Material Informatics Market by Technique (Statistical Analysis, Genetic Algorithm, Deep Tensors, Digital Annealers), Elements (Metals, Alloys), Chemicals (Dyes, Polymers, Biomolecules), Application (Chemical, Pharmaceutical) - Global Forecast to 2028

Material Informatics Market by Technique (Statistical Analysis, Genetic Algorithm, Deep Tensors, Digital Annealers), Elements (Metals, Alloys), Chemicals (Dyes, Polymers, Biomolecules), Application (Chemical, Pharmaceutical) - Global Forecast to 2028

The global material informatics market size is anticipated to grow from USD 129 million in 2023 to USD 276 million by 2028, at a CAGR of 16.3% from 2023 to 2028. The rising implementation of material informatics software integrated with AI/ML for materials R&D due to technological advancement and growing digitalization in several applications such as manufacturing, chemical & pharmaceutical, and materials science are some of the major factors propelling the growth of material informatics market.

“Elements to contribute largest market share from 2023 to 2028.”

Material informatics software is used for understanding different elements in various applications, including materials science, manufacturing, food science, energy, and others. Different elements include metals, ceramics, composites, alloys, superalloys, and semiconductors. Using trial and error or synthesis methods can be exhaustive and inefficient during these elements' optimization or discovery processes. To simplify the element development and analysis processes, material informatics software plays a key role.

“Chemical & pharmaceutical application is expected to contribute significant market share in material informatics market during the forecast period.”

The main purpose of material informatics in the chemical & pharmaceutical application is to simplify the discovery and development process of novel chemical blends and, ultimately, new chemical compounds. As a result, many companies are focusing on the R&D of different chemicals. Thus, these R&D activities require collecting, storing, analyzing, and manipulating chemical data. These sustainable operations are achieved by implementing material informatics solutions in the chemical & pharmaceutical sector.

“North America is expected to account for the largest share of market during the forecast period.”

The presence of many key players such as Mat3ra (US), Schrödinger (US), Citrine Informatics (US), Kebotix (US), AI Materia (Canada), Kitware (US), and Uncountable (US), along with a large customer base of manufacturing and chemical & pharmaceutical applications, is one of the major factors driving the material informatics market in the region. The US is also a manufacturing hub for the aerospace industry, which ultimately focuses on material R&D essential for the aerospace sector. All these factors are expected to contribute to the growth of the material informatics market in North America.

Break-up of the profiles of primary participants:

By Company Type – Tier 1 – 35%, Tier 2 – 40%, and Tier 3 – 25%

By Designation – C-level Executives – 35%, Directors – 45%, and Others – 20%

By Region – North America - 35%, Europe – 30%, Asia Pacific – 25%, and RoW – 10%

Research Coverage:

The material informatics market has been segmented into material type, application and region. the material informatics market has been studied for North America, Europe, Asia Pacific, and the Rest of the World (RoW).

Reasons to buy the report:

Illustrative segmentation, analysis, and forecast of the market based on material type, application and region have been conducted to give an overall view of the material informatics market.

A value chain analysis has been performed to provide in-depth insights into the material informatics market.

The key drivers, restraints, opportunities, and challenges pertaining to the material informatics market have been detailed in this report.

The report includes a detailed competitive landscape of the market, along with key players, as well as an in-depth analysis of their revenues.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
    • INCLUSIONS AND EXCLUSIONS
    • STUDY SCOPE
      • MARKETS COVERED
      • GEOGRAPHIC SCOPE
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
    • STAKEHOLDERS
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
      • SECONDARY AND PRIMARY RESEARCH
    • MARKET SIZE ESTIMATION
      • BOTTOM-UP APPROACH
      • TOP-DOWN APPROACH
    • MARKET BREAKDOWN AND DATA TRIANGULATION
    • RESEARCH ASSUMPTIONS AND LIMITATIONS
      • RESEARCH ASSUMPTIONS
      • RESEARCH LIMITATIONS
    • PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON MATERIAL INFORMATICS MARKET
    • RISK ASSESSMENT
  • EXECUTIVE SUMMARY
    • ANALYSIS OF RECESSION IMPACT ON MATERIAL INFORMATICS MARKET
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MATERIAL INFORMATICS MARKET
    • MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
    • MATERIAL INFORMATICS MARKET, BY APPLICATION
    • MATERIAL INFORMATICS MARKET, BY COUNTRY
  • MARKET OVERVIEW
    • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • VALUE CHAIN ANALYSIS
    • ECOSYSTEM ANALYSIS
      • Table LIST OF KEY COMPANIES AND THEIR ROLE IN MATERIAL INFORMATICS ECOSYSTEM
    • PRICING ANALYSIS
      • PRICING ANALYSIS OF PLATFORMS OFFERED BY KEY PLAYERS
        • Table AVERAGE SUBSCRIPTION PRICE FOR MATERIAL INFORMATICS PLATFORMS PROVIDED BY MAT3RA BASED ON ACCOUNT MEMBERS (USD)
      • ASP TREND
    • TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
    • TECHNOLOGY ANALYSIS
      • ARTIFICIAL INTELLIGENCE/MACHINE LEARNING
      • POLYMER INFORMATICS
      • CHEMICAL INFORMATICS
      • BIOINFORMATICS
    • PORTER'S FIVE FORCES ANALYSIS
      • Table MATERIAL INFORMATICS MARKET: PORTER'S FIVE FORCES ANALYSIS
    • KEY STAKEHOLDERS AND BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%)
      • BUYING CRITERIA
        • Table KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS
    • CASE STUDY ANALYSIS
      • Table USE OF AI-DRIVEN PLATFORM OFFERED BY CITRINE INFORMATICS TO PROCESS CARBON FIBERS
      • Table ADOPTION OF TECHNOLOGY PLATFORM OFFERED BY EXPONENTIAL TECHNOLOGIES TO OPTIMIZE PRODUCTION WORKFLOW AND REDUCE LEAD TIMES AND DEVELOPMENT COSTS
      • Table IMPLEMENTATION OF MIP OFFERED BY MATERIALSZONE TO OVERCOME CHALLENGES WHILE PRODUCING INNOVATIVE PLASTICS
    • PATENT ANALYSIS
      • Table TOP 20 PATENT OWNERS (US) IN LAST 10 YEARS
      • Table LIST OF KEY PATENTS IN MATERIAL INFORMATICS MARKET, 2019-2022
    • KEY CONFERENCES AND EVENTS (2023)
      • Table MATERIAL INFORMATICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
    • REGULATORY LANDSCAPE
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS RELATED TO MATERIAL INFORMATICS MARKET
        • Table NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
      • STANDARDS AND REGULATIONS RELATED TO MATERIAL INFORMATICS SOLUTIONS
        • Table SAFETY STANDARDS FOR MATERIAL INFORMATICS MARKET
  • PROMINENT TECHNIQUES IN MATERIAL INFORMATICS
    • INTRODUCTION
    • STATISTICAL ANALYSIS
    • GENETIC ALGORITHM
    • OTHERS
  • MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE
    • INTRODUCTION
      • Table MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • ELEMENTS
      • RAPID DEVELOPMENT, DISCOVERY, AND ANALYSIS BENEFITS OFFERED BY MATERIAL INFORMATICS SOFTWARE TO FUEL DEMAND
        • Table ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
        • Table ELEMENTS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table ELEMENTS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • CHEMICALS
      • STRONG FOCUS ON DISCOVERY, DEVELOPMENT, AND OPTIMIZATION OF CHEMICAL COMPOUNDS TO PROPEL GROWTH
        • Table CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
        • Table CHEMICALS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table CHEMICALS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • OTHERS
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • MATERIAL INFORMATICS MARKET, BY APPLICATION
    • INTRODUCTION
      • Table MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • CHEMICAL & PHARMACEUTICAL
      • INCLINATION OF CHEMICAL & PHARMACEUTICAL COMPANIES TOWARD R&D TO FUEL MARKET GROWTH
        • Table CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
        • Table CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table CHEMICAL & PHARMACEUTICAL: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • MATERIALS SCIENCE
      • ADOPTION OF MATERIALS MODELING TECHNIQUES FOR RAPID DISCOVERY AND DEVELOPMENT OF MATERIALS TO DRIVE MARKET
        • Table MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
        • Table MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table MATERIALS SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • MANUFACTURING
      • IMPLEMENTATION OF MATERIAL INFORMATICS SOFTWARE IN MANUFACTURING AUTOMOBILES AND ELECTRONIC PRODUCTS TO STIMULATE GROWTH
        • Table MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table MANUFACTURING: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
        • Table MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table MANUFACTURING: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • FOOD SCIENCE
      • NEED FOR EFFICIENT ANALYSIS OF FOOD CONSTITUENTS THROUGH STATISTICAL QUALITY CONTROL METHODS TO BOOST MARKET
        • Table FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
        • Table FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table FOOD SCIENCE: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • ENERGY
      • INCREASED DEMAND FOR SUSTAINABLE ENERGY PRODUCTION AND STORAGE TO SUPPORT MATERIAL INFORMATICS MARKET GROWTH
        • Table ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table ENERGY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
        • Table ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
        • Table ENERGY: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • OTHERS
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
      • Table OTHERS: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • MATERIAL INFORMATICS MARKET, BY REGION
    • INTRODUCTION
      • Table MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
      • Table MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • NORTH AMERICA
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
      • Table NORTH AMERICA: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • US
        • Table US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table US: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • CANADA
        • Table CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table CANADA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • MEXICO
        • Table MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table MEXICO: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • EUROPE
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
      • Table EUROPE: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • UK
        • Table UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table UK: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • GERMANY
        • Table GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table GERMANY: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • FRANCE
        • Table FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table FRANCE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • REST OF EUROPE
        • Table REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table REST OF EUROPE: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • ASIA PACIFIC
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
      • Table ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
      • CHINA
        • Table CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table CHINA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • JAPAN
        • Table JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table JAPAN: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • SOUTH KOREA
        • Table SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table SOUTH KOREA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • REST OF ASIA PACIFIC
        • Table REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table REST OF ASIA PACIFIC: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
    • ROW
      • Table ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
      • Table ROW: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • Table ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
      • Table ROW: MATERIAL INFORMATICS MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
      • Table ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2019-2022 (USD MILLION)
      • Table ROW: MATERIAL INFORMATICS MARKET, BY REGION, 2023-2028 (USD MILLION)
      • MIDDLE EAST & AFRICA
        • Table MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
      • SOUTH AMERICA
        • Table SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2019-2022 (USD MILLION)
        • Table SOUTH AMERICA: MATERIAL INFORMATICS MARKET, BY MATERIAL TYPE, 2023-2028 (USD MILLION)
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES ADOPTED BY KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES FOLLOWED BY LEADING COMPANIES IN MATERIAL INFORMATICS MARKET
    • FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS
    • MARKET SHARE ANALYSIS
      • Table MARKET SHARE ANALYSIS (2022)
    • COMPETITIVE EVALUATION QUADRANT
      • STAR PLAYERS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • MATERIAL INFORMATICS MARKET: COMPANY FOOTPRINT
      • Table OVERALL COMPANY FOOTPRINT
      • Table COMPANY MATERIAL TYPE FOOTPRINT
      • Table COMPANY APPLICATION FOOTPRINT
      • Table COMPANY REGION FOOTPRINT
    • COMPETITIVE BENCHMARKING
      • Table MATERIAL INFORMATICS MARKET: LIST OF KEY STARTUPS/SMES
      • Table MATERIAL INFORMATICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
    • COMPETITIVE SCENARIO
      • Table MATERIAL INFORMATICS MARKET: PRODUCT LAUNCHES, 2020-2022
      • Table MATERIAL INFORMATICS MARKET: DEALS, 2021-2022
      • Table MATERIAL INFORMATICS MARKET: OTHERS, 2020-2021
  • COMPANY PROFILES
    • KEY PLAYERS
      • SCHRÖDINGER
        • Table SCHRÖDINGER: BUSINESS OVERVIEW
        • Table SCHRÖDINGER: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SCHRÖDINGER: DEALS
      • DASSAULT SYSTÈMES
        • Table DASSAULT SYSTÈMES: BUSINESS OVERVIEW
        • Table DASSAULT SYSTÈMES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • MAT3RA
        • Table MAT3RA: BUSINESS OVERVIEW
        • Table MAT3RA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table MAT3RA: OTHERS
      • CITRINE INFORMATICS
        • Table CITRINE INFORMATICS: BUSINESS OVERVIEW
        • Table CITRINE INFORMATICS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table CITRINE INFORMATICS: PRODUCT LAUNCHES
        • Table CITRINE INFORMATICS: DEALS
        • Table CITRINE INFORMATICS: OTHERS
      • PHASESHIFT TECHNOLOGIES
        • Table PHASESHIFT TECHNOLOGIES: BUSINESS OVERVIEW
        • Table PHASESHIFT TECHNOLOGIES: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table PHASESHIFT TECHNOLOGIES: OTHERS
      • AI MATERIA
        • Table AI MATERIA: BUSINESS OVERVIEW
        • Table AI MATERIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • HITACHI HIGH-TECH
        • Table HITACHI HIGH-TECH: BUSINESS OVERVIEW
        • Table HITACHI HIGH-TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • KEBOTIX
        • Table KEBOTIX: BUSINESS OVERVIEW
        • Table KEBOTIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table KEBOTIX: DEALS
        • Table KEBOTIX: OTHERS
      • MATERIALSZONE
        • Table MATERIALSZONE: BUSINESS OVERVIEW
        • Table MATERIALSZONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
      • MATERIALS DESIGN
        • Table MATERIALS DESIGN: BUSINESS OVERVIEW
        • Table MATERIALS DESIGN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table MATERIALS DESIGN: PRODUCT LAUNCHES
    • OTHER PLAYERS
      • ALLOYED
        • Table ALLOYED: COMPANY OVERVIEW
      • EXPONENTIAL TECHNOLOGIES (XT)
        • Table EXPONENTIAL TECHNOLOGIES: COMPANY OVERVIEW
      • INNOPHORE
        • Table INNOPHORE: COMPANY OVERVIEW
      • INTELLEGENS
        • Table INTELLEGENS: COMPANY OVERVIEW
      • KITWARE
        • Table KITWARE: COMPANY OVERVIEW
      • NOBLE.AI
        • Table NOBLE.AI: COMPANY OVERVIEW
      • ONTOCHEM
        • Table ONTOCHEM: COMPANY OVERVIEW
      • PERKINELMER INFORMATICS
        • Table PERKINELMER INFORMATICS: COMPANY OVERVIEW
      • POLYMERIZE
        • Table POLYMERIZE: COMPANY OVERVIEW
      • PREFERRED COMPUTATIONAL CHEMISTRY
        • Table PREFERRED COMPUTATIONAL CHEMISTRY: COMPANY OVERVIEW
      • QUESTEK INNOVATIONS
        • Table QUESTEK INNOVATIONS: COMPANY OVERVIEW
      • SIMREKA
        • Table SIMREKA: COMPANY OVERVIEW
      • TILDE MATERIALS INFORMATICS
        • Table TILDE MATERIALS INFORMATICS: COMPANY OVERVIEW
      • TOXTRACK
        • Table TOXTRACK: COMPANY OVERVIEW
      • UNCOUNTABLE
        • Table COMPANY OVERVIEW
  • ADJACENT MARKET
    • ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET
    • INTRODUCTION
      • Table AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2018-2021 (USD MILLION)
      • Table AI IN MANUFACTURING MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION)
    • MACHINE LEARNING
      • ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET
        • Table AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE, 2022-2027 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022-2027 (USD MILLION)
      • DEEP LEARNING
      • SUPERVISED LEARNING
      • REINFORCEMENT LEARNING
      • UNSUPERVISED LEARNING
      • OTHERS
    • NATURAL LANGUAGE PROCESSING
      • DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO FUEL DEMAND
        • Table AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING, BY APPLICATION, 2022-2027 (USD MILLION)
    • CONTEXT-AWARE COMPUTING
      • RISING USE OF CONTEXT-AWARE COMPUTING TO PROVIDE TASK-RELEVANT INFORMATION AND SERVICES TO USERS TO SUPPORT MARKET GROWTH
        • Table AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022-2027 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY APPLICATION, 2022-2027 (USD MILLION)
    • COMPUTER VISION
      • NEED TO ANALYZE AND PROVIDE VISUAL FEEDBACK ON 3D OBJECTS, GEOMETRIC SHAPES, VOLUMES, AND PATTERNS TO BOOST DEMAND FOR COMPUTER VISION TECHNOLOGY
        • Table AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018-2021 (USD MILLION)
        • Table AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022-2027 (USD MILLION)
  • APPENDIX
    • INSIGHTS FROM INDUSTRY EXPERTS
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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