Artificial Intelligence in Energy Market – Global Forecast to 2030
에너지 시장의 인공 지능(AI) – 용도 (에너지 수요 예측, 송전망 최적화 및 관리, 에너지 저장 최적화), 최종 용도 (발전, 송전, 배전, 소비) – 2030년까지의 세계 예측
Artificial Intelligence in Energy Market by Application (Energy Demand Forecasting, Grid optimization & management, Energy Storage Optimization), End Use (Generation, Transmission, Distribution, Consumption) – Global Forecast to 2030
| 조사회사 | MarketsandMarkets |
| 출판년월 | 2024년12월 |
| 페이지 수 | 320 |
| 도표 수 | 456 |
| 라이센스 | Single User License |
| 가격 | USD 4,950 |
| 구성 | 영문조사보고서 |
Report Overview
The AI in energy market is estimated at USD 8.91 billion in 2024 to USD 58.66 billion by 2030, at a Compound Annual Growth Rate (CAGR) of 36.9%.
에너지 시장의 인공 지능(AI) 는 2024년에 89억 1,000만 달러, 2030년까지 586억 6,000만 달러로 연간 평균 성장률(CAGR)은 36.9%로 추정됩니다.
AI-based methods and ML techniques are expected to help buildings run more efficiently and provide greater comfort levels to occupants. Buildings and HVAC systems have been designed, constructed, and commissioned as fixed systems and with static environmental assumptions. This can lead to inefficiencies because building use, occupancy, and environmental factors change over time. AI can be applied to parse data collected by building systems and integrate with controls to continuously adjust setpoints to optimize HVAC performance while maintaining or improving occupant comfort. AI-based methods can provide additional. Controls to the operators, enabling increased load flexibility of buildings for participation in Virtual Power Plants (VPPs).
“By energy type, conventional energy segment to hold the largest market size during the forecast period.”
Artificial intelligence is increasingly being integrated into the more traditional energy sectors such as coal, oil, natural gas, and nuclear energy to make it much more efficient, safe, and sustainable. In fossil fuel-based energy generation, AI optimizes resource extraction, improves plant performance, and enables predictive maintenance that reduces downtime and operational costs. Using coal, oil, and natural gas, AI systems can forecast demand fluctuations, adjust supply levels, and monitor emissions, helping operators comply with environmental regulations. With nuclear energy, AI ensures safety by monitoring reactor conditions and predicting anomalies while automating response mechanisms, hence increasing the overall plant reliability. In addition, AI use supports the development of better extracting processes and fewer operational risks in other conventional energy sources, such as peat, oil shale, and tar sands, toward sustainability in energy production. In doing so, AI is redefining the conventional energy landscape, ensuring it is more efficient, safe, and environmentally friendly.
“The services segment to register the fastest growth rate during the forecast period.”
In the AI-driven energy sector, services such as training, consulting, deploying, integrating systems, supporting, and maintenance are critical for operation optimization in generation, distribution, and consumption across an entire power system. Professional services aid energy companies in identifying specific needs using AI solutions, with potential expertise in grid optimization, energy forecasting, and smart grid management. Deployment and integration services guarantee the smooth integration of AI systems with existing energy infrastructures. Support and maintenance ensure that the AI-powered solutions stay up and running with swift troubleshooting and updates, ensuring maximum uptime. Managed services allow energy companies to step back from AI solutions, as external providers handle them to improve efficiency and minimize operational costs. Together, these services empower energy organizations to use AI technologies holistically to drive operational excellence and innovation across the value chain.
“Asia Pacific to hold the highest market growth rate during the forecast period.”
In October 2023, BluWave-ai expanded its business in the Japanese market using AI-driven energy optimization technology. BluWave-ai introduced its technology from global AI deployments to enable the energy transition in Japan by optimizing energy at industrial grid-attached plants with solar generation and battery storage. It partnered with Japanese engineering companies and completed a project at an industrial R&D center. The work included optimization of rooftop solar, battery storage, and biomass generation systems. The Smart Grid Optimizer did some incredible feats such as 20% peak demand reduction, 100% utilization of renewable energy without reverse power flow and significant savings in energy costs. By November 2024, ZTE Corporation and China Mobile developed an AI-driven Green Telco Cloud that dynamically adjusts computing resources using load-based network adjustments toward making energy use in telecommunications networks optimal. In China in November 2024, ZTE Corporation and China Mobile developed an AI-driven Green Telco Cloud that makes energy use in telecommunications networks optimal with load-based network adjustments dynamically adjusting computing resources.
In-depth interviews have been conducted with chief executive officers (CEOs), Directors, and other executives from various key organizations operating in the AI in energy market.
- By Company Type: Tier 1 – 40%, Tier 2 – 35%, and Tier 3 – 25%
- By Designation: Directors –25%, Managers – 35%, and Others – 40%
- By Region: North America – 37%, Europe – 42%, Asia Pacific – 21
The major players in the AI in energy market include Schneider Electric SE (France), GE Vernova (US), ABB Ltd (Switzerland), Honeywell International (US), Siemens AG (Germany), AWS (US), IBM (US), Microsoft (US), Oracle (US), Vestas Wind Systems A/S (Denmark), Atos zData (US), C3.ai (US), Tesla (US), Alpiq (Switzerland), Enel group (Italy), Origami Energy (UK), Innowatts (US), Irasus technologies (India), Grid4C (US), Uplight (US), GridBeyond (Ireland), eSmart Systems (Norway), Ndustrial (US), Datategy (France), Omdena (US). These players have adopted various growth strategies, such as partnerships, agreements and collaborations, new product launches, enhancements, and acquisitions to expand their AI in energy market footprint.
Research Coverage
The market study covers the AI in energy market size across different segments. It aims at estimating the market size and the growth potential across various segments, including by offering (solutions and services (professional services, managed services) by energy type (conventional energy (fossil fuels, nuclear energy, other conventional energy types) renewable energy (solar, wind, hydropower, biomass, other renewable energy types) by type (Generative AI, other AI), by application (energy demand forecasting, grid optimization & management, energy storage optimization , renewables integration , energy trading & market forecasting, energy sustainability management, disaster resilience and recovery, other applications (energy theft detection and customer management)) by end use (generation, transmission , distribution, consumption(commercial, industrial)) and Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The study includes an in-depth competitive analysis of the leading market players, their company profiles, key observations related to product and business offerings, recent developments, and market strategies.
Key Benefits of Buying the Report
The report will help the market leaders/new entrants with information on the closest approximations of the global AI in energy market’s revenue numbers and subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. Moreover, the report will provide insights for stakeholders to understand the market’s pulse and provide them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:
Analysis of key drivers (energy market volatility and risk management, rising consumer demand for smart energy solutions, AI-Powered robots increasing energy sector worker safety), restraints (data privacy and security, high implementation cost) opportunities (increasing shift towards carbon emission reduction and sustainability, renewable energy integration), and challenges (insufficient real-time energy data limiting the training and deployment of AI models, lack of skilled professionals in AI and energy analytics.) influencing the growth of the AI in energy market.
- Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI in energy market.
- Market Development: The report provides comprehensive information about lucrative markets and analyses the AI in energy market across various regions.
- Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI in energy market.
Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading include include Schneider Electric SE (France), GE Vernova (US), ABB Ltd (Switzerland), Honeywell International (US), Siemens AG (Germany), AWS (US), IBM (US), Microsoft (US), Oracle (US), Vestas Wind Systems A/S (Denmark), Atos zData (US), C3.ai (US), Tesla (US), Alpiq (Switzerland), Enel group (Italy), Origami Energy (UK), Innowatts (US), Irasus technologies (India), Grid4C (US), Uplight (US), GridBeyond (Ireland), eSmart Systems (Norway), Ndustrial (US), Datategy (France), Omdena (US).
Table of Contents
1 INTRODUCTION 33
1.1 STUDY OBJECTIVES 33
1.2 MARKET DEFINITION 33
1.3 STUDY SCOPE 34
1.3.1 MARKET SEGMENTATION 34
1.3.2 INCLUSIONS AND EXCLUSIONS 35
1.4 YEARS CONSIDERED 36
1.5 CURRENCY CONSIDERED 36
1.6 STAKEHOLDERS 37
2 RESEARCH METHODOLOGY 38
2.1 RESEARCH DATA 38
2.1.1 SECONDARY DATA 39
2.1.2 PRIMARY DATA 39
2.1.2.1 Primary interviews with experts 39
2.1.2.2 Breakdown of primary profiles 40
2.1.2.3 Key insights from industry experts 40
2.2 MARKET SIZE ESTIMATION 41
2.2.1 TOP-DOWN APPROACH 42
2.2.2 BOTTOM-UP APPROACH 43
2.2.3 AI IN ENERGY MARKET ESTIMATION: DEMAND-SIDE ANALYSIS 44
2.3 DATA TRIANGULATION 45
2.4 LIMITATIONS AND RISK ASSESSMENT 46
2.5 RESEARCH ASSUMPTIONS 46
2.6 RESEARCH LIMITATIONS 46
3 EXECUTIVE SUMMARY 47
4 PREMIUM INSIGHTS 49
4.1 OPPORTUNITIES FOR KEY PLAYERS IN AI IN ENERGY MARKET 49
4.2 AI IN ENERGY MARKET, BY OFFERING 49
4.3 AI IN ENERGY MARKET, BY SERVICE 50
4.4 AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE 50
4.5 AI IN ENERGY MARKET, BY APPLICATION 51
4.6 AI IN ENERGY MARKET, BY ENERGY TYPE 51
4.7 AI IN ENERGY MARKET, BY END USE 52
4.8 AI IN ENERGY MARKET, BY TYPE 52
4.9 NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING AND END USE 53
5 MARKET OVERVIEW AND INDUSTRY TRENDS 54
5.1 INTRODUCTION 54
5.2 MARKET DYNAMICS 54
5.2.1 DRIVERS 55
5.2.1.1 Energy market volatility and risk management 55
5.2.1.2 Rising consumer demand for smart energy solutions 55
5.2.1.3 AI-powered robots increasing energy sector worker safety 55
5.2.2 RESTRAINTS 55
5.2.2.1 Data privacy and security 55
5.2.2.2 High implementation costs 56
5.2.3 OPPORTUNITIES 56
5.2.3.1 Increasing shift toward carbon emission reduction and sustainability 56
5.2.3.2 Renewable energy integration 56
5.2.4 CHALLENGES 57
5.2.4.1 Insufficient real-time energy data limiting training and deployment of AI models 57
5.2.4.2 Lack of skilled professionals in AI and energy analytics 57
5.3 BRIEF HISTORY OF AI IN ENERGY MARKET 57
5.4 ECOSYSTEM ANALYSIS 59
5.5 CASE STUDY ANALYSIS 60
5.5.1 OPTIMIZING ENERGY EFFICIENCY ACROSS PORTFOLIOS: BLACKSTONE’S STRATEGIC PARTNERSHIP WITH SCHNEIDER ELECTRIC 60
5.5.2 C3 AI ENERGY MANAGEMENT PLATFORM HELPED LEADING PETROCHEMICAL COMPANY BOOST ENERGY EFFICIENCY AND ENVIRONMENTAL PERFORMANCE 61
5.5.3 ENVERUS INSTANT ANALYST ENABLED ENERGY COMPANIES IMPROVE DECISION-MAKING AND OPERATIONAL EFFICIENCY 62
5.5.4 AI-POWERED MICROGRIDS FACILITATED ENERGY RESILIENCE AND EQUITY IN REGIONAL COMMUNITIES 62
5.5.5 C3 AI ENERGY MANAGEMENT PLATFORM HELPED LEADING STEEL MANUFACTURER GAIN SUBSTANTIAL COST SAVINGS AND OPERATIONAL IMPROVEMENTS 63
5.6 SUPPLY CHAIN ANALYSIS 64
5.7 TARIFF AND REGULATORY LANDSCAPE 65
5.7.1 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231) 65
5.7.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 67
5.7.3 KEY REGULATIONS: AI IN ENERGY 70
5.7.3.1 North America 70
5.7.3.1.1 SCR 17: Artificial Intelligence Bill (California) 70
5.7.3.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut) 70
5.7.3.1.3 National Artificial Intelligence Initiative Act (NAIIA) 70
5.7.3.1.4 The Artificial Intelligence and Data Act (AIDA) – Canada 71
5.7.3.2 Europe 71
5.7.3.2.1 European Union (EU) – Artificial Intelligence Act (AIA) 71
5.7.3.2.2 General Data Protection Regulation (Europe) 72
5.7.3.3 Asia Pacific 72
5.7.3.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China) 72
5.7.3.3.2 National AI Strategy (Singapore) 73
5.7.3.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan) 73
5.7.3.4 Middle East & Africa 74
5.7.3.4.1 National Strategy for Artificial Intelligence (UAE) 74
5.7.3.4.2 National Artificial Intelligence Strategy (Qatar) 74
5.7.3.4.3 AI Ethics Principles and Guidelines (Dubai) 75
5.7.3.5 Latin America 75
5.7.3.5.1 Santiago Declaration (Chile) 75
5.7.3.5.2 Brazilian Artificial Intelligence Strategy (EBIA) 75
5.8 PRICING ANALYSIS 76
5.8.1 AVERAGE SELLING PRICE TREND AMONG KEY PLAYERS,
BY RENEWABLE ENERGY TYPE 76
5.8.2 INDICATIVE PRICING ANALYSIS, BY OFFERING, 2024 77
5.9 TECHNOLOGY ANALYSIS 77
5.9.1 KEY TECHNOLOGIES 77
5.9.1.1 Conversational AI 77
5.9.1.2 Energy modeling and simulation tools 78
5.9.1.3 AutoML 78
5.9.1.4 MLOps 78
5.9.2 COMPLEMENTARY TECHNOLOGIES 79
5.9.2.1 Blockchain 79
5.9.2.2 Edge computing 79
5.9.2.3 Sensors and robotics 79
5.9.2.4 Cybersecurity 80
5.9.2.5 Big data 80
5.9.2.6 IoT 80
5.9.3 ADJACENT TECHNOLOGIES 81
5.9.3.1 Smart grids 81
5.9.3.2 Robotics 81
5.9.3.3 Geospatial technologies 81
5.10 PATENT ANALYSIS 82
5.10.1 LIST OF MAJOR PATENTS 83
5.11 PORTER’S FIVE FORCES ANALYSIS 85
5.11.1 THREAT OF NEW ENTRANTS 86
5.11.2 THREAT OF SUBSTITUTES 86
5.11.3 BARGAINING POWER OF BUYERS 87
5.11.4 BARGAINING POWER OF SUPPLIERS 87
5.11.5 INTENSITY OF COMPETITIVE RIVALRY 87
5.12 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 87
5.13 KEY STAKEHOLDERS AND BUYING CRITERIA 88
5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 88
5.13.2 BUYING CRITERIA 89
5.14 KEY CONFERENCES AND EVENTS, 2024–2025 90
5.15 TECHNOLOGY ROADMAP FOR AI IN ENERGY MARKET 91
5.15.1 SHORT-TERM ROADMAP (2023–2025) 91
5.15.2 MID-TERM ROADMAP (2026–2028) 91
5.15.3 LONG-TERM ROADMAP (2029–2030) 91
5.16 BEST PRACTICES IN AI IN ENERGY MARKET 92
5.16.1 ENSURE DATA QUALITY AND INTEGRATION 92
5.16.2 ADOPT AI-POWERED PREDICTIVE MAINTENANCE 92
5.16.3 FOSTER COLLABORATION AMONG STAKEHOLDERS 92
5.16.4 PRIORITIZE SCALABILITY AND FLEXIBILITY 92
5.16.5 FOCUS ON ETHICAL AI IMPLEMENTATION 92
5.16.6 INVEST IN AI-DRIVEN ENERGY TRADING PLATFORMS 92
5.16.7 IMPLEMENT AI FOR ENERGY FORECASTING AND LOAD MANAGEMENT 92
5.16.8 ENHANCE CUSTOMER ENGAGEMENT WITH AI SOLUTIONS 92
5.17 CURRENT AND EMERGING BUSINESS MODELS 93
5.17.1 ENERGY-AS-A-SERVICE (EAAS) 93
5.17.2 PREDICTIVE MAINTENANCE CONTRACTS 93
5.17.3 AI-DRIVEN TRADING PLATFORMS 93
5.17.4 GRID FLEXIBILITY SOLUTIONS 93
5.17.5 SUSTAINABILITY-AS-A-SERVICE 93
5.17.6 REMOTE ENERGY MONITORING AND MANAGEMENT 93
5.17.7 GREEN FINANCE AND AI-POWERED CREDIT SCORING 93
5.17.8 AI-BASED ENERGY EFFICIENCY AUDITS AND RETROFITTING SERVICES 93
5.18 AI IN ENERGY MARKET: TOOLS, FRAMEWORKS, AND TECHNIQUES 94
5.19 TRADE ANALYSIS (8542) 94
5.19.1 EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS 94
5.19.2 IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS 96
5.20 INVESTMENT AND FUNDING SCENARIO 97
5.21 IMPACT OF AI/GEN AI ON AI IN ENERGY MARKET 98
5.21.1 IMPACT OF AI/GEN AI ON ENERGY SECTOR 98
5.21.2 USE CASES OF GEN AI IN ENERGY SECTOR 98
6 AI IN ENERGY MARKET, BY OFFERING 100
6.1 INTRODUCTION 101
6.1.1 OFFERING: AI IN ENERGY MARKET DRIVERS 101
6.2 SOLUTIONS 102
6.2.1 AI IN ENERGY SOLUTIONS TO DRIVE EFFICIENCY, SUSTAINABILITY,
AND INNOVATION 102
6.3 SERVICES 103
6.3.1 FOCUS ON CONTINUOUS MONITORING, MAINTENANCE,
AND PERFORMANCE OPTIMIZATION TO BOOST MARKET 103
6.3.2 PROFESSIONAL SERVICES 105
6.3.2.1 Training & consulting 107
6.3.2.2 System integration & implementation 108
6.3.2.3 Support & maintenance 109
6.3.3 MANAGED SERVICES 110
7 AI IN ENERGY MARKET, BY ENERGY TYPE 111
7.1 INTRODUCTION 112
7.1.1 ENERGY TYPE: AI IN ENERGY MARKET DRIVERS 112
7.2 CONVENTIONAL ENERGY 113
7.2.1 ENHANCED MONITORING AND OPERATIONAL OPTIMIZATION TO PROPEL MARKET GROWTH 113
7.2.2 FOSSIL FUELS 114
7.2.2.1 Coal 115
7.2.2.2 Oil 115
7.2.2.3 Natural gas 115
7.2.3 NUCLEAR ENERGY 116
7.2.4 OTHER CONVENTIONAL ENERGY TYPES 117
7.3 RENEWABLE ENERGY 118
7.3.1 BETTER MAINTENANCE PRACTICES, RESOURCE ALLOCATION, AND INTEGRATION OF INNOVATIVE SOLUTIONS TO SUPPORT MARKET GROWTH 118
7.3.2 SOLAR 119
7.3.3 WIND 120
7.3.4 HYDROPOWER 121
7.3.5 BIOMASS 122
7.3.6 OTHER RENEWABLE ENERGY TYPES 123
8 AI IN ENERGY MARKET, BY TYPE 124
8.1 INTRODUCTION 125
8.1.1 TYPE: AI IN ENERGY MARKET DRIVERS 125
8.2 GENERATIVE AI 126
8.2.1 GENERATION OF SYNTHETIC DATA THAT MIMICS REAL-WORLD CONDITIONS TO DRIVE MARKET 126
8.3 OTHER AI 127
8.3.1 AI TECHNOLOGIES TO TRANSFORM ENERGY PROCESSES WITH SMARTER, FASTER, AND MORE ADAPTIVE SOLUTIONS 127
8.3.2 MACHINE LEARNING 128
8.3.3 NATURAL LANGUAGE PROCESSING 129
8.3.4 PREDICTIVE ANALYTICS 129
8.3.5 COMPUTER VISION 129
9 AI IN ENERGY MARKET, BY APPLICATION 130
9.1 INTRODUCTION 131
9.1.1 APPLICATION: AI IN ENERGY MARKET DRIVERS 131
9.2 ENERGY DEMAND FORECASTING 133
9.2.1 ALIGNING SUPPLY WITH ANTICIPATED DEMAND AND REAL-TIME DEMAND PREDICTIONS TO PROPEL MARKET GROWTH 133
9.3 GRID OPTIMIZATION & MANAGEMENT 134
9.3.1 REAL-TIME MONITORING, ANALYSIS, AND CONTROL TO HELP TRANSFORM ENERGY NETWORKS INTO INTELLIGENT SYSTEMS 134
9.4 ENERGY STORAGE OPTIMIZATION 135
9.4.1 PREDICTION OF ENERGY NEEDS AND IDENTIFICATION OF PERFORMANCE ANOMALIES IN STORAGE SYSTEMS TO AID MARKET GROWTH 135
9.5 RENEWABLE INTEGRATION 136
9.5.1 SEAMLESS INCORPORATION OF VARIABLE ENERGY SOURCES INTO POWER GRIDS TO ENSURE EFFICIENCY AND RELIABILITY 136
9.6 ENERGY TRADING & MARKET FORECASTING 137
9.6.1 CRUCIAL ROLE IN STREAMLINING OPERATIONS AND FOSTERING SUSTAINABLE ENERGY ECONOMIES TO SUPPORT MARKET GROWTH 137
9.7 ENERGY SUSTAINABILITY MANAGEMENT 138
9.7.1 REAL-TIME MONITORING OF ENERGY CONSUMPTION TO DRIVE MARKET 138
9.8 DISASTER RESILIENCE & RECOVERY 139
9.8.1 RISING DEMAND FOR MINIMIZING DOWNTIME AND ENSURING RELIABLE POWER DURING CRISES TO HELP MARKET GROWTH 139
9.9 OTHER APPLICATIONS 140
10 AI IN ENERGY MARKET, BY END USE 141
10.1 INTRODUCTION 142
10.1.1 END USE: AI IN ENERGY MARKET DRIVERS 142
10.2 GENERATION 144
10.2.1 REDUCED COSTS, ENHANCED SUSTAINABILITY, AND IMPROVED OPERATIONAL EFFICIENCY TO FOSTER MARKET GROWTH 144
10.3 TRANSMISSION 145
10.3.1 RESILIENT, SUSTAINABLE, AND SECURE ENERGY INFRASTRUCTURE TO DRIVE MARKET 145
10.4 DISTRIBUTION 146
10.4.1 OPTIMIZATION OF ENERGY DISTRIBUTION BY BALANCING LOAD DEMAND AND DETECTING FAULTS IN REAL TIME TO BOOST MARKET 146
10.5 CONSUMPTION 147
10.5.1 OPTIMIZED ENERGY USAGE, REDUCED COSTS, AND ENHANCED SUSTAINABILITY TO FUEL MARKET GROWTH 147
10.5.2 COMMERCIAL 148
10.5.3 INDUSTRIAL 149
11 AI IN ENERGY MARKET, BY REGION 151
11.1 INTRODUCTION 152
11.2 NORTH AMERICA 153
11.2.1 NORTH AMERICA: MACROECONOMIC OUTLOOK 153
11.2.2 US 161
11.2.2.1 Government initiatives and funding to boost market growth 161
11.2.3 CANADA 166
11.2.3.1 Increased focus on reducing energy consumption
to fuel market growth 166
11.3 EUROPE 173
11.3.1 EUROPE: MACROECONOMIC OUTLOOK 173
11.3.2 GERMANY 180
11.3.2.1 Significant investments and collaborative projects to drive market growth 180
11.3.3 UK 186
11.3.3.1 Key investments focused on cutting emissions in energy and transportation to drive market 186
11.3.4 FRANCE 187
11.3.4.1 Increased focus on reducing environmental impact of fossil fuels to accelerate market growth 187
11.3.5 ITALY 187
11.3.5.1 Public investments and collaboration between private players to drive market 187
11.3.6 SPAIN 187
11.3.6.1 Green energy initiatives and investments to aid market growth 187
11.3.7 NORDICS 188
11.3.7.1 Innovative AI-based projects to reduce energy consumption and government initiatives driving market growth 188
11.3.8 REST OF EUROPE 188
11.4 ASIA PACIFIC 189
11.4.1 ASIA PACIFIC: MACROECONOMIC OUTLOOK 189
11.4.2 CHINA 197
11.4.2.1 Rising demand for energy efficiency and sustainability to fuel market growth 197
11.4.3 JAPAN 203
11.4.3.1 Initiatives for reducing fossil fuel reliance to drive sustainable
market growth 203
11.4.4 INDIA 203
11.4.4.1 Government initiatives for sustainable development and efficient resource management to foster market growth 203
11.4.5 AUSTRALIA & NEW ZEALAND 204
11.4.5.1 Increasing demand for smart home energy to drive market 204
11.4.6 SOUTH KOREA 204
11.4.6.1 Transformative shift driven by AI initiatives to bolster market growth 204
11.4.7 ASEAN 205
11.4.7.1 Growing integration of AI into energy systems to drive sustainability and efficiency 205
11.4.8 REST OF ASIA PACIFIC 205
11.5 MIDDLE EAST & AFRICA 205
11.5.1 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK 205
11.5.1.1 KSA 212
11.5.1.1.1 Increasing focus on reducing transmission losses and enhancing energy efficiency goals to aid market growth 212
11.5.1.2 UAE 218
11.5.1.2.1 Increasing energy demands and focus on reducing environmental footprints to foster market growth 218
11.5.1.3 Kuwait 218
11.5.1.3.1 Rising applications of AI for enhancing asset management, operational excellence, and technical capabilities to assist market growth 218
11.5.1.4 Bahrain 219
11.5.1.4.1 Digitalization in energy sector to drive growth 219
11.5.1.5 South Africa 219
11.5.1.5.1 Increasing awareness of sustainability and government commitments to create significant growth opportunities 219
11.5.1.6 Rest of Middle East & Africa 219
11.6 LATIN AMERICA 220
11.6.1 LATIN AMERICA: MACROECONOMIC OUTLOOK 220
11.6.2 BRAZIL 227
11.6.2.1 Government support, technological advancements, and skilled workforce to drive market 227
11.6.3 ARGENTINA 232
11.6.3.1 Government initiatives for optimizing energy consumption and integrating renewable sources to accelerate market growth 232
11.6.4 MEXICO 233
11.6.4.1 National AI strategy and increasing demand for energy forecasting to drive market 233
11.6.5 REST OF LATIN AMERICA 233
12 COMPETITIVE LANDSCAPE 234
12.1 INTRODUCTION 234
12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2021–2024 234
12.3 MARKET SHARE ANALYSIS, 2024 236
12.3.1 MARKET RANKING ANALYSIS 238
12.4 REVENUE ANALYSIS, 2019–2023 239
12.5 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024 239
12.5.1 STARS 239
12.5.2 EMERGING LEADERS 239
12.5.3 PERVASIVE PLAYERS 240
12.5.4 PARTICIPANTS 240
12.5.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024 241
12.5.5.1 Company footprint 241
12.5.5.2 Region footprint 242
12.5.5.3 Offering footprint 243
12.5.5.4 Energy type footprint 244
12.5.5.5 Type footprint 245
12.5.5.6 Application footprint 246
12.5.5.7 End-use footprint 247
12.6 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024 248
12.6.1 PROGRESSIVE COMPANIES 248
12.6.2 RESPONSIVE COMPANIES 248
12.6.3 DYNAMIC COMPANIES 248
12.6.4 STARTING BLOCKS 248
12.6.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024 250
12.6.5.1 Detailed list of key startups/SMEs 250
12.6.5.2 Competitive benchmarking of key startups/SMEs 251
12.7 COMPETITIVE SCENARIO 252
12.7.1 PRODUCT LAUNCHES AND ENHANCEMENTS 252
12.7.2 DEALS 252
12.8 BRAND/PRODUCT COMPARISON 254
12.9 COMPANY VALUATION AND FINANCIAL METRICS 255
13 COMPANY PROFILES 256
13.1 KEY PLAYERS 256
13.1.1 SCHNEIDER ELECTRIC SE 256
13.1.1.1 Business overview 256
13.1.1.2 Products/Solutions/Services offered 258
13.1.1.3 Recent developments 258
13.1.1.3.1 Deals 258
13.1.1.4 MnM view 259
13.1.1.4.1 Key strengths 259
13.1.1.4.2 Strategic choices 259
13.1.1.4.3 Weaknesses and competitive threats 259
13.1.2 GE VERNOVA 260
13.1.2.1 Business overview 260
13.1.2.2 Products/Solutions/Services offered 260
13.1.2.3 Recent developments 261
13.1.2.3.1 Product launches and enhancements 261
13.1.2.3.2 Deals 262
13.1.2.4 MnM view 262
13.1.2.4.1 Key strengths 262
13.1.2.4.2 Strategic choices 262
13.1.2.4.3 Weaknesses and competitive threats 262
13.1.3 ABB LTD 263
13.1.3.1 Business overview 263
13.1.3.2 Products/Solutions/Services offered 264
13.1.3.3 Recent developments 265
13.1.3.3.1 Deals 265
13.1.3.4 MnM view 265
13.1.3.4.1 Key strengths 265
13.1.3.4.2 Strategic choices 265
13.1.3.4.3 Weaknesses and competitive threats 265
13.1.4 HONEYWELL INTERNATIONAL, INC. 266
13.1.4.1 Business overview 266
13.1.4.2 Products/Solutions/Services offered 268
13.1.4.3 Recent developments 269
13.1.4.3.1 Product launches and enhancements 269
13.1.4.3.2 Deals 269
13.1.4.4 MnM view 270
13.1.4.4.1 Key strengths 270
13.1.4.4.2 Strategic choices 270
13.1.4.4.3 Weaknesses and competitive threats 270
13.1.5 SIEMENS AG 271
13.1.5.1 Business overview 271
13.1.5.2 Products/Solutions/Services offered 272
13.1.5.3 Recent developments 273
13.1.5.3.1 Deals 273
13.1.5.4 MnM view 273
13.1.5.4.1 Key strengths 273
13.1.5.4.2 Strategic choices 273
13.1.5.4.3 Weaknesses and competitive threats 273
13.1.6 ORACLE CORPORATION 274
13.1.6.1 Business overview 274
13.1.6.2 Products/Solutions/Services offered 275
13.1.6.3 Recent developments 276
13.1.6.3.1 Deals 276
13.1.7 VESTAS WIND SYSTEMS A/S 277
13.1.7.1 Business overview 277
13.1.7.2 Products/Solutions/Services offered 278
13.1.7.3 Recent developments 279
13.1.7.3.1 Deals 279
13.1.8 IBM CORPORATION 280
13.1.8.1 Business overview 280
13.1.8.2 Products/Solutions/Services offered 282
13.1.8.3 Recent developments 283
13.1.8.3.1 Deals 283
13.1.9 MICROSOFT CORPORATION, INC. 284
13.1.9.1 Business overview 284
13.1.9.2 Products/Solutions/Services offered 285
13.1.9.3 Recent developments 286
13.1.9.3.1 Deals 286
13.1.10 AMAZON WEB SERVICES, INC 287
13.1.10.1 Business overview 287
13.1.10.2 Products/Solutions/Services offered 288
13.1.10.3 Recent developments 288
13.1.10.3.1 Deals 288
13.1.11 ATOS SE 289
13.1.11.1 Business overview 289
13.1.11.2 Products/Solutions/Services offered 290
13.1.11.3 Recent developments 292
13.1.11.3.1 Product launches and enhancements 292
13.1.11.3.2 Deals 292
13.1.12 TESLA, INC. 293
13.1.13 C3.AI, INC. 294
13.1.14 ALPIQ 295
13.1.15 ENEL S.P.A. 296
13.2 STARTUPS/SMES 297
13.2.1 ORIGAMI ENERGY 297
13.2.2 INNOWATS 298
13.2.3 IRASUS TECHNOLOGIES 299
13.2.4 GRID4C 299
13.2.5 UPLIGHT 300
13.2.6 GRIDBEYOND 300
13.2.7 ESMART SYSTEMS 301
13.2.8 NDUSTRIAL 301
13.2.9 DATATEGY 302
13.2.10 OMDENA 302
14 ADJACENT/RELATED MARKETS 303
14.1 INTRODUCTION 303
14.2 CONVERSATIONAL AI MARKET 303
14.2.1 MARKET OVERVIEW 303
14.2.2 CONVERSATIONAL AI MARKET, BY OFFERING 304
14.3 SERVICES 304
14.3.1 CONVERSATIONAL AI MARKET, BY SERVICE 304
14.3.2 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 305
14.3.3 CONVERSATIONAL AI MARKET, BY INTEGRATION MODE 306
14.3.4 CONVERSATIONAL AI MARKET, BY VERTICAL 307
14.4 CUSTOMER EXPERIENCE MANAGEMENT MARKET 308
14.4.1 MARKET DEFINITION 308
14.4.2 MARKET OVERVIEW 308
14.4.3 CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY OFFERING 308
14.4.4 CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY DEPLOYMENT TYPE 309
14.4.5 CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY ORGANIZATION SIZE 310
14.4.6 CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY VERTICAL 311
15 APPENDIX 312
15.1 DISCUSSION GUIDE 312
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 316
15.3 CUSTOMIZATION OPTIONS 318
15.4 RELATED REPORTS 318
15.5 AUTHOR DETAILS 319
LIST OF TABLES
TABLE 1 USD EXCHANGE RATES, 2019–2023 36
TABLE 2 AI IN ENERGY MARKET: ECOSYSTEM ANALYSIS 59
TABLE 3 TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231), 2023 65
TABLE 4 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 67
TABLE 5 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 68
TABLE 6 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 69
TABLE 7 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 69
TABLE 8 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 70
TABLE 9 AVERAGE SELLING PRICE TREND AMONG KEY PLAYERS,
BY RENEWABLE ENERGY TYPE (USD MILLION) 76
TABLE 10 INDICATIVE PRICING LEVELS OF ENERGY SOLUTIONS, BY OFFERING, 2024 77
TABLE 11 PORTER’S FIVE FORCES ANALYSIS: IMPACT ON AI IN ENERGY MARKET 85
TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES 89
TABLE 13 KEY BUYING CRITERIA FOR TOP THREE END USES 89
TABLE 14 AI IN ENERGY MARKET: DETAILED LIST OF CONFERENCES AND
EVENTS, 2024–2025 90
TABLE 15 AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 101
TABLE 16 AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 102
TABLE 17 SOLUTIONS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 102
TABLE 18 SOLUTIONS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 103
TABLE 19 SERVICES: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 104
TABLE 20 SERVICES: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 104
TABLE 21 AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 104
TABLE 22 AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 104
TABLE 23 PROFESSIONAL SERVICES: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 105
TABLE 24 PROFESSIONAL SERVICES: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 106
TABLE 25 AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 106
TABLE 26 AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 106
TABLE 27 TRAINING & CONSULTING: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 107
TABLE 28 TRAINING & CONSULTING: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 107
TABLE 29 SYSTEM INTEGRATION & IMPLEMENTATION: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 108
TABLE 30 SYSTEM INTEGRATION & IMPLEMENTATION: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 108
TABLE 31 SUPPORT & MAINTENANCE: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 109
TABLE 32 SUPPORT & MAINTENANCE: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 109
TABLE 33 MANAGED SERVICES: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 110
TABLE 34 MANAGED SERVICES: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 110
TABLE 35 AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 113
TABLE 36 AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 113
TABLE 37 AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 113
TABLE 38 AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 114
TABLE 39 FOSSIL FUELS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 114
TABLE 40 FOSSIL FUELS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 114
TABLE 41 NUCLEAR ENERGY: AI IN ENERGY MARKET, BY REGION,
2019–2023 (USD MILLION) 116
TABLE 42 NUCLEAR ENERGY: AI IN ENERGY MARKET, BY REGION,
2024–2030 (USD MILLION) 116
TABLE 43 OTHER CONVENTIONAL ENERGY TYPES: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 117
TABLE 44 OTHER CONVENTIONAL ENERGY TYPES: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 117
TABLE 45 AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 118
TABLE 46 AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 118
TABLE 47 SOLAR: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 119
TABLE 48 SOLAR: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 119
TABLE 49 WIND: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 120
TABLE 50 WIND: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 120
TABLE 51 HYDROPOWER: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 121
TABLE 52 HYDROPOWER: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 121
TABLE 53 BIOMASS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 122
TABLE 54 BIOMASS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 122
TABLE 55 OTHER RENEWABLE ENERGY TYPES: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 123
TABLE 56 OTHER RENEWABLE ENERGY TYPES: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 123
TABLE 57 AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 126
TABLE 58 AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 126
TABLE 59 GENERATIVE AI: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 127
TABLE 60 GENERATIVE AI: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 127
TABLE 61 OTHER AI: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 128
TABLE 62 OTHER AI: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 128
TABLE 63 AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 132
TABLE 64 AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 132
TABLE 65 ENERGY DEMAND FORECASTING: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 133
TABLE 66 ENERGY DEMAND FORECASTING: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 133
TABLE 67 GRID OPTIMIZATION & MANAGEMENT: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 134
TABLE 68 GRID OPTIMIZATION & MANAGEMENT: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 134
TABLE 69 ENERGY STORAGE OPTIMIZATION: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 135
TABLE 70 ENERGY STORAGE OPTIMIZATION: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 135
TABLE 71 RENEWABLE INTEGRATION: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 136
TABLE 72 RENEWABLE INTEGRATION: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 136
TABLE 73 ENERGY TRADING & MARKET FORECASTING: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 137
TABLE 74 ENERGY TRADING & MARKET FORECASTING: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 137
TABLE 75 ENERGY SUSTAINABILITY MANAGEMENT: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 138
TABLE 76 ENERGY SUSTAINABILITY MANAGEMENT: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 138
TABLE 77 DISASTER RESILIENCE & RECOVERY: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 139
TABLE 78 DISASTER RESILIENCE & RECOVERY: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 139
TABLE 79 OTHER APPLICATIONS: AI IN ENERGY MARKET,
BY REGION, 2019–2023 (USD MILLION) 140
TABLE 80 OTHER APPLICATIONS: AI IN ENERGY MARKET,
BY REGION, 2024–2030 (USD MILLION) 140
TABLE 81 AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 143
TABLE 82 AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 143
TABLE 83 GENERATION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 144
TABLE 84 GENERATION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 144
TABLE 85 TRANSMISSION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 145
TABLE 86 TRANSMISSION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 145
TABLE 87 DISTRIBUTION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 146
TABLE 88 DISTRIBUTION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 146
TABLE 89 CONSUMPTION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 147
TABLE 90 CONSUMPTION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 147
TABLE 91 AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 148
TABLE 92 AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 148
TABLE 93 COMMERCIAL: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 148
TABLE 94 COMMERCIAL: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 149
TABLE 95 INDUSTRIAL: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 149
TABLE 96 INDUSTRIAL: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 150
TABLE 97 AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 152
TABLE 98 AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 152
TABLE 99 NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING,
2019–2023 (USD MILLION) 154
TABLE 100 NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING,
2024–2030 (USD MILLION) 155
TABLE 101 NORTH AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 155
TABLE 102 NORTH AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 155
TABLE 103 NORTH AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 155
TABLE 104 NORTH AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 156
TABLE 105 NORTH AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,
2019–2023 (USD MILLION) 156
TABLE 106 NORTH AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,
2024–2030 (USD MILLION) 156
TABLE 107 NORTH AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2019–2023 (USD MILLION) 156
TABLE 108 NORTH AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2024–2030 (USD MILLION) 157
TABLE 109 NORTH AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 157
TABLE 110 NORTH AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 157
TABLE 111 NORTH AMERICA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 158
TABLE 112 NORTH AMERICA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 158
TABLE 113 NORTH AMERICA: AI IN ENERGY MARKET, BY APPLICATION,
2019–2023 (USD MILLION) 158
TABLE 114 NORTH AMERICA: AI IN ENERGY MARKET, BY APPLICATION,
2024–2030 (USD MILLION) 159
TABLE 115 NORTH AMERICA: AI IN ENERGY MARKET, BY END USE,
2019–2023 (USD MILLION) 159
TABLE 116 NORTH AMERICA: AI IN ENERGY MARKET, BY END USE,
2024–2030 (USD MILLION) 159
TABLE 117 NORTH AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,
2019–2023 (USD MILLION) 160
TABLE 118 NORTH AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,
2024–2030 (USD MILLION) 160
TABLE 119 NORTH AMERICA: AI IN ENERGY MARKET, BY COUNTRY,
2019–2023 (USD MILLION) 160
TABLE 120 NORTH AMERICA: AI IN ENERGY MARKET, BY COUNTRY,
2024–2030 (USD MILLION) 160
TABLE 121 US: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 161
TABLE 122 US: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 161
TABLE 123 US: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 162
TABLE 124 US: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 162
TABLE 125 US: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 162
TABLE 126 US: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 162
TABLE 127 US: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 163
TABLE 128 US: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 163
TABLE 129 US: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 163
TABLE 130 US: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 163
TABLE 131 US: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 164
TABLE 132 US: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 164
TABLE 133 US: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 164
TABLE 134 US: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 164
TABLE 135 US: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 165
TABLE 136 US: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 165
TABLE 137 US: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 165
TABLE 138 US: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 166
TABLE 139 US: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 166
TABLE 140 US: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 166
TABLE 141 CANADA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 167
TABLE 142 CANADA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 167
TABLE 143 CANADA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 167
TABLE 144 CANADA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 167
TABLE 145 CANADA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 168
TABLE 146 CANADA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 168
TABLE 147 CANADA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 168
TABLE 148 CANADA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 168
TABLE 149 CANADA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 169
TABLE 150 CANADA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 169
TABLE 151 CANADA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 169
TABLE 152 CANADA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 170
TABLE 153 CANADA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 170
TABLE 154 CANADA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 170
TABLE 155 CANADA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 171
TABLE 156 CANADA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 171
TABLE 157 CANADA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 172
TABLE 158 CANADA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 172
TABLE 159 CANADA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 172
TABLE 160 CANADA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 172
TABLE 161 EUROPE: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 173
TABLE 162 EUROPE: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 174
TABLE 163 EUROPE: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 174
TABLE 164 EUROPE: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 174
TABLE 165 EUROPE: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 174
TABLE 166 EUROPE: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 175
TABLE 167 EUROPE: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 175
TABLE 168 EUROPE: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 175
TABLE 169 EUROPE: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 175
TABLE 170 EUROPE: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 176
TABLE 171 EUROPE: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 176
TABLE 172 EUROPE: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 176
TABLE 173 EUROPE: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 177
TABLE 174 EUROPE: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 177
TABLE 175 EUROPE: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 177
TABLE 176 EUROPE: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 178
TABLE 177 EUROPE: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 178
TABLE 178 EUROPE: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 178
TABLE 179 EUROPE: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 179
TABLE 180 EUROPE: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 179
TABLE 181 EUROPE: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 179
TABLE 182 EUROPE: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 180
TABLE 183 GERMANY: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 180
TABLE 184 GERMANY: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 181
TABLE 185 GERMANY: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 181
TABLE 186 GERMANY: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 181
TABLE 187 GERMANY: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 181
TABLE 188 GERMANY: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 182
TABLE 189 GERMANY: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 182
TABLE 190 GERMANY: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 182
TABLE 191 GERMANY: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 182
TABLE 192 GERMANY: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 183
TABLE 193 GERMANY: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 183
TABLE 194 GERMANY: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 183
TABLE 195 GERMANY: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 184
TABLE 196 GERMANY: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 184
TABLE 197 GERMANY: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 184
TABLE 198 GERMANY: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 185
TABLE 199 GERMANY: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 185
TABLE 200 GERMANY: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 185
TABLE 201 GERMANY: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 186
TABLE 202 GERMANY: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 186
TABLE 203 ASIA PACIFIC: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 190
TABLE 204 ASIA PACIFIC: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 191
TABLE 205 ASIA PACIFIC: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 191
TABLE 206 ASIA PACIFIC: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 191
TABLE 207 ASIA PACIFIC: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 191
TABLE 208 ASIA PACIFIC: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 192
TABLE 209 ASIA PACIFIC: AI IN ENERGY MARKET, BY ENERGY TYPE,
2019–2023 (USD MILLION) 192
TABLE 210 ASIA PACIFIC: AI IN ENERGY MARKET, BY ENERGY TYPE,
2024–2030 (USD MILLION) 192
TABLE 211 ASIA PACIFIC: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 192
TABLE 212 ASIA PACIFIC: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 193
TABLE 213 ASIA PACIFIC: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 193
TABLE 214 ASIA PACIFIC: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 193
TABLE 215 ASIA PACIFIC: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 194
TABLE 216 ASIA PACIFIC: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 194
TABLE 217 ASIA PACIFIC: AI IN ENERGY MARKET, BY APPLICATION,
2019–2023 (USD MILLION) 194
TABLE 218 ASIA PACIFIC: AI IN ENERGY MARKET, BY APPLICATION,
2024–2030 (USD MILLION) 195
TABLE 219 ASIA PACIFIC: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 195
TABLE 220 ASIA PACIFIC: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 195
TABLE 221 ASIA PACIFIC: AI IN ENERGY MARKET, BY CONSUMPTION,
2019–2023 (USD MILLION) 196
TABLE 222 ASIA PACIFIC: AI IN ENERGY MARKET, BY CONSUMPTION,
2024–2030 (USD MILLION) 196
TABLE 223 ASIA PACIFIC: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 196
TABLE 224 ASIA PACIFIC: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 197
TABLE 225 CHINA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 197
TABLE 226 CHINA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 198
TABLE 227 CHINA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 198
TABLE 228 CHINA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 198
TABLE 229 CHINA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 198
TABLE 230 CHINA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 199
TABLE 231 CHINA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 199
TABLE 232 CHINA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 199
TABLE 233 CHINA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 199
TABLE 234 CHINA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 200
TABLE 235 CHINA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 200
TABLE 236 CHINA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 200
TABLE 237 CHINA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 201
TABLE 238 CHINA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 201
TABLE 239 CHINA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 201
TABLE 240 CHINA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 202
TABLE 241 CHINA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 202
TABLE 242 CHINA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 202
TABLE 243 CHINA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 203
TABLE 244 CHINA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 203
TABLE 245 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY OFFERING, 2019–2023 (USD MILLION) 206
TABLE 246 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY OFFERING, 2024–2030 (USD MILLION) 206
TABLE 247 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY SERVICE, 2019–2023 (USD MILLION) 206
TABLE 248 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY SERVICE, 2024–2030 (USD MILLION) 207
TABLE 249 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 207
TABLE 250 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 207
TABLE 251 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY ENERGY TYPE, 2019–2023 (USD MILLION) 207
TABLE 252 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY ENERGY TYPE, 2024–2030 (USD MILLION) 208
TABLE 253 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY CONVENTIONAL ENERGY TYPE, 2019–2023 (USD MILLION) 208
TABLE 254 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY CONVENTIONAL ENERGY TYPE, 2024–2030 (USD MILLION) 208
TABLE 255 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY RENEWABLE ENERGY TYPE, 2019–2023 (USD MILLION) 208
TABLE 256 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY RENEWABLE ENERGY TYPE, 2024–2030 (USD MILLION) 209
TABLE 257 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY TYPE, 2019–2023 (USD MILLION) 209
TABLE 258 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY TYPE, 2024–2030 (USD MILLION) 209
TABLE 259 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY APPLICATION, 2019–2023 (USD MILLION) 210
TABLE 260 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY APPLICATION, 2024–2030 (USD MILLION) 210
TABLE 261 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY END USE, 2019–2023 (USD MILLION) 210
TABLE 262 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY END USE, 2024–2030 (USD MILLION) 211
TABLE 263 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY CONSUMPTION, 2019–2023 (USD MILLION) 211
TABLE 264 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY CONSUMPTION, 2024–2030 (USD MILLION) 211
TABLE 265 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY COUNTRY, 2019–2023 (USD MILLION) 211
TABLE 266 MIDDLE EAST & AFRICA: AI IN ENERGY MARKET,
BY COUNTRY, 2024–2030 (USD MILLION) 212
TABLE 267 KSA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 212
TABLE 268 KSA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 213
TABLE 269 KSA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 213
TABLE 270 KSA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 213
TABLE 271 KSA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 213
TABLE 272 KSA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 214
TABLE 273 KSA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 214
TABLE 274 KSA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 214
TABLE 275 KSA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 214
TABLE 276 KSA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 215
TABLE 277 KSA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 215
TABLE 278 KSA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 215
TABLE 279 KSA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 215
TABLE 280 KSA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 216
TABLE 281 KSA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 216
TABLE 282 KSA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 216
TABLE 283 KSA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 217
TABLE 284 KSA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 217
TABLE 285 KSA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 217
TABLE 286 KSA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 217
TABLE 287 LATIN AMERICA: AI IN ENERGY MARKET, BY OFFERING,
2019–2023 (USD MILLION) 220
TABLE 288 LATIN AMERICA: AI IN ENERGY MARKET, BY OFFERING,
2024–2030 (USD MILLION) 221
TABLE 289 LATIN AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 221
TABLE 290 LATIN AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 221
TABLE 291 LATIN AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 221
TABLE 292 LATIN AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 222
TABLE 293 LATIN AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,
2019–2023 (USD MILLION) 222
TABLE 294 LATIN AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,
2024–2030 (USD MILLION) 222
TABLE 295 LATIN AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 222
TABLE 296 LATIN AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 223
TABLE 297 LATIN AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 223
TABLE 298 LATIN AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 223
TABLE 299 LATIN AMERICA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 224
TABLE 300 LATIN AMERICA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 224
TABLE 301 LATIN AMERICA: AI IN ENERGY MARKET, BY APPLICATION,
2019–2023 (USD MILLION) 224
TABLE 302 LATIN AMERICA: AI IN ENERGY MARKET, BY APPLICATION,
2024–2030 (USD MILLION) 225
TABLE 303 LATIN AMERICA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 225
TABLE 304 LATIN AMERICA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 225
TABLE 305 LATIN AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,
2019–2023 (USD MILLION) 226
TABLE 306 LATIN AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,
2024–2030 (USD MILLION) 226
TABLE 307 LATIN AMERICA: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 226
TABLE 308 LATIN AMERICA: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 226
TABLE 309 BRAZIL: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 227
TABLE 310 BRAZIL: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 227
TABLE 311 BRAZIL: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 227
TABLE 312 BRAZIL: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 228
TABLE 313 BRAZIL: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2019–2023 (USD MILLION) 228
TABLE 314 BRAZIL: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,
2024–2030 (USD MILLION) 228
TABLE 315 BRAZIL: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION) 228
TABLE 316 BRAZIL: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION) 229
TABLE 317 BRAZIL: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2019–2023 (USD MILLION) 229
TABLE 318 BRAZIL: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,
2024–2030 (USD MILLION) 229
TABLE 319 BRAZIL: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2019–2023 (USD MILLION) 229
TABLE 320 BRAZIL: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,
2024–2030 (USD MILLION) 230
TABLE 321 BRAZIL: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 230
TABLE 322 BRAZIL: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 230
TABLE 323 BRAZIL: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 231
TABLE 324 BRAZIL: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 231
TABLE 325 BRAZIL: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 231
TABLE 326 BRAZIL: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 232
TABLE 327 BRAZIL: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION) 232
TABLE 328 BRAZIL: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION) 232
TABLE 329 OVERVIEW OF STRATEGIES DEPLOYED BY KEY AI IN ENERGY
MARKET PLAYERS, 2021–2024 234
TABLE 330 AI IN ENERGY MARKET: DEGREE OF COMPETITION 236
TABLE 331 AI IN ENERGY MARKET: REGION FOOTPRINT 242
TABLE 332 AI IN ENERGY MARKET: OFFERING FOOTPRINT 243
TABLE 333 AI IN ENERGY MARKET: ENERGY TYPE FOOTPRINT 244
TABLE 334 AI IN ENERGY MARKET: TYPE FOOTPRINT 245
TABLE 335 AI IN ENERGY MARKET: APPLICATION FOOTPRINT 246
TABLE 336 AI IN ENERGY MARKET: END-USE FOOTPRINT 247
TABLE 337 AI IN ENERGY MARKET: LIST OF KEY STARTUPS/SMES 250
TABLE 338 COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 251
TABLE 339 AI IN ENERGY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS,
SEPTEMBER 2022–OCTOBER 2024 252
TABLE 340 AI IN ENERGY MARKET: DEALS, JANUARY 2023–NOVEMBER 2024 252
TABLE 341 SCHNEIDER ELECTRIC SE: COMPANY OVERVIEW 256
TABLE 342 SCHNEIDER ELECTRIC SE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 258
TABLE 343 SCHNEIDER ELECTRIC SE: DEALS 258
TABLE 344 GE VERNOVA: COMPANY OVERVIEW 260
TABLE 345 GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 260
TABLE 346 GE VERNOVA: PRODUCT LAUNCHES AND ENHANCEMENTS 261
TABLE 347 GE VERNOVA: DEALS 262
TABLE 348 ABB: COMPANY OVERVIEW 263
TABLE 349 ABB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 264
TABLE 350 ABB: DEALS 265
TABLE 351 HONEYWELL INTERNATIONAL: COMPANY OVERVIEW 266
TABLE 352 HONEYWELL INTERNATIONAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED 268
TABLE 353 HONEYWELL INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS 269
TABLE 354 HONEYWELL INTERNATIONAL: DEALS 269
TABLE 355 SIEMENS AG: COMPANY OVERVIEW 271
TABLE 356 SIEMENS AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED 272
TABLE 357 SIEMENS AG: DEALS 273
TABLE 358 ORACLE: COMPANY OVERVIEW 274
TABLE 359 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 275
TABLE 360 ORACLE: DEALS 276
TABLE 361 VESTAS: COMPANY OVERVIEW 277
TABLE 362 VESTAS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 278
TABLE 363 VESTAS: DEALS 279
TABLE 364 IBM: COMPANY OVERVIEW 280
TABLE 365 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 282
TABLE 366 IBM: DEALS 283
TABLE 367 MICROSOFT: COMPANY OVERVIEW 284
TABLE 368 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 285
TABLE 369 MICROSOFT: DEALS 286
TABLE 370 AMAZON WEB SERVICES: COMPANY OVERVIEW 287
TABLE 371 AMAZON WEB SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED 288
TABLE 372 AMAZON WEB SERVICES: DEALS 288
TABLE 373 ATOS SE: COMPANY OVERVIEW 289
TABLE 374 ATOS SE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 290
TABLE 375 ATOS SE: PRODUCT LAUNCHES AND ENHANCEMENTS 292
TABLE 376 ATOS SE: DEALS 292
TABLE 377 CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 304
TABLE 378 CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 304
TABLE 379 CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 305
TABLE 380 CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 305
TABLE 381 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,
2019–2023 (USD MILLION) 305
TABLE 382 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,
2024–2030 (USD MILLION) 306
TABLE 383 CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,
2019–2023 (USD MILLION) 306
TABLE 384 CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,
2024–2030 (USD MILLION) 306
TABLE 385 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 307
TABLE 386 CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 307
TABLE 387 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY OFFERING, 2017–2022 (USD MILLION) 308
TABLE 388 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY OFFERING, 2023–2028 (USD MILLION) 309
TABLE 389 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY DEPLOYMENT TYPE, 2017–2022 (USD MILLION) 309
TABLE 390 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 309
TABLE 391 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY ORGANIZATION SIZE, 2017–2022 (USD MILLION) 310
TABLE 392 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 310
TABLE 393 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY VERTICAL, 2017–2022 (USD MILLION) 311
TABLE 394 CUSTOMER EXPERIENCE MANAGEMENT MARKET,
BY VERTICAL, 2023–2028 (USD MILLION) 311
LIST OF FIGURES
FIGURE 1 AI IN ENERGY MARKET: RESEARCH DESIGN 38
FIGURE 2 BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE, DESIGNATION,
AND REGION 40
FIGURE 3 AI IN ENERGY MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 41
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF VENDORS IN AI IN ENERGY MARKET 42
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (DEMAND SIDE):
AI IN ENERGY MARKET 43
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS 44
FIGURE 7 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH 44
FIGURE 8 DATA TRIANGULATION 45
FIGURE 9 AI IN ENERGY MARKET, 2024–2030 (USD MILLION) 48
FIGURE 10 AI IN ENERGY MARKET, BY REGION (2024) 48
FIGURE 11 SURGING NEED FOR MONITORING EMISSIONS, OPTIMIZING ENERGY USE,
AND ADVANCING CARBON-NEUTRAL TARGETS TO DRIVE MARKET 49
FIGURE 12 SOLUTIONS SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 49
FIGURE 13 MANAGED SERVICES SEGMENT TO ACCOUNT FOR HIGHER CAGR DURING FORECAST PERIOD 50
FIGURE 14 CONSULTING SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING
FORECAST PERIOD 50
FIGURE 15 GRID OPTIMIZATION & MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 51
FIGURE 16 CONVENTIONAL ENERGY SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 51
FIGURE 17 GENERATION TO ACCOUNT FOR LARGEST MARKET SHARE DURING
FORECAST PERIOD 52
FIGURE 18 OTHER AI TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 52
FIGURE 19 SOLUTIONS & GENERATION SEGMENTS TO ACCOUNT FOR SIGNIFICANT MARKET SHARES IN 2024 53
FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:
AI IN ENERGY MARKET 54
FIGURE 21 EVOLUTION OF AI IN ENERGY MARKET 57
FIGURE 22 KEY PLAYERS IN AI IN ENERGY MARKET ECOSYSTEM 60
FIGURE 23 AI IN ENERGY MARKET: SUPPLY CHAIN ANALYSIS 64
FIGURE 24 AVERAGE SELLING PRICES AMONG KEY PLAYERS, BY RENEWABLE ENERGY TYPE 76
FIGURE 25 LIST OF MAJOR PATENTS FOR AI IN ENERGY SOLUTIONS 82
FIGURE 26 AI IN ENERGY MARKET: PORTER’S FIVE FORCES ANALYSIS 86
FIGURE 27 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 88
FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES 88
FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE END USES 89
FIGURE 30 AI IN ENERGY MARKET: TOOLS, FRAMEWORKS, AND TECHNIQUES 94
FIGURE 31 PROCESSORS AND CONTROLLERS EXPORT, BY KEY COUNTRY,
2016–2023 (USD BILLION) 95
FIGURE 32 PROCESSORS AND CONTROLLERS IMPORT, BY KEY COUNTRY,
2016–2023 (USD BILLION) 97
FIGURE 33 INVESTMENT AND FUNDING SCENARIO 97
FIGURE 34 USE CASES OF GENERATIVE AI IN ENERGY SECTOR 99
FIGURE 35 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 101
FIGURE 36 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING
FORECAST PERIOD 103
FIGURE 37 SUPPORT & MAINTENANCE SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 105
FIGURE 38 RENEWABLE ENERGY SEGMENT TO GROW AT HIGHER CAGR DURING
FORECAST PERIOD 112
FIGURE 39 GENERATIVE AI TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 125
FIGURE 40 ENERGY STORAGE OPTIMIZATION SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 131
FIGURE 41 TRANSMISSION SEGMENT TO GROW AT HIGHEST CAGR DURING
FORECAST PERIOD 142
FIGURE 42 NORTH AMERICA: AI IN ENERGY MARKET SNAPSHOT 154
FIGURE 43 ASIA PACIFIC: AI IN ENERGY MARKET SNAPSHOT 190
FIGURE 44 SHARE OF LEADING COMPANIES IN AI IN ENERGY MARKET, 2024 236
FIGURE 45 MARKET RANKING ANALYSIS OF TOP FIVE PLAYERS 238
FIGURE 46 REVENUE ANALYSIS OF KEY PLAYERS IN AI IN ENERGY MARKET,
2019–2023 (USD MILLION) 239
FIGURE 47 AI IN ENERGY MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024 240
FIGURE 48 AI IN ENERGY MARKET: COMPANY FOOTPRINT 241
FIGURE 49 AI IN ENERGY MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 249
FIGURE 50 BRAND/PRODUCT COMPARISON 254
FIGURE 51 COMPANY VALUATION 255
FIGURE 52 FINANCIAL METRICS 255
FIGURE 53 SCHNEIDER ELECTRIC SE: COMPANY SNAPSHOT 257
FIGURE 54 ABB: COMPANY SNAPSHOT 264
FIGURE 55 HONEYWELL INTERNATIONAL: COMPANY SNAPSHOT 267
FIGURE 56 SIEMENS AG: COMPANY SNAPSHOT 272
FIGURE 57 ORACLE: COMPANY SNAPSHOT 275
FIGURE 58 VESTAS: COMPANY SNAPSHOT 278
FIGURE 59 IBM: COMPANY SNAPSHOT 281
FIGURE 60 MICROSOFT: COMPANY SNAPSHOT 285
FIGURE 61 AMAZON WEB SERVICES: COMPANY SNAPSHOT 287
FIGURE 62 ATOS SE: COMPANY SNAPSHOT 290
