エネルギー市場における人工知能 – 2030年までの世界予測

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%.

エネルギー市場における人工知能は、2024 年に 89 億 1,000 万米ドル、2030 年までに 586 億 6,000 万米ドルとなり、年間平均成長率 (CAGR) は 36.9% になると推定されています。

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).

AI ベースの手法と ML 技術は、建物をより効率的に運営し、居住者に優れた快適性レベルを提供するのに役立つと期待されています。建物と HVAC システムは、固定システムとして、静的な環境を想定して設計、構築、試運転されています。建物の使用状況、占有率、環境要因は時間の経過とともに変化するため、これは非効率につながる可能性があります。 AI を適用して、建物システムによって収集されたデータを解析し、制御装置と統合して設定値を継続的に調整することで、居住者の快適性を維持または改善しながら HVAC のパフォーマンスを最適化できます。 AI ベースの方法では、追加の機能を提供できます。オペレーターへの制御により、仮想発電所 (VPP) に参加するための建物の負荷の柔軟性が向上します。

“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      35

1.5           CURRENCY CONSIDERED            36

1.6           STAKEHOLDERS               36

2               RESEARCH METHODOLOGY       37

2.1           RESEARCH DATA              37

2.1.1        SECONDARY DATA          38

2.1.2        PRIMARY DATA 38

2.1.2.1    Primary interviews with experts         38

2.1.2.2    Breakdown of primary profiles           39

2.1.2.3    Key insights from industry experts    39

2.2           MARKET SIZE ESTIMATION         40

2.2.1        TOP-DOWN APPROACH                41

2.2.2        BOTTOM-UP APPROACH              42

2.2.3        AI IN ENERGY MARKET ESTIMATION: DEMAND-SIDE ANALYSIS            43

2.3           DATA TRIANGULATION                44

2.4           LIMITATIONS AND RISK ASSESSMENT   45

2.5           RESEARCH ASSUMPTIONS           45

2.6           RESEARCH LIMITATIONS             45

3               EXECUTIVE SUMMARY  46

4               PREMIUM INSIGHTS       48

4.1           OPPORTUNITIES FOR KEY PLAYERS IN AI IN ENERGY MARKET               48

4.2           AI IN ENERGY MARKET, BY OFFERING   48

4.3           AI IN ENERGY MARKET, BY SERVICE       49

4.4           AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE                 49

4.5           AI IN ENERGY MARKET, BY APPLICATION            50

4.6           AI IN ENERGY MARKET, BY ENERGY TYPE            50

4.7           AI IN ENERGY MARKET, BY END USE       51

4.8           AI IN ENERGY MARKET, BY TYPE              51

4.9           NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING AND END USE   52

5               MARKET OVERVIEW AND INDUSTRY TRENDS    53

5.1           INTRODUCTION              53

5.2           MARKET DYNAMICS       53

5.2.1        DRIVERS               54

5.2.1.1    Energy market volatility and risk management                54

5.2.1.2    Rising consumer demand for smart energy solutions     54

5.2.1.3    AI-powered robots increasing energy sector worker safety                 54

5.2.2        RESTRAINTS      54

5.2.2.1    Data privacy and security    54

5.2.2.2    High implementation costs 55

5.2.3        OPPORTUNITIES              55

5.2.3.1    Increasing shift toward carbon emission reduction and sustainability         55

5.2.3.2    Renewable energy integration             55

5.2.4        CHALLENGES    56

5.2.4.1    Insufficient real-time energy data limiting training and deployment of AI models    56

5.2.4.2    Lack of skilled professionals in AI and energy analytics 56

5.3           BRIEF HISTORY OF AI IN ENERGY MARKET          56

5.4           ECOSYSTEM ANALYSIS  57

5.5           CASE STUDY ANALYSIS 59

5.5.1        OPTIMIZING ENERGY EFFICIENCY ACROSS PORTFOLIOS: BLACKSTONE’S STRATEGIC PARTNERSHIP WITH SCHNEIDER ELECTRIC  59

5.5.2        C3 AI ENERGY MANAGEMENT PLATFORM HELPED LEADING PETROCHEMICAL COMPANY BOOST ENERGY EFFICIENCY AND ENVIRONMENTAL PERFORMANCE      60

5.5.3        ENVERUS INSTANT ANALYST ENABLED ENERGY COMPANIES IMPROVE DECISION-MAKING AND OPERATIONAL EFFICIENCY       61

5.5.4        AI-POWERED MICROGRIDS FACILITATED ENERGY RESILIENCE AND EQUITY IN REGIONAL COMMUNITIES                 61

5.5.5        C3 AI ENERGY MANAGEMENT PLATFORM HELPED LEADING STEEL MANUFACTURER GAIN SUBSTANTIAL COST SAVINGS AND

OPERATIONAL IMPROVEMENTS               62

5.6           SUPPLY CHAIN ANALYSIS             63

5.7           TARIFF AND REGULATORY LANDSCAPE               64

5.7.1        TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231)     64

5.7.2        REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             65

5.7.3        KEY REGULATIONS: AI IN ENERGY           68

5.7.3.1    North America      68

5.7.3.1.1 SCR 17: Artificial Intelligence Bill (California)               68

5.7.3.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)        68

5.7.3.1.3 National Artificial Intelligence Initiative Act (NAIIA)   69

5.7.3.1.4 The Artificial Intelligence and Data Act (AIDA) – Canada                 69

5.7.3.2    Europe   70

5.7.3.2.1 European Union (EU) – Artificial Intelligence Act (AIA)                 70

5.7.3.2.2 General Data Protection Regulation (Europe)                70

5.7.3.3    Asia Pacific            71

5.7.3.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)              71

5.7.3.3.2 National AI Strategy (Singapore)      71

5.7.3.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan)                 72

5.7.3.4    Middle East & Africa            72

5.7.3.4.1 National Strategy for Artificial Intelligence (UAE)        72

5.7.3.4.2 National Artificial Intelligence Strategy (Qatar)             73

5.7.3.4.3 AI Ethics Principles and Guidelines (Dubai)  73

5.7.3.5    Latin America       73

5.7.3.5.1 Santiago Declaration (Chile)              73

5.7.3.5.2 Brazilian Artificial Intelligence Strategy (EBIA)             74

5.8           PRICING ANALYSIS          74

5.8.1        AVERAGE SELLING PRICE, BY RENEWABLE ENERGY TYPE     74

5.8.2        INDICATIVE PRICING ANALYSIS, BY OFFERING, 2024                 75

5.9           TECHNOLOGY ANALYSIS             75

5.9.1        KEY TECHNOLOGIES     75

5.9.1.1    Conversational AI 75

5.9.1.2    Energy modeling and simulation tools              76

5.9.1.3    AutoML 76

5.9.1.4    MLOps  76

5.9.2        COMPLEMENTARY TECHNOLOGIES       77

5.9.2.1    Blockchain             77

5.9.2.2    Edge computing   77

5.9.2.3    Sensors and robotics            77

5.9.2.4    Cybersecurity        78

5.9.2.5    Big data  78

5.9.2.6    IoT          78

5.9.3        ADJACENT TECHNOLOGIES       79

5.9.3.1    Smart grids            79

5.9.3.2    Robotics 79

5.9.3.3    Geospatial technologies       79

5.10         PATENT ANALYSIS          80

5.10.1      LIST OF MAJOR PATENTS             81

5.11         PORTER’S FIVE FORCES ANALYSIS           83

5.11.1      THREAT OF NEW ENTRANTS      84

5.11.2      THREAT OF SUBSTITUTES          84

5.11.3      BARGAINING POWER OF BUYERS             85

5.11.4      BARGAINING POWER OF SUPPLIERS       85

5.11.5      INTENSITY OF COMPETITIVE RIVALRY 85

5.12         TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS            85

5.13         KEY STAKEHOLDERS AND BUYING CRITERIA     86

5.13.1      KEY STAKEHOLDERS IN BUYING PROCESS           86

5.13.2      BUYING CRITERIA           87

5.14         KEY CONFERENCES AND EVENTS, 2024–2025        88

5.15         TECHNOLOGY ROADMAP FOR AI IN ENERGY MARKET                 89

5.15.1      SHORT-TERM ROADMAP (2023–2025)      89

5.15.2      MID-TERM ROADMAP (2026–2028)            89

5.15.3      LONG-TERM ROADMAP (2029–2030)        89

5.16         BEST PRACTICES IN AI IN ENERGY MARKET        90

5.16.1      ENSURE DATA QUALITY AND INTEGRATION     90

5.16.2      ADOPT AI-POWERED PREDICTIVE MAINTENANCE                 90

5.16.3      FOSTER COLLABORATION AMONG STAKEHOLDERS                 90

5.16.4      PRIORITIZE SCALABILITY AND FLEXIBILITY       90

5.16.5      FOCUS ON ETHICAL AI IMPLEMENTATION         90

5.16.6      INVEST IN AI-DRIVEN ENERGY TRADING PLATFORMS                 90

5.16.7      IMPLEMENT AI FOR ENERGY FORECASTING AND LOAD MANAGEMENT 90

5.16.8      ENHANCE CUSTOMER ENGAGEMENT WITH AI SOLUTIONS        90

5.17         CURRENT AND EMERGING BUSINESS MODELS 91

5.17.1      ENERGY-AS-A-SERVICE (EAAS)  91

5.17.2      PREDICTIVE MAINTENANCE CONTRACTS            91

5.17.3      AI-DRIVEN TRADING PLATFORMS           91

5.17.4      GRID FLEXIBILITY SOLUTIONS 91

5.17.5      SUSTAINABILITY-AS-A-SERVICE                91

5.17.6      REMOTE ENERGY MONITORING AND MANAGEMENT                 91

5.17.7      GREEN FINANCE AND AI-POWERED CREDIT SCORING                 91

5.17.8      AI-BASED ENERGY EFFICIENCY AUDITS AND RETROFITTING SERVICES            91

5.18         AI IN ENERGY MARKET: TOOLS, FRAMEWORKS, AND TECHNIQUES    92

5.19         TRADE ANALYSIS (8542)                 92

5.19.1      EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS 92

5.19.2      IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS 94

5.20         INVESTMENT AND FUNDING SCENARIO               95

5.21         IMPACT OF AI/GEN AI ON AI IN ENERGY MARKET                 96

5.21.1      IMPACT OF AI/GEN AI ON ENERGY SECTOR        96

5.21.2      USE CASES OF GEN AI IN ENERGY SECTOR           96

6               AI IN ENERGY MARKET, BY OFFERING   98

6.1           INTRODUCTION              99

6.1.1        OFFERING: AI IN ENERGY MARKET DRIVERS       99

6.2           SOLUTIONS        100

6.2.1        AI IN ENERGY SOLUTIONS TO DRIVE EFFICIENCY, SUSTAINABILITY, AND INNOVATION     100

6.3           SERVICES             101

6.3.1        FOCUS ON CONTINUOUS MONITORING, MAINTENANCE, AND PERFORMANCE OPTIMIZATION TO BOOST MARKET               101

6.3.2        PROFESSIONAL SERVICES            103

6.3.2.1    Training & consulting          105

6.3.2.2    System integration & implementation               106

6.3.2.3    Support & maintenance       107

6.3.3        MANAGED SERVICES      108

7               AI IN ENERGY MARKET, BY ENERGY TYPE            109

7.1           INTRODUCTION              110

7.1.1        ENERGY TYPE: AI IN ENERGY MARKET DRIVERS                 110

7.2           CONVENTIONAL ENERGY            111

7.2.1        ENHANCED MONITORING AND OPERATIONAL OPTIMIZATION TO PROPEL MARKET GROWTH                 111

7.2.2        FOSSIL FUELS    112

7.2.2.1    Coal        113

7.2.2.2    Oil           113

7.2.2.3    Natural gas            113

7.2.3        NUCLEAR ENERGY          114

7.2.4        OTHER CONVENTIONAL ENERGY TYPES              115

7.3           RENEWABLE ENERGY    116

7.3.1        BETTER MAINTENANCE PRACTICES, RESOURCE ALLOCATION, AND INTEGRATION OF INNOVATIVE SOLUTIONS TO SUPPORT MARKET GROWTH    116

7.3.2        SOLAR  117

7.3.3        WIND    118

7.3.4        HYDROPOWER 119

7.3.5        BIOMASS              120

7.3.6        OTHER RENEWABLE ENERGY TYPES      121

8               AI IN ENERGY MARKET, BY TYPE              122

8.1           INTRODUCTION              123

8.1.1        TYPE: AI IN ENERGY MARKET DRIVERS 123

8.2           GENERATIVE AI                124

8.2.1        GENERATION OF SYNTHETIC DATA THAT MIMICS REAL-WORLD CONDITIONS TO DRIVE MARKET                124

8.3           OTHER AI            125

8.3.1        AI TECHNOLOGIES TO TRANSFORM ENERGY PROCESSES WITH SMARTER, FASTER, AND MORE ADAPTIVE SOLUTIONS        125

8.3.2        MACHINE LEARNING     126

8.3.3        NATURAL LANGUAGE PROCESSING       127

8.3.4        PREDICTIVE ANALYTICS               127

8.3.5        COMPUTER VISION        127

9               AI IN ENERGY MARKET, BY APPLICATION            128

9.1           INTRODUCTION              129

9.1.1        APPLICATION: AI IN ENERGY MARKET DRIVERS                 129

9.2           ENERGY DEMAND FORECASTING            131

9.2.1        ALIGNING SUPPLY WITH ANTICIPATED DEMAND AND REAL-TIME DEMAND PREDICTIONS TO PROPEL MARKET GROWTH             131

9.3           GRID OPTIMIZATION & MANAGEMENT 132

9.3.1        REAL-TIME MONITORING, ANALYSIS, AND CONTROL TO HELP TRANSFORM ENERGY NETWORKS INTO INTELLIGENT SYSTEMS              132

9.4           ENERGY STORAGE OPTIMIZATION         133

9.4.1        PREDICTION OF ENERGY NEEDS AND IDENTIFICATION OF PERFORMANCE ANOMALIES IN STORAGE SYSTEMS TO AID MARKET GROWTH          133

9.5           RENEWABLES INTEGRATION     134

9.5.1        SEAMLESS INCORPORATION OF VARIABLE ENERGY SOURCES INTO POWER GRIDS TO ENSURE EFFICIENCY AND RELIABILITY      134

9.6           ENERGY TRADING & MARKET FORECASTING     135

9.6.1        CRUCIAL ROLE IN STREAMLINING OPERATIONS AND FOSTERING SUSTAINABLE ENERGY ECONOMIES TO SUPPORT MARKET GROWTH          135

9.7           ENERGY SUSTAINABILITY MANAGEMENT            136

9.7.1        REAL-TIME MONITORING OF ENERGY CONSUMPTION TO DRIVE MARKET         136

9.8           DISASTER RESILIENCE & RECOVERY       137

9.8.1        RISING DEMAND FOR MINIMIZING DOWNTIME AND ENSURING RELIABLE POWER DURING CRISES TO HELP MARKET GROWTH             137

9.9           OTHER APPLICATIONS 138

10            AI IN ENERGY MARKET, BY END USE       139

10.1         INTRODUCTION              140

10.1.1      END USE: AI IN ENERGY MARKET DRIVERS          140

10.2         GENERATION    142

10.2.1      REDUCED COSTS, ENHANCED SUSTAINABILITY, AND IMPROVED OPERATIONAL EFFICIENCY TO FOSTER MARKET GROWTH             142

10.3         TRANSMISSION 143

10.3.1      RESILIENT, SUSTAINABLE, AND SECURE ENERGY INFRASTRUCTURE TO DRIVE MARKET  143

10.4         DISTRIBUTION 144

10.4.1      OPTIMIZATION OF ENERGY DISTRIBUTION BY BALANCING LOAD DEMAND AND DETECTING FAULTS IN REAL TIME TO BOOST MARKET            144

10.5         CONSUMPTION                145

10.5.1      OPTIMIZED ENERGY USAGE, REDUCED COSTS, AND ENHANCED SUSTAINABILITY TO FUEL MARKET GROWTH                 145

10.5.2      COMMERCIAL   146

10.5.3      INDUSTRIAL      147

11            AI IN ENERGY MARKET, BY REGION        149

11.1         INTRODUCTION              150

11.2         NORTH AMERICA             151

11.2.1      NORTH AMERICA: MACROECONOMIC OUTLOOK                 151

11.2.2      US           159

11.2.2.1  Government initiatives and funding to boost market growth                 159

11.2.3      CANADA               164

11.2.3.1  Increased focus on reducing energy consumption to fuel market growth    164

11.3         EUROPE               171

11.3.1      EUROPE: MACROECONOMIC OUTLOOK               171

11.3.2      GERMANY           178

11.3.2.1  Significant investments and collaborative projects to drive market growth    178

11.3.3      UK          184

11.3.3.1  Key investments focused on cutting emissions in energy and transportation to drive market            184

11.3.4      FRANCE                185

11.3.4.1  Increased focus on reducing environmental impact of fossil fuels to accelerate market growth                185

11.3.5      ITALY    185

11.3.5.1  Public investments and collaboration between private players to drive market          185

11.3.6      SPAIN    185

11.3.6.1  Green energy initiatives and investments to aid market growth                 185

11.3.7      NORDICS             186

11.3.7.1  Innovative AI-based projects to reduce energy consumption and government initiatives driving market growth 186

11.3.8      REST OF EUROPE             186

11.4         ASIA PACIFIC     187

11.4.1      ASIA PACIFIC: MACROECONOMIC OUTLOOK     187

11.4.2      CHINA  195

11.4.2.1  Rising demand for energy efficiency and sustainability to fuel market growth       195

11.4.3      JAPAN   201

11.4.3.1  Initiatives for reducing fossil fuel reliance to drive sustainable market growth       201

11.4.4      INDIA    201

11.4.4.1  Government initiatives for sustainable development and efficient resource management to foster market growth                201

11.4.5      AUSTRALIA & NEW ZEALAND     202

11.4.5.1  Increasing demand for smart home energy to drive market                 202

11.4.6      SOUTH KOREA  202

11.4.6.1  Transformative shift driven by AI initiatives to bolster market growth    202

11.4.7      ASEAN  203

11.4.7.1  Growing integration of AI into energy systems to drive sustainability and efficiency                203

11.4.8      REST OF ASIA PACIFIC   203

11.5         MIDDLE EAST & AFRICA                203

11.5.1      MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK                 203

11.5.1.1  KSA        210

11.5.1.1.1                Increasing focus on reducing transmission losses and enhancing energy efficiency goals to aid market growth                210

11.5.1.2  UAE        216

11.5.1.2.1                Increasing energy demands and focus on reducing environmental footprints to foster market growth          216

11.5.1.3  Kuwait    216

11.5.1.3.1                Rising applications of AI for enhancing asset management, operational excellence, and technical capabilities to assist market growth       216

11.5.1.4  Bahrain  217

11.5.1.4.1                Digitalization in energy sector to drive growth                 217

11.5.1.5  South Africa           217

11.5.1.5.1                Increasing awareness of sustainability and government commitments to create significant growth opportunities               217

11.5.1.6  Rest of Middle East & Africa               217

11.6         LATIN AMERICA                218

11.6.1      LATIN AMERICA: MACROECONOMIC OUTLOOK                 218

11.6.2      BRAZIL 225

11.6.2.1  Government support, technological advancements, and skilled workforce to drive market   225

11.6.3      ARGENTINA       230

11.6.3.1  Government initiatives for optimizing energy consumption and integrating renewable sources to accelerate market growth           230

11.6.4      MEXICO                231

11.6.4.1  National AI strategy and increasing demand for energy forecasting to drive market 231

11.6.5      REST OF LATIN AMERICA             231

12            COMPETITIVE LANDSCAPE         232

12.1         INTRODUCTION              232

12.2         KEY PLAYER STRATEGIES/RIGHT TO WIN, 2021–2024                 232

12.3         MARKET SHARE ANALYSIS, 2024                 234

12.3.1      MARKET RANKING ANALYSIS     236

12.4         REVENUE ANALYSIS, 2019–2023  237

12.5         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024                 237

12.5.1      STARS   237

12.5.2      EMERGING LEADERS     237

12.5.3      PERVASIVE PLAYERS      238

12.5.4      PARTICIPANTS 238

12.5.5      COMPANY FOOTPRINT: KEY PLAYERS, 2024         239

12.5.5.1  Company footprint               239

12.5.5.2  Region footprint   240

12.5.5.3  Offering footprint 241

12.5.5.4  Energy type footprint           242

12.5.5.5  Type footprint       243

12.5.5.6  Application footprint            244

12.5.5.7  End-use footprint 245

12.6         COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024        246

12.6.1      PROGRESSIVE COMPANIES         246

12.6.2      RESPONSIVE COMPANIES            246

12.6.3      DYNAMIC COMPANIES  246

12.6.4      STARTING BLOCKS         246

12.6.5      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024                 248

12.6.5.1  Detailed list of key startups/SMEs    248

12.6.5.2  Competitive benchmarking of key startups/SMEs          249

12.7         COMPETITIVE SCENARIO             250

12.7.1      PRODUCT LAUNCHES AND ENHANCEMENTS    250

12.7.2      DEALS  251

12.8         BRAND/PRODUCT COMPARISON             253

12.9         COMPANY VALUATION AND FINANCIAL METRICS                 254

13            COMPANY PROFILES      255

13.1         KEY PLAYERS     255

13.1.1      SCHNEIDER ELECTRIC SE             255

13.1.1.1  Business overview 255

13.1.1.2  Products/Solutions/Services offered 257

13.1.1.3  Recent developments           257

13.1.1.3.1                Product launches and enhancements                 257

13.1.1.3.2                Deals      258

13.1.1.4  MnM view              258

13.1.1.4.1                Key strengths        258

13.1.1.4.2                Strategic choices   258

13.1.1.4.3                Weaknesses and competitive threats 258

13.1.2      GE VERNOVA     259

13.1.2.1  Business overview 259

13.1.2.2  Products/Solutions/Services offered 259

13.1.2.3  Recent developments           260

13.1.2.3.1                Product launches and enhancements                 260

13.1.2.3.2                Deals      261

13.1.2.4  MnM view              261

13.1.2.4.1                Key strengths        261

13.1.2.4.2                Strategic choices   261

13.1.2.4.3                Weaknesses and competitive threats 261

13.1.3      ABB LTD.             262

13.1.3.1  Business overview 262

13.1.3.2  Products/Solutions/Services offered 263

13.1.3.3  Recent developments           264

13.1.3.3.1                Deals      264

13.1.3.4  MnM view              264

13.1.3.4.1                Key strengths        264

13.1.3.4.2                Strategic choices   264

13.1.3.4.3                Weaknesses and competitive threats 264

13.1.4      HONEYWELL INTERNATIONAL, INC.      265

13.1.4.1  Business overview 265

13.1.4.2  Products/Solutions/Services offered 267

13.1.4.3  Recent developments           268

13.1.4.3.1                Product launches and enhancements                 268

13.1.4.3.2                Deals      268

13.1.4.4  MnM view              269

13.1.4.4.1                Key strengths        269

13.1.4.4.2                Strategic choices   269

13.1.4.4.3                Weaknesses and competitive threats 269

13.1.5      SIEMENS AG       270

13.1.5.1  Business overview 270

13.1.5.2  Products/Solutions/Services offered 271

13.1.5.3  Recent developments           272

13.1.5.3.1                Deals      272

13.1.5.4  MnM view              272

13.1.5.4.1                Key strengths        272

13.1.5.4.2                Strategic choices   272

13.1.5.4.3                Weaknesses and competitive threats 272

13.1.6      ORACLE CORPORATION               273

13.1.6.1  Business overview 273

13.1.6.2  Products/Solutions/Services offered 274

13.1.6.3  Recent developments           275

13.1.6.3.1                Deals      275

13.1.7      VESTAS WIND SYSTEMS A/S        276

13.1.7.1  Business overview 276

13.1.7.2  Products/Solutions/Services offered 277

13.1.7.3  Recent developments           278

13.1.7.3.1                Deals      278

13.1.8      IBM CORPORATION        279

13.1.8.1  Business overview 279

13.1.8.2  Products/Solutions/Services offered 281

13.1.8.3  Recent developments           282

13.1.8.3.1                Deals      282

13.1.9      MICROSOFT CORPORATION, INC.            283

13.1.9.1  Business overview 283

13.1.9.2  Products/Solutions/Services offered 284

13.1.9.3  Recent developments           285

13.1.9.3.1                Deals      285

13.1.10   AMAZON WEB SERVICES, INC     286

13.1.10.1                 Business overview 286

13.1.10.2                 Products/Solutions/Services offered 287

13.1.10.3                 Recent developments           287

13.1.10.3.1             Deals      287

13.1.11   ATOS SE               288

13.1.11.1                 Business overview 288

13.1.11.2                 Products/Solutions/Services offered 289

13.1.11.3                 Recent developments           291

13.1.11.3.1             Product launches and enhancements                 291

13.1.11.3.2             Deals      291

13.1.12   TESLA, INC.        292

13.1.13   C3.AI, INC.           293

13.1.14   ALPIQ   294

13.1.15   ENEL S.P.A.         295

13.2         STARTUPS/SMES              296

13.2.1      ORIGAMI ENERGY           296

13.2.2      INNOWATTS      297

13.2.3      IRASUS TECHNOLOGIES               298

13.2.4      GRID4C 299

13.2.5      UPLIGHT             300

13.2.6      GRIDBEYOND   301

13.2.7      ESMART SYSTEMS            302

13.2.8      NDUSTRIAL        303

13.2.9      DATATEGY         304

13.2.10   OMDENA             304

13.2.11   BIDGELY              305

13.2.12   AVATHON           306

14            ADJACENT/RELATED MARKETS                307

14.1         INTRODUCTION              307

14.2         CONVERSATIONAL AI MARKET 307

14.2.1      MARKET OVERVIEW       307

14.2.2      CONVERSATIONAL AI MARKET, BY OFFERING   308

14.3         SERVICES             308

14.3.1      CONVERSATIONAL AI MARKET, BY SERVICE       308

14.3.2      CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION          309

14.3.3      CONVERSATIONAL AI MARKET, BY INTEGRATION MODE   310

14.3.4      CONVERSATIONAL AI MARKET, BY VERTICAL    311

14.4         CUSTOMER EXPERIENCE MANAGEMENT MARKET                 312

14.4.1      MARKET DEFINITION   312

14.4.2      MARKET OVERVIEW       312

14.4.3      CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY OFFERING           312

14.4.4      CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY DEPLOYMENT TYPE       313

14.4.5      CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY ORGANIZATION SIZE     314

14.4.6      CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY VERTICAL            315

15            APPENDIX           316

15.1         DISCUSSION GUIDE        316

15.2         KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL                320

15.3         CUSTOMIZATION OPTIONS        322

15.4         RELATED REPORTS         322

15.5         AUTHOR DETAILS           323。

TABLE 1                USD EXCHANGE RATES, 2019–2023            36

TABLE 2                AI IN ENERGY MARKET: ECOSYSTEM ANALYSIS                 58

TABLE 3                TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231), 2023          64

TABLE 4                NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  65

TABLE 5                EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  66

TABLE 6                ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  67

TABLE 7                MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             67

TABLE 8               LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS  68

TABLE 9                AVERAGE SELLING PRICE, BY RENEWABLE ENERGY TYPE   74

TABLE 10              INDICATIVE PRICING LEVELS OF ENERGY SOLUTIONS, BY OFFERING, 2024                75

TABLE 11              PORTER’S FIVE FORCES ANALYSIS: IMPACT ON AI IN ENERGY MARKET 83

TABLE 12              INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES     87

TABLE 13              KEY BUYING CRITERIA FOR TOP THREE END USES      87

TABLE 14              AI IN ENERGY MARKET: DETAILED LIST OF CONFERENCES AND EVENTS,

2024–2025              88

TABLE 15              AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION) 99

TABLE 16              AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION) 100

TABLE 17             SOLUTIONS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)            100

TABLE 18             SOLUTIONS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)            101

TABLE 19              SERVICES: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)            102

TABLE 20              SERVICES: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)            102

TABLE 21              AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION) 102

TABLE 22              AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION) 102

TABLE 23              PROFESSIONAL SERVICES: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            103

TABLE 24              PROFESSIONAL SERVICES: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            104

TABLE 25              AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)         104

TABLE 26              AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)         104

TABLE 27              TRAINING & CONSULTING: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            105

TABLE 28              TRAINING & CONSULTING: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            105

TABLE 29              SYSTEM INTEGRATION & IMPLEMENTATION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)                 106

TABLE 30              SYSTEM INTEGRATION & IMPLEMENTATION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)                 106

TABLE 31              SUPPORT & MAINTENANCE: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            107

TABLE 32              SUPPORT & MAINTENANCE: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            107

TABLE 33              MANAGED SERVICES: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            108

TABLE 34              MANAGED SERVICES: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            108

TABLE 35              AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)       111

TABLE 36              AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)       111

TABLE 37              AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            111

TABLE 38              AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            112

TABLE 39              FOSSIL FUELS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          112

TABLE 40              FOSSIL FUELS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          112

TABLE 41              NUCLEAR ENERGY: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            114

TABLE 42              NUCLEAR ENERGY: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            114

TABLE 43              OTHER CONVENTIONAL ENERGY TYPES: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)                 115

TABLE 44              OTHER CONVENTIONAL ENERGY TYPES: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)                 115

TABLE 45              AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            116

TABLE 46              AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            116

TABLE 47              SOLAR: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)            117

TABLE 48              SOLAR: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)            117

TABLE 49              WIND: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)       118

TABLE 50              WIND: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)       118

TABLE 51              HYDROPOWER: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          119

TABLE 52              HYDROPOWER: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          119

TABLE 53              BIOMASS: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)            120

TABLE 54              BIOMASS: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)            120

TABLE 55              OTHER RENEWABLE ENERGY TYPES: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            121

TABLE 56              OTHER RENEWABLE ENERGY TYPES: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            121

TABLE 57              AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 124

TABLE 58              AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 124

TABLE 59              GENERATIVE AI: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          125

TABLE 60              GENERATIVE AI: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          125

TABLE 61              OTHER AI: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)            126

TABLE 62              OTHER AI: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)            126

TABLE 63              AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)       130

TABLE 64              AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)       130

TABLE 65              ENERGY DEMAND FORECASTING: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            131

TABLE 66              ENERGY DEMAND FORECASTING: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            131

TABLE 67              GRID OPTIMIZATION & MANAGEMENT: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            132

TABLE 68              GRID OPTIMIZATION & MANAGEMENT: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            132

TABLE 69              ENERGY STORAGE OPTIMIZATION: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            133

TABLE 70              ENERGY STORAGE OPTIMIZATION: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            133

TABLE 71              RENEWABLES INTEGRATION: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            134

TABLE 72              RENEWABLES INTEGRATION: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            134

TABLE 73              ENERGY TRADING & MARKET FORECASTING: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)                 135

TABLE 74              ENERGY TRADING & MARKET FORECASTING: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)                 135

TABLE 75              ENERGY SUSTAINABILITY MANAGEMENT: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)                 136

TABLE 76              ENERGY SUSTAINABILITY MANAGEMENT: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)                 136

TABLE 77              DISASTER RESILIENCE & RECOVERY: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            137

TABLE 78              DISASTER RESILIENCE & RECOVERY: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            137

TABLE 79              OTHER APPLICATIONS: AI IN ENERGY MARKET, BY REGION,

2019–2023 (USD MILLION)            138

TABLE 80              OTHER APPLICATIONS: AI IN ENERGY MARKET, BY REGION,

2024–2030 (USD MILLION)            138

TABLE 81              AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION) 141

TABLE 82              AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION) 141

TABLE 83              GENERATION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          142

TABLE 84              GENERATION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          142

TABLE 85              TRANSMISSION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          143

TABLE 86              TRANSMISSION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          143

TABLE 87              DISTRIBUTION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          144

TABLE 88              DISTRIBUTION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          144

TABLE 89              CONSUMPTION: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          145

TABLE 90              CONSUMPTION: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          145

TABLE 91              AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)            146

TABLE 92              AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)            146

TABLE 93              COMMERCIAL: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          146

TABLE 94              COMMERCIAL: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          147

TABLE 95              INDUSTRIAL: AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION)          147

TABLE 96              INDUSTRIAL: AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION)          148

TABLE 97              AI IN ENERGY MARKET, BY REGION, 2019–2023 (USD MILLION) 150

TABLE 98              AI IN ENERGY MARKET, BY REGION, 2024–2030 (USD MILLION) 150

TABLE 99              NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING,

2019–2023 (USD MILLION)            152

TABLE 100            NORTH AMERICA: AI IN ENERGY MARKET, BY OFFERING,

2024–2030 (USD MILLION)            153

TABLE 101            NORTH AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)         153

TABLE 102            NORTH AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)         153

TABLE 103            NORTH AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            153

TABLE 104            NORTH AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            154

TABLE 105            NORTH AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2019–2023 (USD MILLION)            154

TABLE 106            NORTH AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2024–2030 (USD MILLION)            154

TABLE 107            NORTH AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2019–2023 (USD MILLION)                 154

TABLE 108            NORTH AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2024–2030 (USD MILLION)                 155

TABLE 109            NORTH AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            155

TABLE 110            NORTH AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            155

TABLE 111            NORTH AMERICA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)                156

TABLE 112            NORTH AMERICA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)                156

TABLE 113            NORTH AMERICA: AI IN ENERGY MARKET, BY APPLICATION,

2019–2023 (USD MILLION)            156

TABLE 114            NORTH AMERICA: AI IN ENERGY MARKET, BY APPLICATION,

2024–2030 (USD MILLION)            157

TABLE 115            NORTH AMERICA: AI IN ENERGY MARKET, BY END USE,

2019–2023 (USD MILLION)            157

TABLE 116            NORTH AMERICA: AI IN ENERGY MARKET, BY END USE,

2024–2030 (USD MILLION)            157

TABLE 117            NORTH AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2019–2023 (USD MILLION)            158

TABLE 118            NORTH AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2024–2030 (USD MILLION)            158

TABLE 119            NORTH AMERICA: AI IN ENERGY MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            158

TABLE 120            NORTH AMERICA: AI IN ENERGY MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            158

TABLE 121            US: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)       159

TABLE 122            US: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)       159

TABLE 123            US: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)       160

TABLE 124            US: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)       160

TABLE 125            US: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            160

TABLE 126            US: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            160

TABLE 127            US: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)            161

TABLE 128            US: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)            161

TABLE 129            US: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            161

TABLE 130            US: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            161

TABLE 131            US: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            162

TABLE 132            US: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            162

TABLE 133            US: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 162

TABLE 134            US: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 162

TABLE 135            US: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)            163

TABLE 136            US: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)            163

TABLE 137            US: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)       163

TABLE 138            US: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)       164

TABLE 139            US: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)            164

TABLE 140            US: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)            164

TABLE 141            CANADA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)            165

TABLE 142            CANADA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)            165

TABLE 143            CANADA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)            165

TABLE 144            CANADA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)            165

TABLE 145            CANADA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            166

TABLE 146            CANADA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            166

TABLE 147            CANADA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)                166

TABLE 148            CANADA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)                166

TABLE 149            CANADA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            167

TABLE 150            CANADA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            167

TABLE 151            CANADA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            167

TABLE 152            CANADA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            168

TABLE 153            CANADA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)            168

TABLE 154            CANADA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)            168

TABLE 155            CANADA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)              169

TABLE 156            CANADA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)              169

TABLE 157            CANADA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)            170

TABLE 158            CANADA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)            170

TABLE 159            CANADA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)          170

TABLE 160            CANADA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)          170

TABLE 161            EUROPE: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)            171

TABLE 162            EUROPE: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)            172

TABLE 163            EUROPE: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)            172

TABLE 164            EUROPE: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)            172

TABLE 165            EUROPE: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            172

TABLE 166            EUROPE: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            173

TABLE 167            EUROPE: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)                173

TABLE 168            EUROPE: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)                173

TABLE 169            EUROPE: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            173

TABLE 170            EUROPE: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            174

TABLE 171            EUROPE: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            174

TABLE 172            EUROPE: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            174

TABLE 173            EUROPE: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)       175

TABLE 174            EUROPE: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)       175

TABLE 175            EUROPE: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)              175

TABLE 176            EUROPE: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)              176

TABLE 177            EUROPE: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)            176

TABLE 178            EUROPE: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)            176

TABLE 179            EUROPE: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)          177

TABLE 180            EUROPE: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)          177

TABLE 181            EUROPE: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION)            177

TABLE 182            EUROPE: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION)            178

TABLE 183            GERMANY: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)     178

TABLE 184            GERMANY: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)     179

TABLE 185            GERMANY: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)            179

TABLE 186            GERMANY: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)            179

TABLE 187            GERMANY: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            179

TABLE 188            GERMANY: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            180

TABLE 189            GERMANY: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)                180

TABLE 190            GERMANY: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)                180

TABLE 191            GERMANY: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            180

TABLE 192            GERMANY: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            181

TABLE 193            GERMANY: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            181

TABLE 194            GERMANY: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            181

TABLE 195            GERMANY: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)            182

TABLE 196            GERMANY: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)            182

TABLE 197            GERMANY: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)              182

TABLE 198            GERMANY: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)              183

TABLE 199            GERMANY: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)            183

TABLE 200            GERMANY: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)            183

TABLE 201            GERMANY: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)          184

TABLE 202            GERMANY: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)          184

TABLE 203            ASIA PACIFIC: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)     188

TABLE 204            ASIA PACIFIC: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)     189

TABLE 205            ASIA PACIFIC: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)         189

TABLE 206            ASIA PACIFIC: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)         189

TABLE 207            ASIA PACIFIC: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            189

TABLE 208            ASIA PACIFIC: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            190

TABLE 209            ASIA PACIFIC: AI IN ENERGY MARKET, BY ENERGY TYPE,

2019–2023 (USD MILLION)            190

TABLE 210            ASIA PACIFIC: AI IN ENERGY MARKET, BY ENERGY TYPE,

2024–2030 (USD MILLION)            190

TABLE 211            ASIA PACIFIC: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            190

TABLE 212            ASIA PACIFIC: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            191

TABLE 213            ASIA PACIFIC: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            191

TABLE 214            ASIA PACIFIC: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            191

TABLE 215            ASIA PACIFIC: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)            192

TABLE 216            ASIA PACIFIC: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)            192

TABLE 217            ASIA PACIFIC: AI IN ENERGY MARKET, BY APPLICATION,

2019–2023 (USD MILLION)            192

TABLE 218            ASIA PACIFIC: AI IN ENERGY MARKET, BY APPLICATION,

2024–2030 (USD MILLION)            193

TABLE 219            ASIA PACIFIC: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)  193

TABLE 220            ASIA PACIFIC: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)  193

TABLE 221            ASIA PACIFIC: AI IN ENERGY MARKET, BY CONSUMPTION,

2019–2023 (USD MILLION)            194

TABLE 222            ASIA PACIFIC: AI IN ENERGY MARKET, BY CONSUMPTION,

2024–2030 (USD MILLION)            194

TABLE 223            ASIA PACIFIC: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     194

TABLE 224            ASIA PACIFIC: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION)     195

TABLE 225            CHINA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)            195

TABLE 226            CHINA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)            196

TABLE 227            CHINA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)            196

TABLE 228            CHINA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)            196

TABLE 229            CHINA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            196

TABLE 230            CHINA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            197

TABLE 231            CHINA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)                197

TABLE 232            CHINA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)                197

TABLE 233            CHINA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            197

TABLE 234            CHINA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            198

TABLE 235            CHINA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            198

TABLE 236            CHINA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            198

TABLE 237            CHINA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)       199

TABLE 238            CHINA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)       199

TABLE 239            CHINA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)              199

TABLE 240            CHINA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)              200

TABLE 241            CHINA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)            200

TABLE 242            CHINA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)            200

TABLE 243            CHINA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)          201

TABLE 244            CHINA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)          201

TABLE 245            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY OFFERING,

2019–2023 (USD MILLION)            204

TABLE 246            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY OFFERING,

2024–2030 (USD MILLION)            204

TABLE 247            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY SERVICE,

2019–2023 (USD MILLION)            204

TABLE 248            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY SERVICE,

2024–2030 (USD MILLION)            205

TABLE 249            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 205

TABLE 250            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 205

TABLE 251            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2019–2023 (USD MILLION)            205

TABLE 252            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2024–2030 (USD MILLION)            206

TABLE 253            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2019–2023 (USD MILLION)                 206

TABLE 254            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE, 2024–2030 (USD MILLION)                 206

TABLE 255            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE, 2019–2023 (USD MILLION)                 206

TABLE 256            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE, 2024–2030 (USD MILLION)                 207

TABLE 257            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY TYPE,

2019–2023 (USD MILLION)            207

TABLE 258            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY TYPE,

2024–2030 (USD MILLION)            207

TABLE 259            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY APPLICATION,

2019–2023 (USD MILLION)            208

TABLE 260            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY APPLICATION,

2024–2030 (USD MILLION)            208

TABLE 261            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY END USE,

2019–2023 (USD MILLION)            208

TABLE 262            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY END USE,

2024–2030 (USD MILLION)            209

TABLE 263            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2019–2023 (USD MILLION)            209

TABLE 264            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2024–2030 (USD MILLION)            209

TABLE 265            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY COUNTRY,

2019–2023 (USD MILLION)            209

TABLE 266            MIDDLE EAST & AFRICA: AI IN ENERGY MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            210

TABLE 267            KSA: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)            210

TABLE 268            KSA: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)            211

TABLE 269            KSA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)       211

TABLE 270            KSA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)       211

TABLE 271            KSA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            211

TABLE 272            KSA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            212

TABLE 273            KSA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)            212

TABLE 274            KSA: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)            212

TABLE 275            KSA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            212

TABLE 276            KSA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            213

TABLE 277            KSA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            213

TABLE 278            KSA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            213

TABLE 279            KSA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION) 213

TABLE 280            KSA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION) 214

TABLE 281            KSA: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)            214

TABLE 282            KSA: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)            214

TABLE 283            KSA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)       215

TABLE 284          KSA: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)            215

TABLE 285          KSA: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)            215

TABLE 286            KSA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)       215

TABLE 287            LATIN AMERICA: AI IN ENERGY MARKET, BY OFFERING,

2019–2023 (USD MILLION)            218

TABLE 288            LATIN AMERICA: AI IN ENERGY MARKET, BY OFFERING,

2024–2030 (USD MILLION)            219

TABLE 289            LATIN AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)         219

TABLE 290            LATIN AMERICA: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)         219

TABLE 291            LATIN AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            219

TABLE 292            LATIN AMERICA: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            220

TABLE 293            LATIN AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2019–2023 (USD MILLION)            220

TABLE 294            LATIN AMERICA: AI IN ENERGY MARKET, BY ENERGY TYPE,

2024–2030 (USD MILLION)            220

TABLE 295            LATIN AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            220

TABLE 296            LATIN AMERICA: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            221

TABLE 297            LATIN AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            221

TABLE 298            LATIN AMERICA: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            221

TABLE 299            LATIN AMERICA: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)                222

TABLE 300            LATIN AMERICA: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)                222

TABLE 301            LATIN AMERICA: AI IN ENERGY MARKET, BY APPLICATION,

2019–2023 (USD MILLION)            222

TABLE 302            LATIN AMERICA: AI IN ENERGY MARKET, BY APPLICATION,

2024–2030 (USD MILLION)            223

TABLE 303            LATIN AMERICA: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)        223

TABLE 304            LATIN AMERICA: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)        223

TABLE 305            LATIN AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2019–2023 (USD MILLION)            224

TABLE 306            LATIN AMERICA: AI IN ENERGY MARKET, BY CONSUMPTION,

2024–2030 (USD MILLION)            224

TABLE 307            LATIN AMERICA: AI IN ENERGY MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     224

TABLE 308            LATIN AMERICA: AI IN ENERGY MARKET, BY COUNTRY, 2024–2030 (USD MILLION)     224

TABLE 309            BRAZIL: AI IN ENERGY MARKET, BY OFFERING, 2019–2023 (USD MILLION)            225

TABLE 310            BRAZIL: AI IN ENERGY MARKET, BY OFFERING, 2024–2030 (USD MILLION)            225

TABLE 311            BRAZIL: AI IN ENERGY MARKET, BY SERVICE, 2019–2023 (USD MILLION)            225

TABLE 312            BRAZIL: AI IN ENERGY MARKET, BY SERVICE, 2024–2030 (USD MILLION)            226

TABLE 313            BRAZIL: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2019–2023 (USD MILLION)            226

TABLE 314            BRAZIL: AI IN ENERGY MARKET, BY PROFESSIONAL SERVICE,

2024–2030 (USD MILLION)            226

TABLE 315            BRAZIL: AI IN ENERGY MARKET, BY ENERGY TYPE, 2019–2023 (USD MILLION)                226

TABLE 316            BRAZIL: AI IN ENERGY MARKET, BY ENERGY TYPE, 2024–2030 (USD MILLION)                227

TABLE 317            BRAZIL: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2019–2023 (USD MILLION)            227

TABLE 318            BRAZIL: AI IN ENERGY MARKET, BY CONVENTIONAL ENERGY TYPE,

2024–2030 (USD MILLION)            227

TABLE 319            BRAZIL: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2019–2023 (USD MILLION)            227

TABLE 320            BRAZIL: AI IN ENERGY MARKET, BY RENEWABLE ENERGY TYPE,

2024–2030 (USD MILLION)            228

TABLE 321            BRAZIL: AI IN ENERGY MARKET, BY TYPE, 2019–2023 (USD MILLION)       228

TABLE 322            BRAZIL: AI IN ENERGY MARKET, BY TYPE, 2024–2030 (USD MILLION)       228

TABLE 323            BRAZIL: AI IN ENERGY MARKET, BY APPLICATION, 2019–2023 (USD MILLION)              229

TABLE 324            BRAZIL: AI IN ENERGY MARKET, BY APPLICATION, 2024–2030 (USD MILLION)              229

TABLE 325            BRAZIL: AI IN ENERGY MARKET, BY END USE, 2019–2023 (USD MILLION)            229

TABLE 326            BRAZIL: AI IN ENERGY MARKET, BY END USE, 2024–2030 (USD MILLION)            230

TABLE 327            BRAZIL: AI IN ENERGY MARKET, BY CONSUMPTION, 2019–2023 (USD MILLION)          230

TABLE 328            BRAZIL: AI IN ENERGY MARKET, BY CONSUMPTION, 2024–2030 (USD MILLION)          230

TABLE 329            OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN ENERGY MARKET

PLAYERS, 2021–2024         232

TABLE 330            AI IN ENERGY MARKET: DEGREE OF COMPETITION 234

TABLE 331            AI IN ENERGY MARKET: REGION FOOTPRINT                 240

TABLE 332            AI IN ENERGY MARKET: OFFERING FOOTPRINT                 241

TABLE 333            AI IN ENERGY MARKET: ENERGY TYPE FOOTPRINT       242

TABLE 334            AI IN ENERGY MARKET: TYPE FOOTPRINT                 243

TABLE 335            AI IN ENERGY MARKET: APPLICATION FOOTPRINT       244

TABLE 336            AI IN ENERGY MARKET: END-USE FOOTPRINT                 245

TABLE 337            AI IN ENERGY MARKET: LIST OF KEY STARTUPS/SMES              248

TABLE 338            COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES              249

TABLE 339            AI IN ENERGY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS,

MAY 2024–DECEMBER 2024           250

TABLE 340            AI IN ENERGY MARKET: DEALS, NOVEMBER 2023–JANUARY 2025         251

TABLE 341            SCHNEIDER ELECTRIC SE: COMPANY OVERVIEW          255

TABLE 342            SCHNEIDER ELECTRIC SE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    257

TABLE 343            SCHNEIDER ELECTRIC SE: PRODUCT LAUNCHES AND ENHANCEMENTS           257

TABLE 344            SCHNEIDER ELECTRIC SE: DEALS             258

TABLE 345            GE VERNOVA: COMPANY OVERVIEW      259

TABLE 346            GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED    259

TABLE 347            GE VERNOVA: PRODUCT LAUNCHES AND ENHANCEMENTS             260

TABLE 348            GE VERNOVA: DEALS     261

TABLE 349            ABB LTD.: COMPANY OVERVIEW              262

TABLE 350            ABB LTD.: PRODUCTS/SOLUTIONS/SERVICES OFFERED             263

TABLE 351            ABB LTD.: DEALS             264

TABLE 352            HONEYWELL INTERNATIONAL: COMPANY OVERVIEW          265

TABLE 353            HONEYWELL INTERNATIONAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED    267

TABLE 354            HONEYWELL INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS           268

TABLE 355            HONEYWELL INTERNATIONAL: DEALS 268

TABLE 356            SIEMENS AG: COMPANY OVERVIEW        270

TABLE 357            SIEMENS AG: PRODUCTS/SOLUTIONS/SERVICES OFFERED    271

TABLE 358            SIEMENS AG: DEALS       272

TABLE 359            ORACLE: COMPANY OVERVIEW                273

TABLE 360            ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             274

TABLE 361            ORACLE: DEALS                275

TABLE 362            VESTAS: COMPANY OVERVIEW 276

TABLE 363            VESTAS: PRODUCTS/SOLUTIONS/SERVICES OFFERED             277

TABLE 364            VESTAS: DEALS 278

TABLE 365            IBM: COMPANY OVERVIEW         279

TABLE 366            IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED             281

TABLE 367            IBM: DEALS        282

TABLE 368            MICROSOFT: COMPANY OVERVIEW        283

TABLE 369            MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    284

TABLE 370            MICROSOFT: DEALS       285

TABLE 371            AMAZON WEB SERVICES: COMPANY OVERVIEW                 286

TABLE 372            AMAZON WEB SERVICES: PRODUCTS/SOLUTIONS/SERVICES OFFERED    287

TABLE 373            AMAZON WEB SERVICES: DEALS               287

TABLE 374            ATOS SE: COMPANY OVERVIEW                288

TABLE 375            ATOS SE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             289

TABLE 376            ATOS SE: PRODUCT LAUNCHES AND ENHANCEMENTS             291

TABLE 377            ATOS SE: DEALS                291

TABLE 378            CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)            308

TABLE 379            CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)            308

TABLE 380            CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)            309

TABLE 381            CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)            309

TABLE 382            CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,

2019–2023 (USD MILLION)            309

TABLE 383            CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,

2024–2030 (USD MILLION)            310

TABLE 384            CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,

2019–2023 (USD MILLION)            310

TABLE 385            CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,

2024–2030 (USD MILLION)            310

TABLE 386            CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)            311

TABLE 387            CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)            311

TABLE 388            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY OFFERING,

2017–2022 (USD MILLION)            312

TABLE 389            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY OFFERING,

2023–2028 (USD MILLION)            313

TABLE 390            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY DEPLOYMENT TYPE,

2017–2022 (USD MILLION)            313

TABLE 391            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY DEPLOYMENT TYPE,

2023–2028 (USD MILLION)            313

TABLE 392            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY ORGANIZATION SIZE,

2017–2022 (USD MILLION)            314

TABLE 393            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY ORGANIZATION SIZE,

2023–2028 (USD MILLION)            314

TABLE 394            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY VERTICAL,

2017–2022 (USD MILLION)            315

TABLE 395            CUSTOMER EXPERIENCE MANAGEMENT MARKET, BY VERTICAL,

2023–2028 (USD MILLION)            315

FIGURE 1              AI IN ENERGY MARKET: RESEARCH DESIGN                 37

FIGURE 2              BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE,

DESIGNATION, AND REGION     39

FIGURE 3              AI IN ENERGY MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES         40

FIGURE 4              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF VENDORS IN AI IN ENERGY MARKET             41

FIGURE 5              MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (DEMAND SIDE):

AI IN ENERGY MARKET 42

FIGURE 6              MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS             43

FIGURE 7              MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH         43

FIGURE 8              DATA TRIANGULATION                44

FIGURE 9              AI IN ENERGY MARKET, 2022–2030 (USD MILLION)            47

FIGURE 10            AI IN ENERGY MARKET, BY REGION (2024)                 47

FIGURE 11            SURGING NEED FOR MONITORING EMISSIONS, OPTIMIZING ENERGY USE,

AND ADVANCING CARBON-NEUTRAL TARGETS TO DRIVE MARKET               48

FIGURE 12            SOLUTIONS SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD       48

FIGURE 13            MANAGED SERVICES SEGMENT TO ACCOUNT FOR HIGHER CAGR DURING FORECAST PERIOD               49

FIGURE 14            TRAINING & CONSULTING SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD                 49

FIGURE 15            GRID OPTIMIZATION & MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD       50

FIGURE 16            CONVENTIONAL ENERGY SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD                50

FIGURE 17            GENERATION TO ACCOUNT FOR LARGEST MARKET SHARE DURING

FORECAST PERIOD         51

FIGURE 18            OTHER AI TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD        51

FIGURE 19            SOLUTIONS & GENERATION SEGMENTS TO ACCOUNT FOR SIGNIFICANT MARKET SHARES IN 2024  52

FIGURE 20            DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:

AI IN ENERGY MARKET 53

FIGURE 21            EVOLUTION OF AI IN ENERGY MARKET                 56

FIGURE 22            KEY PLAYERS IN AI IN ENERGY MARKET ECOSYSTEM       59

FIGURE 23            AI IN ENERGY MARKET: SUPPLY CHAIN ANALYSIS            63

FIGURE 24            AVERAGE SELLING PRICE, BY RENEWABLE ENERGY TYPE   74

FIGURE 25            LIST OF MAJOR PATENTS FOR AI IN ENERGY SOLUTIONS        80

FIGURE 26            AI IN ENERGY MARKET: PORTER’S FIVE FORCES ANALYSIS            84

FIGURE 27            TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS   86

FIGURE 28            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USES     86

FIGURE 29            KEY BUYING CRITERIA FOR TOP THREE END USES      87

FIGURE 30            AI IN ENERGY MARKET: TOOLS, FRAMEWORKS, AND TECHNIQUES          92

FIGURE 31            PROCESSORS AND CONTROLLERS EXPORT, BY KEY COUNTRY,

2016–2023 (USD BILLION)             93

FIGURE 32            PROCESSORS AND CONTROLLERS IMPORT, BY KEY COUNTRY,

2016–2023 (USD BILLION)             95

FIGURE 33            INVESTMENT AND FUNDING SCENARIO                 95

FIGURE 34            USE CASES OF GENERATIVE AI IN ENERGY SECTOR                97

FIGURE 35            SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD          99

FIGURE 36            MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING

FORECAST PERIOD         101

FIGURE 37            SUPPORT & MAINTENANCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 103

FIGURE 38            RENEWABLE ENERGY SEGMENT TO GROW AT HIGHER CAGR DURING

FORECAST PERIOD         110

FIGURE 39            GENERATIVE AI TO GROW AT HIGHER CAGR DURING FORECAST PERIOD       123

FIGURE 40            ENERGY STORAGE OPTIMIZATION SEGMENT TO GROW AT HIGHEST

CAGR DURING FORECAST PERIOD          129

FIGURE 41            TRANSMISSION SEGMENT TO GROW AT HIGHEST CAGR DURING

FORECAST PERIOD         140

FIGURE 42            NORTH AMERICA: AI IN ENERGY MARKET SNAPSHOT          152

FIGURE 43            ASIA PACIFIC: AI IN ENERGY MARKET SNAPSHOT          188

FIGURE 44            SHARE OF LEADING COMPANIES IN AI IN ENERGY MARKET, 2024  234

FIGURE 45            MARKET RANKING ANALYSIS OF TOP FIVE PLAYERS              236

FIGURE 46            REVENUE ANALYSIS OF KEY PLAYERS IN AI IN ENERGY MARKET,

2019–2023 (USD MILLION)            237

FIGURE 47            AI IN ENERGY MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024         238

FIGURE 48            AI IN ENERGY MARKET: COMPANY FOOTPRINT                 239

FIGURE 49            AI IN ENERGY MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024 247

FIGURE 50            BRAND/PRODUCT COMPARISON             253

FIGURE 51            COMPANY VALUATION 254

FIGURE 52            FINANCIAL METRICS      254

FIGURE 53            SCHNEIDER ELECTRIC SE: COMPANY SNAPSHOT          256

FIGURE 54            ABB LTD.: COMPANY SNAPSHOT              263

FIGURE 55            HONEYWELL INTERNATIONAL: COMPANY SNAPSHOT          266

FIGURE 56            SIEMENS AG: COMPANY SNAPSHOT        271

FIGURE 57            ORACLE: COMPANY SNAPSHOT                274

FIGURE 58            VESTAS: COMPANY SNAPSHOT 277

FIGURE 59            IBM: COMPANY SNAPSHOT         280

FIGURE 60            MICROSOFT: COMPANY SNAPSHOT        284

FIGURE 61            AMAZON WEB SERVICES: COMPANY SNAPSHOT                 286

FIGURE 62            ATOS SE: COMPANY SNAPSHOT                289

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