재료 탐색 분야 AI 시장 : 제공별, 소재 유형별, 기술별, 도입 형태별, 최종사용자별, 국가별, 지역별 - 세계의 업계 분석, 시장 규모, 시장 점유율 및 예측(2026-2033년)

AI in Materials Discovery Market size was valued at US$ 12,908.7 Million in 2025, expanding at a CAGR of 35.8% from 2026 to 2033.

The term AI in Materials Discovery can be defined as a set of methods that involve the use of machine learning, deep learning, and computer simulation in order to discover properties of certain materials, process large amounts of chemical data, and generate materials with desired properties. It is characterized by the use of a traditional trial-and-error approach together with computer modeling, which significantly reduces the cycle time from years to months. AI technologies revolutionize the field of materials science and facilitate fast discovery of material candidates, their optimization, and experimentation through data analysis. Thus, these features provide fast innovation, reduction of R&D costs, and scaling up of materials design and production.

AI in Materials Discovery Market- Market Dynamics

Rise of AI Material Discovery Platforms Driving Market Growth

The main reason for growth in AI in the materials discovery market is the adoption of AI-based material discovery platforms. These AI platforms help in faster and accurate material discovery due to the analysis of big data, shortened research periods, higher prediction capabilities, and lower material development costs. For instance, according to the American Chemical Society Org, the growing use of AI material discovery platforms is changing the face of materials research by allowing scientists to screen millions of materials virtually, thus reducing the need for time-consuming trial-and-error processes. The report notes that the use of AI material discovery platforms that combine machine learning, high-throughput screening, and large databases of materials facilitates faster discovery of novel materials for various uses, including batteries, semiconductors, catalysts, and renewable energy applications. Thus, AI adoption accelerates innovation, cuts costs, and drives market growth.

AI in Materials Discovery Market- Segmentation Analysis:

The Global AI in Materials Discovery Market is segmented on the basis of Offering, Material Type, Technology, Deployment Mode, End User, and Region.

In terms of offering, software holds a prominent share, as it helps in building AI models, screening materials using high-throughput techniques, simulation, prediction, and analysis of data, which helps in discovering and optimizing materials. For instance, in April 2026, according to Eurostat, 19.95% of EU companies having 10 or more employees used artificial intelligence technologies. This indicates that there is an increased adoption of AI software in business processes. It is clear from the statistics provided that 55.03% of big firms, 30.36% of medium-sized enterprises, and 17.0% of small enterprises used AI software, which was mostly based on analysis of written language. Therefore, rising enterprise adoption of AI software will strengthen the software segment's dominance.

AI in Materials Discovery Market- Geographical Insights

The share of the market was significant in North America due to the advanced research infrastructure, leading technology companies, and collaborations between research institutes and the industry in the region. For instance, in November 2025, Canada's Digital Research Infrastructure Strategy helps improve the country's advanced research infrastructure with the USD 418 million federal funding aimed at improving advanced research computing, research software, data management, and high-speed research networks. In particular, it involves a USD 274 million investment in establishing a national digital research infrastructure organization, a USD 37 million investment in expanding advanced research computing at five national host sites, and improving the research network and cybersecurity in the country. Thus, continued investments in digital infrastructure will accelerate AI materials discovery and North American growth.

USA AI in Materials Discovery Market- Country Insights

The USA will continue to have a dominant position in the AI in Materials Discovery market due to huge investments in research and development along with a robust innovation ecosystem. For instance, in 2025, according to the World Intellectual Property Organization, the US was placed 3rd among 139 economies on the Global Innovation Index, indicating the presence of a vibrant, innovative business environment in the country. The country was 1st in North America; the US had 22 top science and technology clusters in the world and rose to 3rd position in terms of innovation output. Thus, innovations and research superiority will spur growth in the market.

AI in Materials Discovery Market- Competitive Landscape:

The Artificial Intelligence in Material Discovery market experiences high levels of competition due to continuous innovations within AI technology and partnerships. The key players in the market include Google LLC, Microsoft Corporation, BASF SE, International Business Machines Corp., and Dassault Systemes, who continue developing their positions in the market through advanced AI and simulation used in material discovery and conducting joint research. In February 2025, the company International Business Machines (IBM) acquired HashiCorp for USD 6,400 million. Through the deal, IBM has strengthened its hybrid cloud and AI automation capabilities and sped up the implementation of AI-powered research workflows, including materials discovery solutions. As a result, the market might become even more competitive and dynamic due to the investments and acquisitions in AI.

Recent Developments:

In May 2025, Microsoft launched Microsoft Discovery, an enterprise AI platform that uses agentic AI to accelerate research, simulation, and materials innovation across scientific industries. The platform enabled researchers to automate complex R&D workflows, improving innovation speed and strengthening Microsoft's AI ecosystem for materials discovery.

SCOPE OF THE REPORT

The scope of this report covers the market by its major segments, which include as follows:

GLOBAL AI IN MATERIALS DISCOVERY MARKET KEY PLAYERS- DETAILED COMPETITIVE INSIGHTS

• Google LLC
• Microsoft Corporation
• International Business Machines Corporation
• BASF SE
• Dassault Systemes (BIOVIA)
• Schrodinger, Inc.
• Citrine Informatics, Inc.
• Materials Zone Ltd.
• Mat3ra (formerly Exabyte Inc.)
• Nautilus Materials, Inc.
• Enthought, Inc.
• Iktos SA
• Aionics Inc.
• Polymerize Pte. Ltd.
• Atinary Technologies GmbH
• PhaseShift Technologies
• Kebotix, Inc.
• Orbital Materials
• PostEra
• XtalPi Holdings Limited
• NNAISENSE SA
• Others

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY OFFERING- MARKET ANALYSIS, 2020 - 2033

• Software
• Hardware
• Services

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY MATERIAL TYPE- MARKET ANALYSIS, 2020 - 2033

• Polymers
• Metals and Alloys
• Ceramics
• Composites
• Nanomaterials
• Semiconductors

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY TECHNOLOGY- MARKET ANALYSIS, 2020 - 2033

• Machine Learning
• Deep Learning
• Generative Artificial Intelligence
• Natural Language Processing

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY DEPLOYMENT MODE- MARKET ANALYSIS, 2020 - 2033

• On Premise
• Cloud Based
• Hybrid

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY END USER- MARKET ANALYSIS, 2020 - 2033

• Chemical Companies
• Pharmaceutical Companies
• Research Institutions
• Manufacturing Companies

GLOBAL AI IN MATERIALS DISCOVERY MARKET, BY REGION- MARKET ANALYSIS, 2020 - 2033

• North America
• U.S.
• Canada
• Europe
• Germany
• UK
• France
• Italy
• Spain
• The Netherlands
• Sweden
• Russia
• Poland
• Denmark
• Rest of Europe
• Asia Pacific
• China
• India
• Japan
• South Korea
• Australia
• Indonesia
• Thailand
• Philippines
• Taiwan
• Vietnam
• Rest of APAC
• Latin America
• Brazil
• Mexico
• Argentina
• Colombia
• Rest of LATAM
• The Middle East and Africa
• Saudi Arabia
• UAE
• Israel
• Turkey
• Algeria
• Egypt
• Iran
• Qatar
• Rest of MEA

Table of Contents

1. AI in Materials Discovery Market Overview

• 1.1. Study Scope
• 1.2. Market Estimation Years

2. Executive Summary

• 2.1. Market Snippet
  • 2.1.1. AI in Materials Discovery Market Snippet by Offering
  • 2.1.2. AI in Materials Discovery Market Snippet by Material Type
  • 2.1.3. AI in Materials Discovery Market Snippet by Technology
  • 2.1.4. AI in Materials Discovery Market Snippet by Deployment Mode
  • 2.1.5. AI in Materials Discovery Market Snippet by End User
  • 2.1.6. AI in Materials Discovery Market Snippet by Country
  • 2.1.7. AI in Materials Discovery Market Snippet by Region
• 2.2. Competitive Insights

3. AI in Materials Discovery Key Market Trends

• 3.1. AI in Materials Discovery Market Drivers
  • 3.1.1. Impact Analysis of Market Drivers
• 3.2. AI in Materials Discovery Market Restraints
  • 3.2.1. Impact Analysis of Market Restraints
• 3.3. AI in Materials Discovery Market Opportunities
• 3.4. AI in Materials Discovery Market Future Trends

4. AI in Materials Discovery Industry Study

• 4.1. PEST Analysis
• 4.2. Porter's Five Forces Analysis
• 4.3. Growth Prospect Mapping
• 4.4. Regulatory Framework Analysis

5. AI in Materials Discovery Market : Impact of Escalating Geopolitical Tensions

• 5.1. Impact of COVID-19 Pandemic
• 5.2. Impact of Russia-Ukraine War
• 5.3. Impact of Middle East Conflicts

6. AI in Materials Discovery Market Landscape

• 6.1. AI in Materials Discovery Market Share Analysis, 2025
• 6.2. Breakdown Data, by Key Manufacturer
  • 6.2.1. Established Players' Analysis
  • 6.2.2. Emerging Players' Analysis

7. AI in Materials Discovery Market - By Offering

• 7.1. Overview
  • 7.1.1. Segment Share Analysis, By Offering, 2025 & 2033 (%)
  • 7.1.2. Software
  • 7.1.3. Hardware
  • 7.1.4. Services

8. AI in Materials Discovery Market - By Material Type

• 8.1. Overview
  • 8.1.1. Segment Share Analysis, By Material Type, 2025 & 2033 (%)
  • 8.1.2. Polymers
  • 8.1.3. Metals and Alloys
  • 8.1.4. Ceramics
  • 8.1.5. Composites
  • 8.1.6. Nanomaterials
  • 8.1.7. Semiconductors

9. AI in Materials Discovery Market - By Technology

• 9.1. Overview
  • 9.1.1. Segment Share Analysis, By Technology, 2025 & 2033 (%)
  • 9.1.2. Machine Learning
  • 9.1.3. Deep Learning
  • 9.1.4. Generative Artificial Intelligence
  • 9.1.5. Natural Language Processing

10. AI in Materials Discovery Market - By Deployment Mode

• 10.1. Overview
  • 10.1.1. Segment Share Analysis, By Deployment Mode, 2025 & 2033 (%)
  • 10.1.2. On Premise
  • 10.1.3. Cloud Based
  • 10.1.4. Hybrid

11. AI in Materials Discovery Market - By End User

• 11.1. Overview
  • 11.1.1. Segment Share Analysis, By End User, 2025 & 2033 (%)
  • 11.1.2. Chemical Companies
  • 11.1.3. Pharmaceutical Companies
  • 11.1.4. Research Institutions
  • 11.1.5. Manufacturing Companies

12. AI in Materials Discovery Market - By Geography

• 12.1. Introduction
  • 12.1.1. Segment Share Analysis, By Geography, 2025 & 2033 (%)
• 12.2. North America
  • 12.2.1. Overview
  • 12.2.2. AI in Materials Discovery Key Manufacturers in North America
  • 12.2.3. North America Market Size and Forecast, By Country, 2020 - 2033 (US$ Million)
  • 12.2.4. North America Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
  • 12.2.5. North America Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
  • 12.2.6. North America Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
  • 12.2.7. North America Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
  • 12.2.8. North America Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.2.9. U.S.
    • 12.2.9.1. Overview
    • 12.2.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.2.9.3. U.S. Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.2.9.4. U.S. Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.2.9.5. U.S. Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.2.9.6. U.S. Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.2.9.7. U.S. Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.2.10. Canada
    • 12.2.10.1. Overview
    • 12.2.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.2.10.3. Canada Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.2.10.4. Canada Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.2.10.5. Canada Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.2.10.6. Canada Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.2.10.7. Canada Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
• 12.3. Europe
  • 12.3.1. Overview
  • 12.3.2. AI in Materials Discovery Key Manufacturers in Europe
  • 12.3.3. Europe Market Size and Forecast, By Country, 2020 - 2033 (US$ Million)
  • 12.3.4. Europe Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
  • 12.3.5. Europe Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
  • 12.3.6. Europe Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
  • 12.3.7. Europe Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
  • 12.3.8. Europe Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.9. Germany
    • 12.3.9.1. Overview
    • 12.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.9.3. Germany Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.9.4. Germany Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.9.5. Germany Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.9.6. Germany Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.9.7. Germany Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.10. UK
    • 12.3.10.1. Overview
    • 12.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.10.3. UK Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.10.4. UK Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.10.5. UK Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.10.6. UK Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.10.7. UK Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.11. France
    • 12.3.11.1. Overview
    • 12.3.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.11.3. France Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.11.4. France Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.11.5. France Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.11.6. France Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.11.7. France Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.12. Italy
    • 12.3.12.1. Overview
    • 12.3.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.12.3. Italy Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.12.4. Italy Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.12.5. Italy Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.12.6. Italy Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.12.7. Italy Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.13. Spain
    • 12.3.13.1. Overview
    • 12.3.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.13.3. Spain Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.13.4. Spain Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.13.5. Spain Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.13.6. Spain Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.13.7. Spain Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.14. The Netherlands
    • 12.3.14.1. Overview
    • 12.3.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.14.3. The Netherlands Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.14.4. The Netherlands Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.14.5. The Netherlands Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.14.6. The Netherlands Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.14.7. The Netherlands Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.15. Sweden
    • 12.3.15.1. Overview
    • 12.3.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.15.3. Sweden Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.15.4. Sweden Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.15.5. Sweden Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.15.6. Sweden Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.15.7. Sweden Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.16. Russia
    • 12.3.16.1. Overview
    • 12.3.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.16.3. Russia Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.16.4. Russia Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.16.5. Russia Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.16.6. Russia Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.16.7. Russia Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.17. Poland
    • 12.3.17.1. Overview
    • 12.3.17.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.17.3. Poland Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.17.4. Poland Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.17.5. Poland Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.17.6. Poland Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.17.7. Poland Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.18. Denmark
    • 12.3.18.1. Overview
    • 12.3.18.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.18.3. Denmark Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.18.4. Denmark Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.18.5. Denmark Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.18.6. Denmark Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.18.7. Denmark Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.3.19. Rest of Europe
    • 12.3.19.1. Overview
    • 12.3.19.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.3.19.3. Rest of the Europe Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.3.19.4. Rest of the Europe Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.3.19.5. Rest of the Europe Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.3.19.6. Rest of the Europe Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.3.19.7. Rest of the Europe Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
• 12.4. Asia Pacific (APAC)
  • 12.4.1. Overview
  • 12.4.2. AI in Materials Discovery Key Manufacturers in Asia Pacific
  • 12.4.3. APAC Market Size and Forecast, By Country, 2020 - 2033 (US$ Million)
  • 12.4.4. APAC Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
  • 12.4.5. APAC Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
  • 12.4.6. APAC Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
  • 12.4.7. APAC Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
  • 12.4.8. APAC Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.9. China
    • 12.4.9.1. Overview
    • 12.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.9.3. China Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.9.4. China Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.9.5. China Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.9.6. China Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.9.7. China Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.10. India
    • 12.4.10.1. Overview
    • 12.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.10.3. India Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.10.4. India Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.10.5. India Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.10.6. India Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.10.7. India Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.11. Japan
    • 12.4.11.1. Overview
    • 12.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.11.3. Japan Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.11.4. Japan Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.11.5. Japan Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.11.6. Japan Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.11.7. Japan Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.12. South Korea
    • 12.4.12.1. Overview
    • 12.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.12.3. South Korea Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.12.4. South Korea Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.12.5. South Korea Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.12.6. South Korea Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.12.7. South Korea Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.13. Australia
    • 12.4.13.1. Overview
    • 12.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.13.3. Australia Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.13.4. Australia Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.13.5. Australia Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.13.6. Australia Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.13.7. Australia Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.14. Indonesia
    • 12.4.14.1. Overview
    • 12.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.14.3. Indonesia Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.14.4. Indonesia Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.14.5. Indonesia Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.14.6. Indonesia Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.14.7. Indonesia Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.15. Thailand
    • 12.4.15.1. Overview
    • 12.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.15.3. Thailand Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.15.4. Thailand Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.15.5. Thailand Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.15.6. Thailand Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.15.7. Thailand Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.16. Philippines
    • 12.4.16.1. Overview
    • 12.4.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.16.3. Philippines Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.16.4. Philippines Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.16.5. Philippines Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.16.6. Philippines Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.16.7. Philippines Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.17. Taiwan
    • 12.4.17.1. Overview
    • 12.4.17.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.17.3. Taiwan Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.17.4. Taiwan Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.17.5. Taiwan Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.17.6. Taiwan Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.17.7. Taiwan Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.18. Vietnam
    • 12.4.18.1. Overview
    • 12.4.18.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.18.3. Vietnam Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.18.4. Vietnam Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.18.5. Vietnam Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.18.6. Vietnam Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.18.7. Vietnam Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.4.19. Rest of APAC
    • 12.4.19.1. Overview
    • 12.4.19.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.4.19.3. Rest of APAC Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.4.19.4. Rest of APAC Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.4.19.5. Rest of APAC Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.4.19.6. Rest of APAC Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.4.19.7. Rest of APAC Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
• 12.5. Latin America (LATAM)
  • 12.5.1. Overview
  • 12.5.2. AI in Materials Discovery Key Manufacturers in Latin America
  • 12.5.3. LATAM Market Size and Forecast, By Country, 2020 - 2033 (US$ Million)
  • 12.5.4. LATAM Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
  • 12.5.5. LATAM Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
  • 12.5.6. LATAM Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
  • 12.5.7. LATAM Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
  • 12.5.8. LATAM Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.5.9. Brazil
    • 12.5.9.1. Overview
    • 12.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.5.9.3. Brazil Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.5.9.4. Brazil Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.5.9.5. Brazil Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.5.9.6. Brazil Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.5.9.7. Brazil Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.5.10. Mexico
    • 12.5.10.1. Overview
    • 12.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.5.10.3. Mexico Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.5.10.4. Mexico Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.5.10.5. Mexico Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.5.10.6. Mexico Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.5.10.7. Mexico Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.5.11. Argentina
    • 12.5.11.1. Overview
    • 12.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.5.11.3. Argentina Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.5.11.4. Argentina Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.5.11.5. Argentina Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.5.11.6. Argentina Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.5.11.7. Argentina Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.5.12. Colombia
    • 12.5.12.1. Overview
    • 12.5.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.5.12.3. Colombia Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.5.12.4. Colombia Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.5.12.5. Colombia Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.5.12.6. Colombia Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.5.12.7. Colombia Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.5.13. Rest of LATAM
    • 12.5.13.1. Overview
    • 12.5.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.5.13.3. Rest of LATAM Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.5.13.4. Rest of LATAM Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.5.13.5. Rest of LATAM Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.5.13.6. Rest of LATAM Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.5.13.7. Rest of LATAM Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
• 12.6. Middle East and Africa
  • 12.6.1. Overview
  • 12.6.2. AI in Materials Discovery Key Manufacturers in Middle East and Africa
  • 12.6.3. Middle East and Africa Market Size and Forecast, By Country, 2020 - 2033 (US$ Million)
  • 12.6.4. Middle East and Africa Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
  • 12.6.5. Middle East and Africa Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
  • 12.6.6. Middle East and Africa Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
  • 12.6.7. Middle East and Africa Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
  • 12.6.8. Middle East and Africa Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.9. Saudi Arabia
    • 12.6.9.1. Overview
    • 12.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.9.3. Saudi Arabia Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.9.4. Saudi Arabia Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.9.5. Saudi Arabia Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.9.6. Saudi Arabia Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.9.7. Saudi Arabia Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.10. United Arab Emirates
    • 12.6.10.1. Overview
    • 12.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.10.3. United Arab Emirates Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.10.4. United Arab Emirates Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.10.5. United Arab Emirates Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.10.6. United Arab Emirates Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.10.7. United Arab Emirates Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.11. Israel
    • 12.6.11.1. Overview
    • 12.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.11.3. Israel Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.11.4. Israel Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.11.5. Israel Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.11.6. Israel Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.11.7. Israel Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.12. Turkey
    • 12.6.12.1. Overview
    • 12.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.12.3. Turkey Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.12.4. Turkey Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.12.5. Turkey Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.12.6. Turkey Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.12.7. Turkey Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.13. Algeria
    • 12.6.13.1. Overview
    • 12.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.13.3. Algeria Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.13.4. Algeria Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.13.5. Algeria Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.13.6. Algeria Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.13.7. Algeria Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.14. Egypt
    • 12.6.14.1. Overview
    • 12.6.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.14.3. Egypt Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.14.4. Egypt Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.14.5. Egypt Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.14.6. Egypt Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.14.7. Egypt Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.15. Iran
    • 12.6.15.1. Overview
    • 12.6.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.15.3. Iran Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.15.4. Iran Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.15.5. Iran Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.15.6. Iran Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.15.7. Iran Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.16. Qatar
    • 12.6.16.1. Overview
    • 12.6.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.16.3. Qatar Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.16.4. Qatar Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.16.5. Qatar Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.16.6. Qatar Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.16.7. Qatar Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)
  • 12.6.17. Rest of MEA
    • 12.6.17.1. Overview
    • 12.6.17.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2020 - 2033, (US$ Million)
    • 12.6.17.3. Rest of MEA Market Size and Forecast, By Offering, 2020 - 2033 (US$ Million)
    • 12.6.17.4. Rest of MEA Market Size and Forecast, By Material Type, 2020 - 2033 (US$ Million)
    • 12.6.17.5. Rest of MEA Market Size and Forecast, By Technology, 2020 - 2033 (US$ Million)
    • 12.6.17.6. Rest of MEA Market Size and Forecast, By Deployment Mode, 2020 - 2033 (US$ Million)
    • 12.6.17.7. Rest of MEA Market Size and Forecast, By End User, 2020 - 2033 (US$ Million)

13. Key Vendor Analysis- AI in Materials Discovery Industry

• 13.1. Competitive Benchmarking
  • 13.1.1. Competitive Dashboard
  • 13.1.2. Competitive Positioning
• 13.2. Company Profiles
  • 13.2.1. Google LLC
  • 13.2.2. Microsoft Corporation
  • 13.2.3. International Business Machines Corporation
  • 13.2.4. BASF SE
  • 13.2.5. Dassault Systemes (BIOVIA)
  • 13.2.6. Schrodinger, Inc.
  • 13.2.7. Citrine Informatics, Inc.
  • 13.2.8. Materials Zone Ltd.
  • 13.2.9. Mat3ra (formerly Exabyte Inc.)
  • 13.2.10. Nautilus Materials, Inc.
  • 13.2.11. Enthought, Inc.
  • 13.2.12. Iktos SA
  • 13.2.13. Aionics Inc.
  • 13.2.14. Polymerize Pte. Ltd.
  • 13.2.15. Atinary Technologies GmbH
  • 13.2.16. PhaseShift Technologies
  • 13.2.17. Kebotix, Inc.
  • 13.2.18. Orbital Materials
  • 13.2.19. PostEra
  • 13.2.20. XtalPi Holdings Limited
  • 13.2.21. NNAISENSE SA
  • 13.2.22. Others

14. 360 Degree AnalystView

15. Appendix

• 15.1. Research Methodology
• 15.2. References
• 15.3. Abbreviations
• 15.4. Disclaimer
• 15.5. Contact Us