Manufacturers (2018-2023)

4 Industry Chain Analysis

4.1 Artificial Intelligence Discovers Molecules Industry Chain

4.2 Artificial Intelligence Discovers Molecules Upstream Analysis

4.3 Artificial Intelligence Discovers Molecules Midstream Analysis

4.4 Artificial Intelligence Discovers Molecules Downstream Analysis

5 Sights by Type

5.1 Artificial Intelligence Discovers Molecules Classification

5.1.1 Drug Design and Synthesis

5.1.2 Drug Prediction

5.1.3 Other

5.2 By Type, Global Artificial Intelligence Discovers Molecules Market Size & CAGR, 2018 VS 2022 VS 2029

5.3 By Type, Global Artificial Intelligence Discovers Molecules Revenue, 2018-2029

6 Sights by Application

6.1 Artificial Intelligence Discovers Molecules Segment by Application

6.1.1 Tumor

6.1.2 Central Nervous System

6.1.3 Other

6.2 By Application, Global Artificial Intelligence Discovers Molecules Market Size & CAGR, 2018 VS 2022 VS 2029

6.3 By Application, Global Artificial Intelligence Discovers Molecules Revenue, 2018-2029

7 Sales Sights by Region

7.1 By Region, Global Artificial Intelligence Discovers Molecules Market Size, 2018 VS 2022 VS 2029

7.2 By Region, Global Artificial Intelligence Discovers Molecules Market Size, 2018-2029

7.3 North America

7.3.1 North America Artificial Intelligence Discovers Molecules Market Size & Forecasts, 2018-2029

7.3.2 By Country, North America Artificial Intelligence Discovers Molecules Market Size Market Share

7.4 Europe

7.4.1 Europe Artificial Intelligence Discovers Molecules Market Size & Forecasts, 2018-2029

7.4.2 By Country, Europe Artificial Intelligence Discovers Molecules Market Size Market Share

7.5 Asia Pacific

7.5.1 Asia Pacific Artificial Intelligence Discovers Molecules Market Size & Forecasts, 2018-2029

7.5.2 By Country/Region, Asia Pacific Artificial Intelligence Discovers Molecules Market Size Market Share

7.6 South America

7.6.1 South America Artificial Intelligence Discovers Molecules Market Size & Forecasts, 2018-2029

7.6.2 By Country, South America Artificial Intelligence Discovers Molecules Market Size Market Share

7.7 Middle East & Africa

8 Sights by Country Level

8.1 By Country, Global Artificial Intelligence Discovers Molecules Market Size & CAGR，2018 VS 2022 VS 2029

8.2 By Country, Global Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.3 U.S.

8.3.1 U.S. Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.3.2 By Company, U.S. Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.3.3 By Type, U.S. Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.3.4 By Application, U.S. Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.4 Europe

8.4.1 Europe Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.4.2 By Company, Europe Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.4.3 By Type, Europe Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.4.4 By Application, Europe Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.5 China

8.5.1 China Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.5.2 By Company, China Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.5.3 By Type, China Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.5.4 By Application, China Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.6 Japan

8.6.1 Japan Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.6.2 By Company, Japan Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.6.3 By Type, Japan Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.6.4 By Application, Japan Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.7 South Korea

8.7.1 South Korea Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.7.2 By Company, South Korea Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.7.3 By Type, South Korea Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.7.4 By Application, South Korea Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.8 Southeast Asia

8.8.1 Southeast Asia Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.8.2 By Company, Southeast Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.8.3 By Type, Southeast Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.8.4 By Application, Southeast Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.9 India

8.9.1 India Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.9.2 By Company, India Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.9.3 By Type, India Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.9.4 By Application, India Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.10 Middle East & Asia

8.10.1 Middle East & Asia Artificial Intelligence Discovers Molecules Market Size, 2018-2029

8.10.2 By Company, Middle East & Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2018-2023

8.10.3 By Type, Middle East & Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

8.10.4 By Application, Middle East & Asia Artificial Intelligence Discovers Molecules Revenue Market Share, 2022 VS 2029

9 Global Manufacturers Profile

9.1 Insilico Medicine

9.1.1 Insilico Medicine Company Information, Head Office, Market Area and Industry Position

9.1.2 Insilico Medicine Company Profile and Main Business

9.1.3 Insilico Medicine Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.1.4 Insilico Medicine Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.1.5 Insilico Medicine Recent Developments

9.2 Verge Genomics

9.2.1 Verge Genomics Company Information, Head Office, Market Area and Industry Position

9.2.2 Verge Genomics Company Profile and Main Business

9.2.3 Verge Genomics Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.2.4 Verge Genomics Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.2.5 Verge Genomics Recent Developments

9.3 IBM Watson Health

9.3.1 IBM Watson Health Company Information, Head Office, Market Area and Industry Position

9.3.2 IBM Watson Health Company Profile and Main Business

9.3.3 IBM Watson Health Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.3.4 IBM Watson Health Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.3.5 IBM Watson Health Recent Developments

9.4 Exscientia

9.4.1 Exscientia Company Information, Head Office, Market Area and Industry Position

9.4.2 Exscientia Company Profile and Main Business

9.4.3 Exscientia Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.4.4 Exscientia Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.4.5 Exscientia Recent Developments

9.5 BenevolentAI

9.5.1 BenevolentAI Company Information, Head Office, Market Area and Industry Position

9.5.2 BenevolentAI Company Profile and Main Business

9.5.3 BenevolentAI Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.5.4 BenevolentAI Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.5.5 BenevolentAI Recent Developments

9.6 Atomwise

9.6.1 Atomwise Company Information, Head Office, Market Area and Industry Position

9.6.2 Atomwise Company Profile and Main Business

9.6.3 Atomwise Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.6.4 Atomwise Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.6.5 Atomwise Recent Developments

9.7 Cloud Pharmaceutical

9.7.1 Cloud Pharmaceutical Company Information, Head Office, Market Area and Industry Position

9.7.2 Cloud Pharmaceutical Company Profile and Main Business

9.7.3 Cloud Pharmaceutical Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.7.4 Cloud Pharmaceutical Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.7.5 Cloud Pharmaceutical Recent Developments

9.8 Numerate

9.8.1 Numerate Company Information, Head Office, Market Area and Industry Position

9.8.2 Numerate Company Profile and Main Business

9.8.3 Numerate Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.8.4 Numerate Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.8.5 Numerate Recent Developments

9.9 OWKIN

9.9.1 OWKIN Company Information, Head Office, Market Area and Industry Position

9.9.2 OWKIN Company Profile and Main Business

9.9.3 OWKIN Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.9.4 OWKIN Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.9.5 OWKIN Recent Developments

9.10 AccutarBio

9.10.1 AccutarBio Company Information, Head Office, Market Area and Industry Position

9.10.2 AccutarBio Company Profile and Main Business

9.10.3 AccutarBio Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.10.4 AccutarBio Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.10.5 AccutarBio Recent Developments

9.11 XtalPi

9.11.1 XtalPi Company Information, Head Office, Market Area and Industry Position

9.11.2 XtalPi Company Profile and Main Business

9.11.3 XtalPi Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.11.4 XtalPi Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.11.5 XtalPi Recent Developments

9.12 Deep intelligent

9.12.1 Deep intelligent Company Information, Head Office, Market Area and Industry Position

9.12.2 Deep intelligent Company Profile and Main Business

9.12.3 Deep intelligent Artificial Intelligence Discovers Molecules Models, Specifications and Application

9.12.4 Deep intelligent Artificial Intelligence Discovers Molecules Revenue and Gross Margin, 2018-2023

9.12.5 Deep intelligent Recent Developments

10 Conclusion

11 Appendix

11.1 Research Methodology

11.2 Data Source

11.2.1 Secondary Sources

11.2.2 Primary Sources

11.3 Market Estimation Model

11.4 Disclaimer

Methodology/Research Approach

This research study involved the extensive usage of both primary and secondary data sources. The research process involved the study of various factors affecting the industry, including the government policy, market environment, competitive landscape, historical data, present trends in the market, technological innovation, upcoming technologies and the technical progress in related industry, and market risks, opportunities, market barriers and challenges. The following illustrative figure shows the market research methodology applied in this report.

Research Programs/Design

Historical Data (2015-2019)	Industry Trends Competitive Landscape By Company Expansion Mergers and Acquisitions Market Segment by Type by Application By Regions/ Geography	Value Status and Outlook Value for Major Players Market Share Growth Rate Present Situation Analysis Value Market Share Growth Rate Present Situation Analysis
Influencing Factors	Market Environment Government Policy Technological Changes Market Risks	Market Drivers Growing Demand of Downstream Reduction in Cost
Market Forecast (2021-2026)	Overall Size by Type by Application By Regions/Geography	Key Data (Value) Market Share Growth Rate CAGR (2021-2026)

Market Size Estimation

Top-down and bottom-up approaches are used to validate the global Voluntary Carbon Offset market size market and estimate the market size for Company, regions segments, product segments and Application (end users).

The market estimations in this report are based on the marketed sale price of Voluntary Carbon Offset (excluding any discounts provided by the player, distributor, wholesaler or traders). The percentage splits, market share, and breakdowns of the product segments are derived on the basis of weights assigned to each of the segments on the basis of their utilization rate and average sale price. The regional splits of the overall Voluntary Carbon Offset market and its sub-segments are based on the percentage adoption or utilization of the given product in the respective region or country.

Major Company in the market is identified through secondary research and their market revenues determined through primary and secondary research. Secondary research included the research of the annual and financial reports of the top Company; whereas, primary research included extensive interviews of key opinion leaders and industry experts such as experienced front-line staff, directors, CEOs and marketing executives. The percentage splits, market share, Growth Rate and breakdowns of the product markets are determined through using secondary sources and verified through the primary sources.

All possible factors that influence the markets included in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. The market size for top-level markets and sub-segments is normalized, and the effect of inflation, economic downturns, and regulatory & policy changes or other factors are not accounted for in the market forecast. This data is combined and added with detailed inputs and analysis from Market Intellix and presented in this report

The following figure shows an illustrative representation of the overall market size estimation process used for this study.

Market Breakdown and Data Triangulation

After complete market engineering with calculations for market statistics; market size estimations; market forecasting; market breakdown; and data triangulation, extensive primary research was conducted to gather information and verify and validate the critical numbers arrived at. In the complete market engineering process, both top-down and bottom-up approaches were extensively used, along with several data triangulation methods, to perform market estimation and market forecasting for the overall market segments and sub-segments listed in this report. Extensive qualitative and further quantitative analysis is also done from all the numbers arrived at in the complete market engineering process to list key information throughout the report.

Data Source

Secondary Sources

Secondary sources include such as press releases, annual reports, non-profit organizations, industry associations, governmental agencies and customs data, etc. This research study involves the usage of widespread secondary sources, directories, databases such as Bloomberg Business, Wind Info, Hoovers, Factiva (Dow Jones & Company), and TRADING ECONOMICS, and News Network, statista, Federal Reserve Economic Data, annual reports, BIS Statistics, ICIS; company house documents; CAS(American Chemical Society); investor presentations; and SEC filings of companies. Secondary research was used to identify and collect information useful for the extensive, technical, market-oriented, and Hospitals study of the Voluntary Carbon Offset market. It was also used to obtain important information about the top companies, market classification and segmentation according to industry trends to the bottom-most level, and key developments related to market and technology perspectives.

Market Size	Segmental value Geographic Penetration Product Adoption Rate for Different market	Journals, Websites, and Press Releases Annual Reports and SEC Filings Company Websites and Press Releases Public and Paid Databases Market Intellix Data Repository
Market Position of Top Company	Product Financials Geographic value Mix Total Company value Business/Segmental value Mix
Qualitative Analysis	Influence Factors Market Potential Market Risks and Opportunities Industry Trends Geographical Features Government Policies	Company Websites and Press Releases Public and Paid Databases Annual Reports Industry Associations Market Intellix Data Repository

Primary Sources

In the primary research process, various sources from both the supply and demand sides were interviewed to obtain qualitative and quantitative information for this report. The primary sources from the supply side include product Company (and their competitors), opinion leaders, industry experts, research institutions, distributors, dealer and traders, as well as the raw materials suppliers and producers, etc.

The primary sources from the demand side include industry experts such as business leaders, marketing and sales directors, technology and innovation directors, supply chain executive, end use (product buyers), and related key executives from various key companies and organizations operating in the global market.

Primary research was conducted to identify segmentation Type, product price range, product Application, key Company, raw materials supply and the downstream demand, industry status and outlook, and key market dynamics such as risks, influence factors, opportunities, market barriers, industry trends, and key player strategies.

Key Executives Interviewed

Key Data Information from Primary Sources

Primary Sources	Parameters	Key Data
Market Segments(by Application, by Type)	Value by Type Status and Forecast Value by Application Value by Regions, Status and Forecast (2021-2026)	Value Market Share by Type Value Growth Rate by Type Value by Application Percentage and Growth Rate by Application Value Growth Rate and Market Share by Regions Market Size Status and Forecast (2021-2026)
Total Market	Overall Size, Status and Forecast	Market Size Status and Forecast (2021-2026)