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화학 산업의 AI 시장 : 2029년까지의 세계 예측

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2024년05월

AI in Chemicals Market – Global Forecast to 2029

화학 산업의 AI 시장 : 구성 요소[하드웨어, 소프트웨어(유형, 기술, 배포 모드별) 및 서비스], 비즈니스 애플리케이션, 최종 사용자(기초 화학물질, 활성 성분, 페인트 및 코팅), 지역별 – 2029년까지의 세계 예측
AI in Chemicals Market by Component (Hardware, Software (by Type, Technology, and Deployment Mode) and Services), Business Application, End User (Basic Chemicals, Active Ingredients, and Paints & Coatings) and Region – Global Forecast to 2029

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구성 영문조사보고서

    주문/문의    조사회사/라이센스/납기안내

Report Overview

The global AI in chemicals market is valued at USD 0.7 billion in 2024 and is estimated to reach USD 3.8 billion in 2029, registering a CAGR of 39.2% during the forecast period.

전 세계 화학 산업의 AI 시장 가치는 2024년 7억 달러, 2029년에는 38억 달러에 이를 것으로 예상되며, 예측 기간 동안 연평균 성장률(CAGR)은 39.2%를 기록합니다.

화학 산업의 AI 시장  : 2029년까지의 세계 예측

Optimizing chemical processes with AI-enabled solutions serves as a potential driver for accelerating the adoption of AI in the chemical sector. As more than 80% of chemical companies now prioritize sustainability alongside revenue growth, AI emerges as a crucial tool for achieving these goals. Notably, in 2022, two-thirds of companies actively developing AI strategies reported significant increases in both productivity and sustainability achievements. AI-powered predictive models offer precise recommendations for formulations and manufacturing processes, advancing sustainability objectives while significantly improving return on investment. Companies implementing AI strategies have witnessed notable cost reductions of up to 30% and impressive decreases of 20% in greenhouse gas emissions within their chemical workflows. Successful integration of AI relies on robust data foundations and effective training strategies. Ensuring data diversity and quality is paramount to maintaining accuracy and preventing model drift, safeguarding against suboptimal predictions and investments. Through enriched datasets and curated training sets, companies validate AI models, unlocking new insights and breakthroughs.

“By component, the software segment is projected to hold the largest market size during the forecast period.”

The AI landscape in the chemicals market is multifaceted, encompassing a diverse range ofvarious software solutions tailored to specific industry needs. These software solutions is are categorized by type, including dashboard and analytics tools that enable real-time data visualization and strategic decision-making, process simulation software that aids in modeling and optimizing chemical processes, chemical modeling software for molecular design and analysis, laboratory management software for efficient lab operations, virtual screening tools for drug discovery and materials design, and chemical property prediction tools for predicting material properties and behavior. This software is further categorized by advanced technologies such as machine learning, deep learning, generative AI, natural language processing (NLP), computer vision, and advanced analytics. Moreover, these softwares are deployed across different modes, including cloud-based solutions for scalability, flexibility, and accessibility, as well as on-premises deployments for data security, control, and compliance. This diverse software ecosystem forms the foundation for AI-driven innovation, optimization, and transformative advancements in the chemicals industry.

화학 산업의 AI 시장  : 2029년까지의 세계 예측 ecosystem

“By Business Application, R&D is registered to grow at the highest CAGR during the forecast period.”

The chemical sector is undergoing a significant transformation driven by the rapid adoption of artificial intelligence (AI) technologies. This shift is propelled by the need for more efficient and sustainable research and development (R&D) processes. In November 2022, Chemical.AI, a Shanghai-based R&D AI technology firm, secured USD 14 million in Series B funding. Chemical.AI specializes in harnessing AI and automation to create an intelligent chemical synthesis platform, thereby boosting research efficacy in chemistry and streamlining drug discovery processes. Initiatives such as the collaboration between Eastman and NC State’s Department of Chemical and Biomolecular Engineering exemplify this trend by leveraging AI, catalysis, and robotics to create self-driving labs. By automating labor-intensive tasks and accelerating compound discovery and property prediction, AI optimizes R&D processes, leading to more sustainable and efficient manufacturing of specialty chemicals. Additionally, companies such as Quantistry, with its advanced cloud-native simulation platform integrating Quantum and AI technologies, are further revolutionizing chemical research and development. Their focus on sustainability and efficiency, coupled with quantum-based simulations and AI-driven insights, enables innovative materials’ optimization, discovery, and design.

“Asia Pacific is projected to witness the highest CAGR during the forecast period.”

The Asia Pacific region is experiencing a transformative shift in the chemicals industry due to the integration of artificial intelligence technologies. Countries such as China and Japan are leading this transformation with robust investments in AI research, development, and implementation across the chemical value chain. China, being the largest chemicals market, is leveraging AI for process optimization, predictive maintenance, and supply chain management, driving efficiency and cost savings. Japan’s chemical industry, renowned for its innovation, is adopting AI for product development, quality control, and sustainability initiatives, contributing to its global competitiveness. India’s rapidly growing chemical sector is embracing AI for smart manufacturing, safety enhancements, and environmental sustainability, supported by government initiatives and private investments. South Korea, with its focus on AI research and development, is fostering AI-driven innovations in chemical production processes, driving technological advancements and market competitiveness.

화학 시장의 AI : 2029년까지의 세계 예측 region

Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI in chemicals market.

  •  By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
  •  By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
  •  By Region: North America: 40%, Europe: 20%, Asia Pacific: 30%, Middle East & Africa: 5%, Latin America: 5%

Major vendors offering AI in chemicals hardware, software and services across the globe are IBM (US), Microsoft (US), Schneider Electric (France), AWS (US), Google (US), SAP (Germany), NVIDIA (US), C3.ai (US), GE Vernova (US), Siemens (Germany), Hexagon (Sweden), Engie Impact (US), TrendMiner (Belgium), Xylem (US), NobleAI (US), Iktos (France), Kebotix (US), Uptime AI (US), Canvass AI (Canada), Nexocode (Poland), SandboxAQ (US), Deepmatter (England), Zapata AI (US), Citirne Informatics (US), Chemical.AI (China), Augury (Israel), Intellegens (UK), Ripik.AI (India), Tractian (US), Polymerize (Singapore), ScienceDesk (Germany), OptiSol Business Solutions (India), NuWater (Africa) and VROC (Australia).

Research Coverage

The market study covers AI in chemicals across segments. It aims at estimating the market size and the growth potential across different segments, such as component (hardware, software [by type, technology, and, deployment mode] & services), business application, end users, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market for AI in chemicals and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

• Analysis of key drivers (Growing demand of AI for research & development, Rising demand for AI-enhanced chemical process optimization), restraints (High cost associated with AI implementation in chemical industry, Regulatory constraints posing obstacles to scalability of AI solutions in chemical sector), opportunities (Growing demand for AI-based predictive maintenance, Growing integration of generative AI to unlock unprecedented opportunities), and challenges (Issues related to converting chemical data into machine-readable data, Lack of skilled workforce) influencing the growth of the AI in chemicals market

• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI in chemicals market.

• Market Development: Comprehensive information about lucrative markets – the report analyses the AI in chemicals market across varied regions.

• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in AI in chemicals market strategies; the report also helps stakeholders understand the pulse of the AI in chemicals market and provides them with information on key market drivers, restraints, challenges, and opportunities.

• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as IBM (US), Microsoft (US), Google (US), Schneider Electric (France), SAP (Germany) among others in the AI in chemicals market.

Table of Contents

1            INTRODUCTION            33

1.1         STUDY OBJECTIVES      33

1.2         MARKET DEFINITION   33

1.2.1      INCLUSIONS AND EXCLUSIONS 33

1.3         STUDY SCOPE  34

1.3.1      MARKET SEGMENTATION         35

1.3.2      REGIONS COVERED      35

1.3.3      YEARS CONSIDERED     36

1.4         CURRENCY CONSIDERED          36

TABLE 1             USD EXCHANGE RATE, 2020–2023           36

1.5         STAKEHOLDERS            37

1.6         RECESSION IMPACT      37

2            RESEARCH METHODOLOGY     38

2.1         RESEARCH DATA           38

FIGURE 1           AI IN CHEMICALS MARKET: RESEARCH DESIGN 38

2.1.1      SECONDARY DATA       39

2.1.2      PRIMARY DATA 39

TABLE 2             PRIMARY INTERVIEWS 39

2.1.2.1   Breakup of primary profiles             40

2.1.2.2   Key insights from industry experts   40

2.2         DATA TRIANGULATION             41

FIGURE 2           AI IN CHEMICALS MARKET: DATA TRIANGULATION     41

2.3         MARKET SIZE ESTIMATION       42

FIGURE 3           AI IN CHEMICALS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES   42

2.3.1      TOP-DOWN APPROACH             42

2.3.2      BOTTOM-UP APPROACH           43

FIGURE 4           APPROACH 1 (SUPPLY SIDE): REVENUE FROM VENDORS OF HARDWARE/SOFTWARE/SERVICES OF AI IN CHEMICALS MARKET         43

FIGURE 5           APPROACH 2 (BOTTOM-UP, SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL HARDWARE/SOFTWARE/SERVICES OF AI IN CHEMICALS              44

FIGURE 6           APPROACH 3 (BOTTOM-UP, SUPPLY SIDE): MARKET ESTIMATION FROM ALL HARDWARE/SOFTWARE/SERVICES AND CORRESPONDING SOURCES     45

FIGURE 7           APPROACH 4 (BOTTOM-UP, DEMAND-SIDE): SHARE OF AI IN CHEMICALS THROUGH OVERALL AI IN CHEMICALS SPENDING 45

2.4         MARKET FORECAST      46

TABLE 3             FACTOR ANALYSIS        46

2.5         RESEARCH ASSUMPTIONS         47

2.6         LIMITATIONS   49

2.7         IMPACT OF RECESSION ON GLOBAL AI IN CHEMICALS MARKET              49

TABLE 4             RECESSION IMPACT ON AI IN CHEMICALS MARKET      50

3            EXECUTIVE SUMMARY 51

TABLE 5             GLOBAL AI IN CHEMICALS MARKET SIZE AND GROWTH RATE, 2019–2023 (USD MILLION, Y-O-Y)            52

TABLE 6             GLOBAL AI IN CHEMICALS MARKET SIZE AND GROWTH RATE, 2024–2029 (USD MILLION, Y-O-Y)            52

FIGURE 8           SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024 52

FIGURE 9           ACCELERATORS SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024             53

FIGURE 10         DASHBOARD & ANALYTICS TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024 53

FIGURE 11         MACHINE LEARNING SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024             53

FIGURE 12         CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2024 54

FIGURE 13         PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2024           54

FIGURE 14         CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024         55

FIGURE 15         PRODUCTION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2024             55

FIGURE 16         ACTIVE INGREDIENTS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD        56

FIGURE 17         ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       56

4            PREMIUM INSIGHTS      57

4.1         ATTRACTIVE OPPORTUNITIES IN AI IN CHEMICALS MARKET   57

FIGURE 18         RISING DEMAND FOR AI-ENHANCED PROCESS OPTIMIZATION TO BOOST MARKET GROWTH 57

4.2         OVERVIEW OF RECESSION IN GLOBAL AI IN CHEMICALS MARKET              57

FIGURE 19         AI IN CHEMICALS MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2024   57

4.3         AI IN CHEMICALS MARKET, BY COMPONENT    58

FIGURE 20         SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       58

4.4         AI IN CHEMICALS MARKET: COMPONENTS & KEY END USERS   58

FIGURE 21         SOFTWARE AND BASIC CHEMICALS SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARES IN AI IN CHEMICALS MARKET IN 2024            58

4.5         AI IN CHEMICALS MARKET, BY REGION 59

FIGURE 22         NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024  59

5            MARKET OVERVIEW AND INDUSTRY TRENDS   60

5.1         INTRODUCTION            60

5.2         MARKET DYNAMICS     60

FIGURE 23         DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: AI IN CHEMICALS MARKETS      60

5.2.1      DRIVERS            61

5.2.1.1   Growing demand for AI for R&D purposes in chemicals and materials sectors              61

FIGURE 24         IMPLEMENTATION OF ARTIFICIAL INTELLIGENCE IN CHEMICAL SECTOR      61

5.2.1.2   Rising demand for AI-enhanced chemical process optimization 61

5.2.2      RESTRAINTS     62

5.2.2.1   High cost associated with AI implementation in chemical industry           62

5.2.2.2   Regulatory constraints posing obstacles to scalability of AI solutions in chemical sector     62

5.2.3      OPPORTUNITIES           63

5.2.3.1   Growing demand for AI-based predictive maintenance 63

5.2.3.2   Growing integration of generative AI to unlock unprecedented opportunities              63

5.2.4      CHALLENGES   63

5.2.4.1   Issues related to converting chemical data into machine-readable data     63

5.2.4.2   Lack of skilled workforce   64

5.3         EVOLUTION OF AI IN CHEMICALS MARKET       64

FIGURE 25         EVOLUTION OF AI IN CHEMICALS MARKET       64

5.4         SUPPLY CHAIN ANALYSIS          66

FIGURE 26         AI IN CHEMICALS MARKET: SUPPLY CHAIN ANALYSIS   66

5.5         ECOSYSTEM ANALYSIS 67

FIGURE 27         KEY PLAYERS IN AI IN CHEMICALS MARKET ECOSYSTEM              67

TABLE 7             ROLE OF KEY PLAYERS IN AI IN CHEMICALS MARKET   67

5.5.1      SOFTWARE PROVIDERS             69

5.5.2      SERVICE PROVIDERS    69

5.5.3      END USERS       69

5.5.4      REGULATORY BODIES  69

5.6         CASE STUDY ANALYSIS 70

5.6.1      EVONIK COLLABORATED WITH IBM RESEARCH EUROPE AND MIT-IBM WATSON AI LAB TO LEVERAGE AI TO ACCELERATE DEVELOPMENT AND OPTIMIZATION OF MATERIALS 70

5.6.2      INDORAMA VENTURES OPTIMIZED RISK MANAGEMENT WITH SAP’S INTELLIGENT ASSET MANAGEMENT AND ASLNT’S SOLUTIONS             70

5.6.3      TERRAY THERAPEUTICS REVOLUTIONIZED DRUG DISCOVERY WITH AI-DRIVEN MOLECULAR DESIGN COATI BY LEVERAGING NVIDIA DGX CLOUD              71

5.6.4      BASF OPTIMIZED CHEMICAL PLANT UPTIME WITH AI-DRIVEN REMOTE MONITORING SUBSTATION 6 BUILD WITH HELP OF SCHNEIDER ELECTRIC         71

5.6.5      LARGE EUROPEAN SPECIALTY CHEMICALS MANUFACTURER IMPLEMENTED C3 AI PROCESS OPTIMIZATION APPLICATION TO IMPROVE MANUFACTURING YIELDS        72

5.7         TECHNOLOGY ANALYSIS           72

5.7.1      KEY TECHNOLOGIES    73

5.7.1.1   Conversational AI 73

5.7.1.2   LLMs    73

5.7.1.3   Context-aware computing  73

5.7.1.4   Cloud computing 74

5.7.1.5   Augmented analytics          74

5.7.2      ADJACENT TECHNOLOGIES      74

5.7.2.1   Digital twins        74

5.7.2.2   IoT        75

5.7.2.3   RPA       75

5.7.2.4   Blockchain           75

5.7.2.5   Cybersecurity      76

5.8         PRICING ANALYSIS        76

5.8.1      INDICATIVE PRICING ANALYSIS OF AI IN CHEMICALS, BY COMPONENT   77

TABLE 8             INDICATIVE PRICING LEVELS OF AI IN CHEMICALS, BY COMPONENT   77

5.8.2      AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE BUSINESS APPLICATIONS          77

FIGURE 28         AVERAGE SELLING PRICE TREND OF KEY PLAYER: TOP THREE BUSINESS APPLICATIONS          77

TABLE 9             AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE BUSINESS APPLICATIONS           78

5.9         PATENT ANALYSIS        78

5.9.1      METHODOLOGY           78

5.9.2      PATENTS FILED, BY DOCUMENT TYPE 78

TABLE 10           PATENTS FILED, 2014–2024        78

5.9.3      INNOVATION AND PATENT APPLICATIONS      78

FIGURE 29         NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2014–2024              79

5.9.3.1   Top 10 applicants in AI in chemicals market  79

FIGURE 30         TOP 10 APPLICANTS IN AI IN CHEMICALS MARKET, 2014–2024              79

FIGURE 31         REGIONAL ANALYSIS OF PATENTS GRANTED FOR AI IN CHEMICALS MARKET, 2014–2024             80

TABLE 11           TOP 20 PATENT OWNERS IN AI IN CHEMICALS MARKET, 2014–2024      80

TABLE 12           LIST OF FEW PATENTS IN AI IN CHEMICALS MARKET, 2023–2024      81

5.10       TRADE ANALYSIS          82

5.10.1    IMPORT SCENARIO OF AUTOMATIC DATA-PROCESSING MACHINES AND UNITS       82

FIGURE 32         AUTOMATIC DATA-PROCESSING MACHINES AND UNITS IMPORT DATA, BY KEY COUNTRY, 2016–2023 (USD MILLION)    84

5.10.2    EXPORT SCENARIO OF AUTOMATIC DATA-PROCESSING MACHINES AND UNITS       84

FIGURE 33         AUTOMATIC DATA-PROCESSING MACHINES AND UNITS EXPORT DATA, BY KEY COUNTRY, 2016–2023 (USD MILLION)    85

5.11       TARIFF AND REGULATORY LANDSCAPE            86

5.11.1    TARIFF RELATED TO AI IN CHEMICALS 86

TABLE 13           TARIFF RELATED TO AI IN CHEMICALS 86

5.11.2    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS          86

TABLE 14           NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         86

TABLE 15           EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         87

TABLE 16           ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         88

TABLE 17           MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         89

TABLE 18           LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         89

5.11.2.1 North America     90

5.11.2.1.1            US         90

5.11.2.1.2            Canada  90

5.11.2.2 Europe  91

5.11.2.3 Asia Pacific          91

5.11.2.3.1            South Korea        91

5.11.2.3.2            China     91

5.11.2.3.3            India      91

5.11.2.4 Middle East & Africa          92

5.11.2.4.1            UAE      92

5.11.2.4.2            KSA       92

5.11.2.4.3            Bahrain  92

5.11.2.5 Latin America      92

5.11.2.5.1            Brazil     92

5.11.2.5.2            Mexico  93

5.12       INVESTMENT AND FUNDING SCENARIO            93

FIGURE 34         AI IN CHEMICALS MARKET: INVESTMENT LANDSCAPE, 2019–2024      93

5.13       PORTER’S FIVE FORCES’ ANALYSIS        94

FIGURE 35         PORTER’S FIVE FORCES’ ANALYSIS: AI IN CHEMICALS MARKET              94

TABLE 19           PORTER’S FIVE FORCES’ IMPACT ON AI IN CHEMICALS MARKET            95

5.13.1    THREAT OF NEW ENTRANTS    95

5.13.2    THREAT OF SUBSTITUTES         95

5.13.3    BARGAINING POWER OF SUPPLIERS     95

5.13.4    BARGAINING POWER OF BUYERS           96

5.13.5    INTENSITY OF COMPETITIVE RIVALRY 96

5.14       TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 96

FIGURE 36         TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES              96

5.15       KEY CONFERENCES & EVENTS IN 2024–2025       97

TABLE 20           AI IN CHEMICALS MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025     97

5.16       KEY STAKEHOLDERS AND BUYING CRITERIA    99

5.16.1    KEY STAKEHOLDERS IN BUYING PROCESS         99

FIGURE 37         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS             99

TABLE 21           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS             99

5.16.2    BUYING CRITERIA         100

FIGURE 38         KEY BUYING CRITERIA FOR TOP THREE END USERS      100

TABLE 22           KEY BUYING CRITERIA FOR TOP THREE END USERS      100

5.17       TECHNOLOGY ROADMAP         100

5.17.1    SHORT-TERM ROADMAP (1-3 YEARS)   100

5.17.2    LONG-TERM ROADMAP (3-10 YEARS)   101

6            AI IN CHEMICALS MARKET, BY COMPONENT    102

6.1         INTRODUCTION            103

6.1.1      COMPONENTS: AI IN CHEMICALS MARKET DRIVERS     103

FIGURE 39         SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       103

TABLE 23           AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)          104

TABLE 24           AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)          104

6.2         HARDWARE      104

6.2.1      HARDWARE TO ENHANCE PRODUCTIVITY, PREDICTIVE MAINTENANCE, AND INNOVATION IN PRODUCT DEVELOPMENT         104

TABLE 25           AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)          104

TABLE 26           AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)          105

TABLE 27           HARDWARE: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 105

TABLE 28           HARDWARE: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 105

6.2.2      ACCELERATORS            106

TABLE 29           ACCELERATORS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)     106

TABLE 30           ACCELERATORS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)     106

6.2.3      PROCESSORS    107

TABLE 31           PROCESSORS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)     107

TABLE 32           PROCESSORS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)     107

6.2.4      MEMORY           108

TABLE 33           MEMORY: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 108

TABLE 34           MEMORY: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 108

6.2.5      NETWORK         109

TABLE 35           NETWORK: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 109

TABLE 36           NETWORK: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 109

6.3         SOFTWARE       110

6.3.1      SOFTWARE TO HELP IN REAL-TIME DATA VISUALIZATION, STRATEGIC DECISION-MAKING, AND OPTIMIZING CHEMICAL PROCESSES              110

TABLE 37           SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 110

TABLE 38           SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 110

6.3.2      BY SOFTWARE TYPE     111

FIGURE 40         CHEMICAL MODELING SOFTWARE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    111

TABLE 39           AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION) 111

TABLE 40           AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION) 112

6.3.2.1   Dashboard & analytics tools             112

TABLE 41          DASHBOARD & ANALYTICS TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)  112

TABLE 42          DASHBOARD & ANALYTICS TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)  113

6.3.2.2   Process simulation software             113

TABLE 43          PROCESS SIMULATION SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)  113

TABLE 44          PROCESS SIMULATION SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)  114

6.3.2.3   Chemical modeling software            114

TABLE 45          CHEMICAL MODELING SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)  114

TABLE 46          CHEMICAL MODELING SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)  115

6.3.2.4   Laboratory management software    115

TABLE 47           LABORATORY MANAGEMENT SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)            115

TABLE 48           LABORATORY MANAGEMENT SOFTWARE: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)            116

6.3.2.5   Virtual screening tools       116

TABLE 49           VIRTUAL SCREENING TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       116

TABLE 50           VIRTUAL SCREENING TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       117

6.3.2.6   Chemical property prediction tools  117

TABLE 51           CHEMICAL PROPERTY PREDICTION TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)            117

TABLE 52           CHEMICAL PROPERTY PREDICTION TOOLS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)            118

6.3.3      BY TECHNOLOGY         118

FIGURE 41         GENERATIVE AI TECHNOLOGY SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    118

TABLE 53           AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          119

TABLE 54           AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          119

6.3.3.1   ML        119

TABLE 55           MACHINE LEARNING: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          120

TABLE 56           MACHINE LEARNING: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          120

6.3.3.2   Deep learning      120

TABLE 57           DEEP LEARNING: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          121

TABLE 58           DEEP LEARNING: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          121

6.3.3.3   Generative AI      121

TABLE 59           GENERATIVE AI: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)     122

TABLE 60           GENERATIVE AI: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)     122

6.3.3.4   NLP      122

TABLE 61           NATURAL LANGUAGE PROCESSING: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)            123

TABLE 62           NATURAL LANGUAGE PROCESSING: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)            123

6.3.3.5   Computer vision  123

TABLE 63           COMPUTER VISION: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          124

TABLE 64           COMPUTER VISION: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          124

6.3.3.6   Advanced analytics            124

TABLE 65           ADVANCED ANALYTICS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       125

TABLE 66           ADVANCED ANALYTICS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       125

6.3.4      BY DEPLOYMENT MODE           125

FIGURE 42         CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD       126

TABLE 67           AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)          126

TABLE 68           AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)          126

6.3.4.1   Cloud    127

TABLE 69           CLOUD: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 127

TABLE 70           CLOUD: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 127

6.3.4.2   On-premises        127

TABLE 71           ON-PREMISES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)     128

TABLE 72           ON-PREMISES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)     128

6.4         SERVICES          128

6.4.1      SERVICES TO ACCELERATE AI ADOPTION, DRIVE INNOVATION, AND MAXIMIZE BENEFITS OF AI TECHNOLOGIES IN CHEMICALS INDUSTRY 128

FIGURE 43         MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD     129

TABLE 73           AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)          129

TABLE 74           AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)          129

TABLE 75           SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION) 129

TABLE 76           SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION) 130

6.4.2      PROFESSIONAL SERVICES          130

FIGURE 44         SUPPORT & MAINTENANCE SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    130

TABLE 77           AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)     131

TABLE 78           AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)     131

TABLE 79           PROFESSIONAL SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       131

TABLE 80           PROFESSIONAL SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       132

6.4.2.1   Consulting services            132

TABLE 81           CONSULTING SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       132

TABLE 82           CONSULTING SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       133

6.4.2.2   Deployment & integration services  133

TABLE 83           DEPLOYMENT & INTEGRATION SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)            133

TABLE 84           DEPLOYMENT & INTEGRATION SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)            134

6.4.2.3   Support & maintenance services      134

TABLE 85           SUPPORT & MAINTENANCE SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)            134

TABLE 86           SUPPORT & MAINTENANCE SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)            135

6.4.3      MANAGED SERVICES    135

TABLE 87           MANAGED SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          135

TABLE 88           MANAGED SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          136

7            AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION             137

7.1         INTRODUCTION            138

7.1.1      BUSINESS APPLICATIONS: AI IN CHEMICALS MARKET DRIVERS 138

FIGURE 45         RESEARCH & DEVELOPMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    138

TABLE 89           AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)     139

TABLE 90           AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)     139

7.2         RESEARCH & DEVELOPMENT   139

7.2.1      GROWING NEED FOR EFFICIENT AND SUSTAINABLE PROCESSES IN RESEARCH & DEVELOPMENT TO FUEL DEMAND FOR AI            139

TABLE 91           RESEARCH & DEVELOPMENT: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       140

TABLE 92           RESEARCH & DEVELOPMENT: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       140

7.2.2      MATERIAL SCIENCE      140

7.2.3      CHEMICAL SYNTHESIS 141

7.2.4      NEW MATERIAL DISCOVERY     141

7.2.5      TAILORING PROPERTIES           141

7.2.6      CHEMICAL REGISTRATION & REGULATORY DATA ANALYSIS    142

7.3         PRODUCTION  142

7.3.1      NEED FOR EFFICIENCY, PROMOTION OF INNOVATION, AND STREAMLINING PRODUCTION PROCESSES TO FOSTER MARKET GROWTH              142

TABLE 93           PRODUCTION: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)     143

TABLE 94           PRODUCTION: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)     143

7.3.2      QUALITY ASSURANCE  143

7.3.3      PRODUCTION PLANNING          144

7.3.4      PROCESS OPTIMIZATION & CONTROL 144

7.3.5      PRODUCT PORTFOLIO OPTIMIZATION             144

7.3.6      FEEDSTOCK OPTIMIZATION    145

7.3.7      ASSET MANAGEMENT  145

7.3.8      DEFECT DETECTION    145

7.3.9      CHEMICAL FORMULATION       146

7.3.10    OTHER PRODUCTION SUB-APPLICATIONS       146

7.4         SUPPLY CHAIN MANAGEMENT 146

7.4.1      RISING NEED FOR COMPANIES TO IMPROVE DECISION-MAKING TO PROPEL MARKET          146

TABLE 95           SUPPLY CHAIN MANAGEMENT: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       147

TABLE 96           SUPPLY CHAIN MANAGEMENT: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       147

7.4.2      PRODUCT SOURCING   147

7.4.3      INVENTORY OPTIMIZATION     148

7.4.4      DEMAND FORECASTING            148

7.4.5      ORDER MANAGEMENT 148

7.4.6      MATERIAL SOURCING & PROCUREMENT           149

7.4.7      SUPPLIER RELATIONSHIP MANAGEMENT          149

7.4.8      OTHER SUPPLY CHAIN MANAGEMENT SUB-APPLICATIONS      149

7.5         STRATEGY MANAGEMENT        150

7.5.1      INTEGRATING AI TO REVOLUTIONIZE STRATEGY MANAGEMENT BY EMPOWERING INNOVATION AND COMPETITIVENESS 150

TABLE 97           STRATEGY MANAGEMENT: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       150

TABLE 98           STRATEGY MANAGEMENT: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       150

7.5.2      MARKET FORECAST & ANALYTICS         151

7.5.3      CUSTOMER INSIGHTS & FEEDBACK      151

7.5.4      COMPETITIVE INTELLIGENCE 151

7.5.5      SCENARIO PLANNING & SIMULATION  152

7.5.6      CUSTOMER BEHAVIOR ANALYSIS          152

7.5.7      PRICING OPTIMIZATION           152

8            AI IN CHEMICALS MARKET, BY END USER          154

8.1         INTRODUCTION            155

8.1.1      END USERS: AI IN CHEMICALS MARKET DRIVERS           155

FIGURE 46         ACTIVE INGREDIENTS SEGMENT TO GROW AT LARGEST MARKET DURING FORECAST PERIOD   155

TABLE 99           AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION)          156

TABLE 100         AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION)          156

8.2         BASIC CHEMICALS        157

8.2.1      AI TO IDENTIFY EQUIPMENT FAILURES, MINIMIZE DOWNTIME, AND OPTIMIZE PRODUCTION OUTPUT        157

TABLE 101         BASIC CHEMICALS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          157

TABLE 102         BASIC CHEMICALS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          157

8.2.2      PETROCHEMICALS & LUBRICANTS        158

8.2.3      COMMODITY CHEMICALS         158

8.2.4      INORGANIC CHEMICALS & GASES          159

8.3         ADVANCED MATERIALS             159

8.3.1      AI TO REFINE RAW MATERIAL SELECTION, ENHANCE PRODUCT DESIGN AND DEVELOPMENT, AND OPTIMIZE INVENTORY AND SUPPLY CHAIN MANAGEMENT 159

TABLE 103         ADVANCED MATERIALS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       160

TABLE 104         ADVANCED MATERIALS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       160

8.3.2      COMPOSITES   160

8.3.3      NANOMATERIALS         161

8.3.4      SPECIALTY POLYMERS 161

8.3.5      OTHER ADVANCED MATERIALS             161

8.4         ACTIVE INGREDIENTS  162

8.4.1      AI TO DEVELOP, OPTIMIZE, AND ENHANCE EFFICACY AND SAFETY OF ACTIVE INGREDIENTS  162

TABLE 105        ACTIVE INGREDIENTS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          162

TABLE 106        ACTIVE INGREDIENTS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          162

8.4.2      AGROCHEMICALS         163

8.4.3      FLAVOR & FRAGRANCE CHEMICALS     163

8.4.4      PERSONAL CARE & CLEANING PRODUCTS        164

8.4.5      OTHER ACTIVE INGREDIENTS  164

8.5         GREEN & BIOCHEMICALS          164

8.5.1      NEED TO REDUCE GLOBAL WARMING AND CARBON EMISSIONS TO FUEL DEMAND FOR AI SOLUTIONS IN GREEN AND BIOCHEMICALS SECTOR              164

TABLE 107         GREEN & BIOCHEMICALS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       165

TABLE 108         GREEN & BIOCHEMICALS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       165

8.5.2      BIOFUELS          166

8.5.3      BIOPLASTICS    166

8.5.4      BIO-BASED CHEMICALS             166

8.5.5      OTHER GREEN & BIOCHEMICAL PRODUCTS     167

8.6         PAINTS & COATINGS    167

8.6.1      PAINTS & COATINGS SECTOR TO GAIN COMPETITIVE ADVANTAGES, STREAMLINE OPERATIONS, AND IMPROVE PRODUCT QUALITY WITH AI              167

TABLE 109         PAINTS & COATINGS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          168

TABLE 110         PAINTS & COATINGS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          168

8.7         ADHESIVES & SEALANTS            169

8.7.1      RISING ADOPTION OF AI TECHNOLOGY TO ENHANCE FORMULATION TO PRODUCTION PROCESSES TO DRIVE MARKET         169

TABLE 111         ADHESIVES & SEALANTS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)       169

TABLE 112         ADHESIVES & SEALANTS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)       170

8.8         WATER TREATMENT & SERVICES           170

8.8.1      RISING DEMAND TO OPTIMIZE PROCESSES RELATED TO WATER TREATMENT AND IMPROVE EFFICIENCY AND RESOURCE UTILIZATION TO BOOST MARKET GROWTH        170

TABLE 113         WATER TREATMENT & SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)  171

TABLE 114         WATER TREATMENT & SERVICES: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)  171

8.9         OTHER END USERS        171

TABLE 115         OTHER END USERS: AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          172

TABLE 116         OTHER END USERS: AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          172

9            AI IN CHEMICALS MARKET, BY REGION 173

9.1         INTRODUCTION            174

FIGURE 47         INDIA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD              174

FIGURE 48         ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       174

TABLE 117         AI IN CHEMICALS MARKET, BY REGION, 2019–2023 (USD MILLION)          175

TABLE 118         AI IN CHEMICALS MARKET, BY REGION, 2024–2029 (USD MILLION)          175

9.2         NORTH AMERICA          175

9.2.1      NORTH AMERICA: AI IN CHEMICALS MARKET DRIVERS 176

9.2.2      NORTH AMERICA: IMPACT OF RECESSION         176

FIGURE 49         NORTH AMERICA: MARKET SNAPSHOT 177

TABLE 119         NORTH AMERICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2019–2023 (USD MILLION)          177

TABLE 120         NORTH AMERICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2024–2029 (USD MILLION)          178

TABLE 121         NORTH AMERICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)           178

TABLE 122         NORTH AMERICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)           178

TABLE 123         NORTH AMERICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)          178

TABLE 124         NORTH AMERICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)          179

TABLE 125         NORTH AMERICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)             179

TABLE 126         NORTH AMERICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)             179

TABLE 127         NORTH AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          180

TABLE 128         NORTH AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          180

TABLE 129         NORTH AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            180

TABLE 130         NORTH AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            181

TABLE 131         NORTH AMERICA: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)          181

TABLE 132         NORTH AMERICA: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)          181

TABLE 133         NORTH AMERICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      181

TABLE 134         NORTH AMERICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)      182

TABLE 135         NORTH AMERICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)           182

TABLE 136         NORTH AMERICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)           182

TABLE 137         NORTH AMERICA: AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION)          183

TABLE 138         NORTH AMERICA: AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION)          183

9.2.3      US         183

9.2.3.1   Dominance of chemical industry, presence of leading companies, and funding from government to drive market     183

TABLE 139         US: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION) 184

TABLE 140         US: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION) 184

TABLE 141         US: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)          184

TABLE 142         US: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)          185

TABLE 143         US: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION) 185

TABLE 144         US: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION) 185

TABLE 145         US: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          186

TABLE 146         US: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          186

TABLE 147         US: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)          186

TABLE 148         US: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)          187

TABLE 149         US: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)          187

TABLE 150         US: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)          187

9.2.4      CANADA            187

9.2.4.1   Canada’s AI investments to fuel chemical industry with innovation and global competitiveness   187

TABLE 151         CANADA: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)     188

TABLE 152         CANADA: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)     188

TABLE 153         CANADA: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)     188

TABLE 154         CANADA: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)     189

TABLE 155         CANADA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)          189

TABLE 156         CANADA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)          189

TABLE 157         CANADA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          190

TABLE 158         CANADA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          190

TABLE 159         CANADA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            190

TABLE 160         CANADA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            191

TABLE 161         CANADA: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION) 191

TABLE 162         CANADA: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION) 191

9.3         EUROPE             191

9.3.1      EUROPE: AI IN CHEMICALS MARKET DRIVERS  192

9.3.2      EUROPE: IMPACT OF RECESSION           192

TABLE 163         EUROPE: AI IN CHEMICALS MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 193

TABLE 164         EUROPE: AI IN CHEMICALS MARKET, BY COUNTRY, 2024–2029 (USD MILLION) 193

TABLE 165         EUROPE: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)     193

TABLE 166         EUROPE: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)     194

TABLE 167         EUROPE: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION) 194

TABLE 168         EUROPE: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION) 194

TABLE 169         EUROPE: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)          195

TABLE 170         EUROPE: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)          195

TABLE 171         EUROPE: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          195

TABLE 172         EUROPE: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          196

TABLE 173         EUROPE: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            196

TABLE 174         EUROPE: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            196

TABLE 175         EUROPE: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION) 196

TABLE 176         EUROPE: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION) 197

TABLE 177         EUROPE: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)       197

TABLE 178         EUROPE: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)       197

TABLE 179         EUROPE: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)           197

TABLE 180         EUROPE: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)           198

TABLE 181         EUROPE: AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION) 198

TABLE 182         EUROPE: AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION) 198

9.3.3      UK         199

9.3.3.1   Government investments in AI research and training and demand for advanced chemical products to spur market growth       199

9.3.4      GERMANY         199

9.3.4.1   Robust AI research hubs and strong research-industry collaboration to propel chemical innovation           199

TABLE 183         GERMANY: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)     200

TABLE 184         GERMANY: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)     200

TABLE 185         GERMANY: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)     200

TABLE 186         GERMANY: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)     200

TABLE 187         GERMANY: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)          201

TABLE 188         GERMANY: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)          201

TABLE 189         GERMANY: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          201

TABLE 190         GERMANY: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          202

TABLE 191         GERMANY: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            202

TABLE 192         GERMANY: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            202

TABLE 193         GERMANY: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION) 202

TABLE 194         GERMANY: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION) 203

9.3.5      FRANCE             203

9.3.5.1   Focus on infrastructure enhancement and collaborative frameworks, strong government support, and initiatives to foster market growth      203

9.3.6      SPAIN   204

9.3.6.1   Stringent regulatory compliance and industry investment to boost demand for AI expansion            204

9.3.7      ITALY   204

9.3.7.1   Diverse chemical industry and strong R&D culture to accelerate market growth              204

9.3.8      REST OF EUROPE           205

9.4         ASIA PACIFIC    205

9.4.1      ASIA PACIFIC: AI IN CHEMICALS MARKET DRIVERS        205

9.4.2      ASIA PACIFIC: IMPACT OF RECESSION  206

FIGURE 50         ASIA PACIFIC: MARKET SNAPSHOT       207

TABLE 195         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     207

TABLE 196         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY COUNTRY, 2024–2029 (USD MILLION)     208

TABLE 197         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)          208

TABLE 198         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)          208

TABLE 199         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)          208

TABLE 200         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)          209

TABLE 201         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)          209

TABLE 202         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)          209

TABLE 203         ASIA PACIFIC: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          210

TABLE 204         ASIA PACIFIC: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          210

TABLE 205         ASIA PACIFIC: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            210

TABLE 206         ASIA PACIFIC: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            211

TABLE 207         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)     211

TABLE 208         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)     211

TABLE 209         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)       211

TABLE 210         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)       212

TABLE 211         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)           212

TABLE 212         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)           212

TABLE 213         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION)     213

TABLE 214         ASIA PACIFIC: AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION)     213

9.4.3      CHINA  213

9.4.3.1   Strong government support, funding initiatives, and strategic plans prioritizing AI research, development, and innovation to drive market 213

TABLE 215         CHINA: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)     214

TABLE 216         CHINA: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)     214

TABLE 217         CHINA: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION) 214

TABLE 218         CHINA: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION) 215

TABLE 219         CHINA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)     215

TABLE 220         CHINA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)     215

TABLE 221         CHINA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          216

TABLE 222         CHINA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          216

TABLE 223         CHINA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            216

TABLE 224         CHINA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            217

TABLE 225         CHINA: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION) 217

TABLE 226         CHINA: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION) 217

9.4.4      JAPAN  218

9.4.4.1   Strategic partnerships, regulatory advancements, and strong presence of global players to fuel market growth           218

9.4.5      INDIA   218

9.4.5.1   Robust ecosystem, government initiatives regarding AI, and presence of major vendors to propel market   218

9.4.6      SOUTH KOREA 219

9.4.6.1   Focus on maintaining international competitiveness, strategic industry collaborations, and supportive government policies to foster market growth           219

9.4.7      REST OF ASIA PACIFIC  219

9.5         MIDDLE EAST & AFRICA             220

9.5.1      MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET DRIVERS  220

9.5.2      MIDDLE EAST & AFRICA: IMPACT OF RECESSION           220

TABLE 227         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2019–2023 (USD MILLION)    221

TABLE 228         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2024–2029 (USD MILLION)    221

TABLE 229         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)           221

TABLE 230         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)           222

TABLE 231         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION) 222

TABLE 232         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION) 222

TABLE 233         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)     223

TABLE 234         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)     223

TABLE 235         MIDDLE EAST & AFRICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION) 223

TABLE 236         MIDDLE EAST & AFRICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION) 224

TABLE 237         MIDDLE EAST & AFRICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)   224

TABLE 238         MIDDLE EAST & AFRICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)   224

TABLE 239         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)       224

TABLE 240         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)       225

TABLE 241         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      225

TABLE 242         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)      225

TABLE 243         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)      225

TABLE 244         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)      226

TABLE 245         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION)             226

TABLE 246         MIDDLE EAST & AFRICA: AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION)             226

9.5.3      UAE      227

9.5.3.1   Favorable government policies, strategic investments, and technological advancements to fuel market growth 227

9.5.4      SAUDI ARABIA  228

9.5.4.1   Strategic focus on AI integration and government’s ambitious initiatives and partnerships in chemicals sector to spur market growth              228

9.5.5      SOUTH AFRICA 228

9.5.5.1   Government’s commitment to fostering innovation and addressing socioeconomic challenges through AI-driven solutions to propel market            228

9.5.6      REST OF MIDDLE EAST & AFRICA           229

9.6         LATIN AMERICA             229

9.6.1      LATIN AMERICA: AI IN CHEMICALS MARKET DRIVERS  230

9.6.2      LATIN AMERICA: IMPACT OF RECESSION           230

TABLE 247         LATIN AMERICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2019–2023 (USD MILLION)          231

TABLE 248         LATIN AMERICA: AI IN CHEMICALS MARKET, BY COUNTRY, 2024–2029 (USD MILLION)          231

TABLE 249         LATIN AMERICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2019–2023 (USD MILLION)          231

TABLE 250         LATIN AMERICA: AI IN CHEMICALS MARKET, BY COMPONENT, 2024–2029 (USD MILLION)          231

TABLE 251         LATIN AMERICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2019–2023 (USD MILLION)          232

TABLE 252         LATIN AMERICA: AI IN CHEMICALS MARKET, BY HARDWARE, 2024–2029 (USD MILLION)          232

TABLE 253         LATIN AMERICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)             232

TABLE 254         LATIN AMERICA: AI IN CHEMICALS MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)             233

TABLE 255         LATIN AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          233

TABLE 256         LATIN AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)          233

TABLE 257         LATIN AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)            234

TABLE 258         LATIN AMERICA: AI IN CHEMICALS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)            234

TABLE 259         LATIN AMERICA: AI IN CHEMICALS MARKET, BY SERVICE, 2019–2023 (USD MILLION)     234

TABLE 260         LATIN AMERICA: AI IN CHEMICALS MARKET, BY SERVICE, 2024–2029 (USD MILLION)     234

TABLE 261         LATIN AMERICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      235

TABLE 262         LATIN AMERICA: AI IN CHEMICALS MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)      235

TABLE 263         LATIN AMERICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2019–2023 (USD MILLION)           235

TABLE 264         LATIN AMERICA: AI IN CHEMICALS MARKET, BY BUSINESS APPLICATION, 2024–2029 (USD MILLION)           236

TABLE 265         LATIN AMERICA: AI IN CHEMICALS MARKET, BY END USER, 2019–2023 (USD MILLION)          236

TABLE 266         LATIN AMERICA: AI IN CHEMICALS MARKET, BY END USER, 2024–2029 (USD MILLION)          236

9.6.3      BRAZIL 237

9.6.3.1   Developments in AI-driven technologies, compliance with regulatory bodies, and collaborations to drive market          237

9.6.4      MEXICO             237

9.6.4.1   Investment in AI chip manufacturing to fuel demand for AI in chemical industry innovation           237

9.6.5      ARGENTINA      238

9.6.5.1   Thriving tech ecosystem, government support, and need to drive innovation and enhance competitiveness to boost market growth         238

9.6.6      REST OF LATIN AMERICA          238

10          COMPETITIVE LANDSCAPE       239

10.1       OVERVIEW        239

10.2       KEY PLAYER STRATEGIES/RIGHT TO WIN          239

TABLE 267         OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN CHEMICALS VENDORS 239

10.3       REVENUE ANALYSIS      241

FIGURE 51         TOP 5 PLAYERS DOMINATING MARKET FOR LAST 5 YEARS              241

10.4       MARKET SHARE ANALYSIS         242

FIGURE 52         MARKET SHARE ANALYSIS OF KEY PLAYERS, 2023          242

10.4.1    MARKET RANKING ANALYSIS   243

TABLE 268         AI IN CHEMICALS MARKET: DEGREE OF COMPETITION              243

10.5       BRAND/PRODUCT COMPARISON ANALYSIS      245

FIGURE 53         BRAND/PRODUCT COMPARISON ANALYSIS      245

10.6       COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023   246

10.6.1    STARS  246

10.6.2    EMERGING LEADERS    246

10.6.3    PERVASIVE PLAYERS     246

10.6.4    PARTICIPANTS 246

FIGURE 54         AI IN CHEMICALS MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023     247

10.6.5    COMPANY FOOTPRINT: KEY PLAYERS, 2023      248

FIGURE 55         AI IN CHEMICALS MARKET: OVERALL COMPANY FOOTPRINT              248

TABLE 269         AI IN CHEMICALS MARKET: REGIONAL FOOTPRINT      248

TABLE 270         AI IN CHEMICALS MARKET: COMPONENT FOOTPRINT 249

TABLE 271         AI IN CHEMICALS MARKET: BUSINESS APPLICATION FOOTPRINT      249

TABLE 272         AI IN CHEMICALS MARKET: END USER FOOTPRINT       250

10.7       COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023         251

10.7.1    PROGRESSIVE COMPANIES       251

10.7.2    RESPONSIVE COMPANIES          251

10.7.3    DYNAMIC COMPANIES 251

10.7.4    STARTING BLOCKS       251

FIGURE 56         AI IN CHEMICALS MARKET: COMPANY EVALUATION MATRIX (START-UPS/SMES), 2023           252

10.7.5    COMPETITIVE BENCHMARKING: START-UPS/SMES, 2023           253

TABLE 273         AI IN CHEMICALS MARKET: DETAILED LIST OF KEY START-UPS/SMES         253

TABLE 274         AI IN CHEMICALS MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES          254

10.8       COMPETITIVE SCENARIO AND TRENDS             255

10.8.1    PRODUCT LAUNCHES  255

TABLE 275         AI IN CHEMICALS MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–FEBRUARY 2024          255

10.8.2    DEALS  256

TABLE 276         AI IN CHEMICALS MARKET: DEALS, JANUARY 2021–FEBRUARY 2024      256

10.9       COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS              259

FIGURE 57         COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS          259

FIGURE 58         YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 259

11          COMPANY PROFILES    260

(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*

11.1       INTRODUCTION            260

11.2       KEY PLAYERS   260

11.2.1    IBM       260

TABLE 277         IBM: BUSINESS OVERVIEW         260

FIGURE 59         IBM: COMPANY SNAPSHOT       261

TABLE 278         IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED        262

TABLE 279         IBM: PRODUCT LAUNCHES AND ENHANCEMENTS        262

TABLE 280         IBM: DEALS       263

11.2.2    MICROSOFT      265

TABLE 281         MICROSOFT: BUSINESS OVERVIEW       265

FIGURE 60         MICROSOFT: COMPANY SNAPSHOT      266

TABLE 282         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              266

TABLE 283         MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS              267

TABLE 284         MICROSOFT: DEALS      267

11.2.3    GOOGLE           270

TABLE 285         GOOGLE: BUSINESS OVERVIEW 270

FIGURE 61         GOOGLE: COMPANY SNAPSHOT            271

TABLE 286         GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              271

TABLE 287         GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS              272

TABLE 288         GOOGLE: DEALS            272

11.2.4    NVIDIA 276

TABLE 289         NVIDIA: BUSINESS OVERVIEW  276

FIGURE 62         NVIDIA: COMPANY SNAPSHOT 277

TABLE 290         NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED  277

TABLE 291         NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS  278

TABLE 292         NVIDIA: DEALS 279

11.2.5    SCHNEIDER ELECTRIC 281

TABLE 293         SCHNEIDER ELECTRIC: BUSINESS OVERVIEW   281

FIGURE 63         SCHNEIDER ELECTRIC: COMPANY SNAPSHOT  282

TABLE 294         SCHNEIDER ELECTRIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED          282

TABLE 295         SCHNEIDER ELECTRIC: PRODUCT LAUNCHES AND ENHANCEMENTS          283

TABLE 296         SCHNEIDER ELECTRIC: DEALS 283

TABLE 297         SCHNEIDER ELECTRIC: OTHERS            285

11.2.6    AWS      287

TABLE 298         AWS: BUSINESS OVERVIEW        287

FIGURE 64         AWS: COMPANY SNAPSHOT      287

TABLE 299         AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED       288

TABLE 300         AWS: PRODUCT LAUNCHES AND ENHANCEMENTS       288

TABLE 301         AWS: DEALS      288

11.2.7    SAP       290

TABLE 302         SAP: BUSINESS OVERVIEW         290

FIGURE 65         SAP: COMPANY SNAPSHOT       291

TABLE 303         SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED        291

TABLE 304         SAP: DEALS       292

11.2.8    SIEMENS            293

TABLE 305         SIEMENS: BUSINESS OVERVIEW 293

FIGURE 66         SIEMENS: COMPANY SNAPSHOT            294

TABLE 306         SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED              294

TABLE 307         SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS              295

TABLE 308         SIEMENS: DEALS            295

11.2.9    C3 AI     299

TABLE 309         C3 AI: BUSINESS OVERVIEW      299

FIGURE 67         C3 AI: COMPANY SNAPSHOT     300

TABLE 310         C3 AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED      300

TABLE 311         C3 AI: PRODUCT LAUNCHES AND ENHANCEMENTS      301

TABLE 312         C3 AI: DEALS     301

11.2.10  GE VERNOVA    304

TABLE 313         GE VERNOVA: BUSINESS OVERVIEW      304

FIGURE 68         GE VERNOVA: COMPANY SNAPSHOT    305

TABLE 314         GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED              305

TABLE 315         GE VERNOVA: PRODUCT LAUNCHES AND ENHANCEMENTS              306

TABLE 316         GE VERNOVA: DEALS    307

TABLE 317         GE VERNOVA: EXPANSIONS      310

11.2.11  HEXAGON AB   311

TABLE 318         HEXAGON AB: BUSINESS OVERVIEW     311

FIGURE 69         HEXAGON AB: COMPANY SNAPSHOT   312

TABLE 319         HEXAGON AB: PRODUCTS/SOLUTIONS/SERVICES OFFERED              312

TABLE 320         HEXAGON AB: DEALS   313

11.2.12  ENGIE IMPACT 315

TABLE 321         ENGIE IMPACT: BUSINESS OVERVIEW   315

TABLE 322         ENGIE IMPACT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              315

TABLE 323         ENGIE IMPACT: PRODUCT LAUNCHES AND ENHANCEMENTS              315

TABLE 324         ENGIE IMPACT: DEALS 316

11.2.13  TRENDMINER   317

11.2.14  XYLEM 317

11.3       START-UPS/SMES          318

11.3.1    NOBLEAI           318

11.3.2    IKTOS   319

11.3.3    KEBOTIX           320

11.3.4    UPTIME AI         321

11.3.5    CANVASS AI      321

11.3.6    NEXOCODE      322

11.3.7    SANDBOXAQ    323

11.3.8    DEEPMATTER  324

11.3.9    ZAPATA AI        324

11.3.10  CITRINE INFORMATICS 325

11.3.11  CHEMICAL.AI   326

11.3.12  AUGURY            327

11.3.13  INTELLEGENS  328

11.3.14  RIPIK.AI             328

11.3.15  TRACTIAN         329

11.3.16  POLYMERIZE    330

11.3.17  SCIENCEDESK  330

11.3.18  OPTISOL BUSINESS SOLUTIONS             331

11.3.19  NUWATER         332

11.3.20  VROC   333

*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.

12          ADJACENT AND RELATED MARKETS     334

12.1       INTRODUCTION            334

12.2       ARTIFICIAL INTELLIGENCE MARKET    334

12.2.1    MARKET DEFINITION   334

12.2.2    MARKET OVERVIEW     334

TABLE 325        ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH)        335

TABLE 326        ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD MILLION, Y-O-Y GROWTH)        335

12.2.3    ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING      335

TABLE 327         ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION) 336

TABLE 328         ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION) 336

12.2.4    ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY            336

TABLE 329         ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)     336

TABLE 330         ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)     337

12.2.5    ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 337

TABLE 331        ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)          337

TABLE 332        ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)          338

12.2.6    ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL      338

TABLE 333         ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 338

TABLE 334         ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 339

12.2.7    ARTIFICIAL INTELLIGENCE MARKET, BY REGION          339

TABLE 335         ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION) 340

TABLE 336         ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION) 340

12.3       GENERATIVE AI MARKET           340

12.3.1    MARKET DEFINITION   340

12.3.2    MARKET OVERVIEW     341

TABLE 337         GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019–2022 (USD MILLION, Y-O-Y )           341

TABLE 338         GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023–2030 (USD MILLION, Y-O-Y )           341

12.3.3    GENERATIVE AI MARKET, BY OFFERING             342

TABLE 339         GENERATIVE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION)          342

TABLE 340         GENERATIVE AI MARKET, BY OFFERING, 2023–2030 (USD MILLION)          342

12.3.4    GENERATIVE AI MARKET, BY APPLICATION      342

12.3.4.1 Generative AI market, application by business function             343

TABLE 341         APPLICATION BY BUSINESS FUNCTION: GENERATIVE AI MARKET, 2019–2022 (USD MILLION)      343

TABLE 342         APPLICATION BY BUSINESS FUNCTION: GENERATIVE AI MARKET, 2023–2030 (USD MILLION)      344

12.3.4.2 Generative AI market, application by data modality     344

TABLE 343         APPLICATION BY DATA MODALITY: GENERATIVE AI MARKET, 2019–2022 (USD MILLION)          345

TABLE 344         APPLICATION BY DATA MODALITY: GENERATIVE AI MARKET, 2023–2030 (USD MILLION)          345

12.3.5    GENERATIVE AI MARKET, BY VERTICAL             346

TABLE 345         GENERATIVE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION)          346

TABLE 346         GENERATIVE AI MARKET, BY VERTICAL, 2023–2030 (USD MILLION)          347

12.3.6    GENERATIVE AI MARKET, BY REGION   347

TABLE 347         GENERATIVE AI MARKET, BY REGION, 2019–2022 (USD MILLION)          348

TABLE 348         GENERATIVE AI MARKET, BY REGION, 2023–2030 (USD MILLION)          348

13          APPENDIX         349

13.1       DISCUSSION GUIDE      349

13.2       KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL             357

13.3       CUSTOMIZATION OPTIONS      359

13.4       RELATED REPORTS       359

13.5       AUTHOR DETAILS         360


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