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Predictive Maintenance Market by Monitoring Infrastructure (Sensors & Sensing, Imaging & Inspection Devices, Edge Monitoring, Connectivity Hardware), Software (APM, IIoT, Digital Twin, AI-driven Predictive Maintenance Platforms) - Global Forecast to 2031

出版商 MarketsandMarkets產業別 ICT & Media出版日期 2026-03-17頁數 569報告編號 TC4154

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報告摘要

The predictive maintenance market is expected to grow from USD 9.71 billion in 2026 to USD 16.74 billion by 2031, growing at a CAGR of 11.5% during the forecast period. Regulatory focus on industrial safety, operational transparency, and asset reliability are accelerating the adoption of advanced predictive maintenance platforms across manufacturing, energy, and infrastructure sectors. Industrial operators are required to maintain strict equipment monitoring and maintenance documentation to ensure operational safety and compliance with reliability standards. Technology providers highlight that predictive maintenance systems leverage connected sensors, IoT networks, and advanced analytics to continuously assess equipment condition and identify early indicators of potential failure. These solutions enable organizations to transition from reactive maintenance to data-driven asset-monitoring strategies that improve equipment uptime and operational visibility. As industries expand digital transformation initiatives, companies are implementing intelligent maintenance platforms that strengthen equipment oversight, support compliance with safety practices, and enhance decision-making across large industrial environments. Vendors in the predictive maintenance market are expanding platform capabilities by integrating artificial intelligence, industrial IoT data streams, and advanced analytics into unified asset performance management ecosystems. Leading technology providers combine machine learning models, vibration monitoring, and operational data analytics to generate accurate equipment health insights and predictive alerts. These systems enable maintenance teams to identify performance deviations, proactively schedule service activities, and coordinate maintenance operations across geographically distributed facilities. By consolidating operational intelligence within centralized maintenance platforms, organizations gain improved asset visibility, optimized maintenance planning, and enhanced production continuity. As connected industrial environments continue to evolve, predictive maintenance solutions are becoming critical for improving equipment reliability, minimizing operational disruptions, and enabling data-driven maintenance strategies across modern industrial operations. “By vertical, the manufacturing segment is expected to dominate the market.” Manufacturing organizations are increasingly implementing predictive maintenance technologies as industries prioritize equipment reliability, production continuity, and the optimization of asset performance across complex industrial environments. By integrating condition monitoring sensors, industrial IoT networks, and advanced analytics platforms with factory equipment, manufacturers gain continuous visibility into machine health and operational performance. These systems enable early detection of anomalies, allowing maintenance teams to schedule service activities before failures occur. This approach reduces unplanned downtime, improves asset utilization, and strengthens production efficiency across manufacturing facilities. AI-driven diagnostics and real-time operational dashboards further enhance maintenance planning and decision-making. As manufacturers accelerate digital transformation and smart factory initiatives, the adoption of predictive maintenance solutions in this end-user segment continues to grow rapidly. “By offering, the AI-driven predictive maintenance platform is projected to grow at the highest CAGR during the forecast period.” Organizations are increasingly deploying AI-driven predictive maintenance platform software as industries emphasize intelligent asset supervision, operational continuity, and proactive equipment servicing across complex production environments. By combining machine learning models with industrial IoT sensors, cloud infrastructure, and asset performance applications, enterprises obtain continuous insight into machine condition and operational patterns. These platforms analyze historical and streaming equipment data to detect irregular behavior, anticipate potential failures, and inform maintenance planning. The approach improves asset availability, limits unexpected disruptions, and strengthens maintenance strategy across industrial operations. As digital manufacturing and connected factory initiatives accelerate globally, the adoption of AI-enabled predictive maintenance platforms is expanding rapidly. “North America will have the largest market share in 2026, and Asia Pacific is slated to grow at the highest rate during the forecast period.” North America holds the leading share of the predictive maintenance market due to strong adoption of industrial IoT technologies, advanced analytics platforms, and mature digital infrastructure across key industries. Enterprises across the US and Canada increasingly deploy AI-enabled maintenance solutions to monitor equipment performance, detect anomalies, and prevent unexpected operational disruptions. Industrial operators are integrating connected sensors, cloud platforms, and machine learning models to improve asset visibility and optimize maintenance scheduling. The region also benefits from the presence of major technology providers and industrial automation companies that support large-scale deployment of intelligent maintenance systems across manufacturing, energy, and transportation sectors. Asia Pacific represents the fastest-growing region in the predictive maintenance market, driven by rapid industrialization, expanding manufacturing capacity, and accelerating digital transformation initiatives across emerging economies. Industries across China, India, Japan, and Southeast Asia are adopting connected asset monitoring solutions to improve operational efficiency and reduce maintenance-related downtime. Organizations are increasingly implementing IoT-based monitoring platforms, advanced analytics tools, and AI-driven diagnostics to manage large industrial equipment fleets. Growing investments in smart factories, digital infrastructure, and industrial automation are strengthening demand for predictive maintenance platforms that enable data-driven asset management and improved production reliability across diverse industrial environments. Breakdown of Primaries In-depth interviews were conducted with chief executive officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the predictive maintenance market.  By Company: Tier I – 34%, Tier II – 43%, and Tier III – 23%  By Designation: C Level – 50%, Director Level – 30%, and others – 20%  By Region: North America – 25%, Europe – 30%, Asia Pacific – 30%, Middle East & Africa – 10%, and Latin America – 5% The report includes the study and in-depth company profiles of key players offering predictive maintenance software and services. The major players in the predictive maintenance market include Siemens (Germany), ABB (Switzerland), Schneider Electric (France), Emerson Electric (US), Rockwell Automation (US), Honeywell (US), Hitachi (Japan), SKF (Sweden), Fluke Corporation (US), IBM (US), SAP (Germany), Oracle (US), Infor (US), IFS (Sweden), SAS Institute (US), Microsoft (US), AWS (US), Google (US), PTC (US), C3.AI (US), Augury (US), Uptake (US), Upkeep (US), Limble CMMS (US), Maintainx (US), Tractian (US), Samsara (US), Bentley Systems (US), and Hexagon AB (Sweden). Research Coverage This research report covers the predictive maintenance market and is segmented by offering, technology, monitoring technique, deployment mode, asset type, end user, and region. The offering segment is split into monitoring infrastructure, software, and services. The monitoring infrastructure sub-segment is bifurcated into sensors & sensing devices, imaging & inspection devices, edge monitoring infrastructure, and connectivity hardware. The software sub-segment includes asset performance management platforms, industrial IoT platforms, AI-driven predictive maintenance platforms, digital twin platforms, maintenance management applications, and visualization & analytics software. The services sub-segment is further split into consulting services, predictive maintenance strategy consulting, system integration services, data science & AI services, and managed predictive maintenance services. The technology segment is split into industrial Internet of Things (IoT), artificial intelligence and machine learning, digital twin technology, edge computing & edge AI, industrial data platforms, and computer vision for equipment inspection. The industrial data platforms sub-segment is categorized into industrial data lakes and industrial data fabric platforms. The monitoring technique segment is split into industrial vibration monitoring, thermal monitoring (infrared thermography), acoustic & ultrasonic monitoring, oil & lubrication analysis, electrical signature analysis, visual inspection, and multimodal sensor fusion monitoring. The visual inspection sub-segment is categorized into computer vision inspection and drone-based inspection. The deployment mode segment is split into cloud, on-premises, edge, and hybrid deployments. The cloud deployment sub-segment is categorized into public cloud and private cloud. The asset type segment is split into rotating equipment, electrical equipment, HVAC systems, industrial robots & automation equipment, fleet & transportation assets, and power generation equipment. The rotating equipment sub-segment is categorized into pumps, compressors, motors & turbines. The electrical equipment sub-segment is categorized into transformers, switchgear, and power distribution systems. The fleet & transportation assets sub-segment is categorized into rail assets, aviation assets, and commercial vehicle fleets. The power generation equipment sub-segment is categorized into wind turbines, gas turbines, and steam turbines. The end-user segment is divided into manufacturing, discrete manufacturing, process manufacturing, energy & utilities, oil & gas, transportation & logistics, mining & machinery, telecommunications, healthcare, smart infrastructure & buildings, data centers infrastructure, and other end users. The discrete manufacturing sub-segment is categorized into automotive, electronics & semiconductor, and industrial machinery. The process manufacturing sub-segment is categorized into chemicals, pharmaceuticals, and food & beverages. The energy & utilities sub-segment is categorized into power generation, transmission & distribution, and renewable energy. The oil & gas sub-segment is categorized into upstream, midstream, and downstream. The transportation & logistics sub-segment is categorized into railways, aviation, and ports & shipping. The healthcare sub-segment is categorized into medical equipment maintenance and hospital infrastructure. The smart infrastructure & buildings sub-segment is categorized into commercial buildings and smart city infrastructure. The regional segment comprises North America, Europe, Asia Pacific, the Middle East & Africa, and Latin America. The report's scope encompasses detailed information on the major factors, including drivers, restraints, challenges, and opportunities, that influence the growth of the Predictive maintenance market. A detailed analysis of key industry players has been conducted to provide insights into their business overview, solutions and services, key strategies, contracts, partnerships, agreements, product & service launches, mergers and acquisitions, and recent developments in the predictive maintenance market. This report provides a competitive analysis of emerging startups in the predictive maintenance market ecosystem. Key Benefits of Buying the Report The report will provide market leaders and new entrants with information on the closest approximations of the revenue numbers for the overall predictive maintenance market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to better their business and plan suitable go-to-market strategies. It also helps stakeholders understand the market pulse and provides information on key drivers, restraints, challenges, and opportunities. The report provides insights into the following pointers: Analysis of key drivers (Increasing need to reduce equipment downtime and maintenance costs, Increasing adoption of IoT-enabled equipment monitoring in industrial operations), challenges (Integration of predictive maintenance solutions with legacy industrial systems, Ensuring data accuracy and reliability for predictive maintenance models), opportunities (Growing adoption of edge computing for faster equipment data processing, Growing use of AI and machine learning for predictive maintenance analytics), and restraints (High implementation and infrastructure setup costs, Data management and integration challenges across multiple equipment systems). Product Development/Innovation: Detailed insights into upcoming technologies, research & development activities, and product & service launches in the predictive maintenance market Market Development: Comprehensive information about lucrative markets, analysis of the predictive maintenance market across varied regions Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the predictive maintenance market Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of Siemens (Germany), ABB (Switzerland), Schneider Electric (France), Emerson Electric (US), Rockwell Automation (US), Honeywell (US), Hitachi (Japan), SKF (Sweden), Fluke Corporation (US), IBM (US), SAP (Germany), Oracle (US), Infor (US), IFS (Sweden), SAS Institute (US), Microsoft (US), AWS (US), Google (US), PTC (US), C3.AI (US), Augury (US), Uptake (US), Upkeep (US), Limble CMMS (US), Maintainx (US), Tractian (US), Samsara (US), Bentley Systems (US), Hexagon AB (Sweden) among others, in the predictive maintenance market. The report also helps stakeholders understand the pulse of the predictive maintenance market, providing insights into key drivers, restraints, challenges, and opportunities
目錄 Table of Contents
1 INTRODUCTION 52 1.1 STUDY OBJECTIVES 52 1.2 MARKET DEFINITION 52 1.2.1 INCLUSIONS AND EXCLUSIONS 53 1.3 MARKET SCOPE 54 1.3.1 MARKET SEGMENTATION 54 1.3.2 YEARS CONSIDERED 55 1.3.3 CURRENCY CONSIDERED 55 1.4 STAKEHOLDERS 56 1.5 SUMMARY OF CHANGES 56 2 EXECUTIVE SUMMARY 58 2.1 MARKET HIGHLIGHTS AND KEY INSIGHTS 58 2.2 KEY MARKET PARTICIPANTS: MAPPING OF STRATEGIC DEVELOPMENTS 60 2.3 DISRUPTIVE TRENDS IN PREDICTIVE MAINTENANCE MARKET 61 2.4 HIGH GROWTH SEGMENTS 62 2.5 REGIONAL SNAPSHOT: MARKET SIZE, GROWTH RATE, AND FORECAST 64 3 PREMIUM INSIGHTS 65 3.1 ATTRACTIVE OPPORTUNITIES IN PREDICTIVE MAINTENANCE MARKET 65 3.2 PREDICTIVE MAINTENANCE MARKET, BY REGION 66 3.3 PREDICTIVE MAINTENANCE MARKET: TOP THREE ASSET TYPES 66 3.4 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING AND DEPLOYMENT MODE 67 3.5 PREDICTIVE MAINTENANCE MARKET, BY REGION 67 4 MARKET OVERVIEW 68 4.1 INTRODUCTION 68 4.2 MARKET DYNAMICS 68 4.2.1 DRIVERS 68 4.2.1.1 Explosion of IIoT and real-time data ecosystems enabling continuous asset visibility 68 4.2.1.2 Compelling operational ROI driven by reduction in unplanned downtime and maintenance costs 69 4.2.1.3 Advancements in AI and machine learning improving prediction accuracy and enabling scalable deployment 69 4.2.2 RESTRAINTS 70 4.2.2.1 High upfront investment across hardware, software, and system integration limiting adoption 70 4.2.2.2 Data quality and availability limitations reducing reliability of predictive maintenance outcomes 70 4.2.3 OPPORTUNITIES 70 4.2.3.1 Digital twins and advanced simulation enabling predictive and prescriptive maintenance evolution 70 4.2.3.2 Edge AI and distributed architectures enabling real-time, low-latency predictive maintenance 71 4.2.3.3 Expansion of predictive maintenance into asset-intensive industries beyond manufacturing 71 4.2.4 CHALLENGES 71 4.2.4.1 Data silos across enterprise systems limiting unified asset visibility and insights 71 4.2.4.2 Model reliability and explainability challenges reducing trust in predictive maintenance systems 72 4.3 UNMET NEEDS AND WHITE SPACES 72 4.3.1 UNMET NEEDS IN PREDICTIVE MAINTENANCE MARKET 72 4.3.2 WHITE SPACE OPPORTUNITIES 73 4.4 INTERCONNECTED MARKETS AND CROSS-SECTOR OPPORTUNITIES 74 4.4.1 INTERCONNECTED MARKETS 74 4.4.2 CROSS-SECTOR OPPORTUNITIES 75 4.5 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 75 4.5.1 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 76 5 INDUSTRY TRENDS 77 5.1 EVOLUTION OF PREDICTIVE MAINTENANCE: EVOLUTION OF PREDICTIVE MAINTENANCE 77 5.2 PORTER’S FIVE FORCES ANALYSIS 78 5.2.1 THREAT OF NEW ENTRANTS 80 5.2.2 THREAT OF SUBSTITUTES 80 5.2.3 BARGAINING POWER OF SUPPLIERS 80 5.2.4 BARGAINING POWER OF BUYERS 80 5.2.5 INTENSITY OF COMPETITIVE RIVALRY 80 5.3 MACROECONOMIC OUTLOOK 81 5.3.1 INTRODUCTION 81 5.3.2 GDP TRENDS AND FORECAST 81 5.3.3 TRENDS IN INDUSTRIAL IOT (IIOT) INDUSTRY 83 5.3.4 TRENDS IN AI & MACHINE LEARNING INDUSTRY 83 5.4 SUPPLY CHAIN ANALYSIS 84 5.5 ECOSYSTEM ANALYSIS 85 5.5.1 MONITORING INFRASTRUCTURE PROVIDERS 87 5.5.1.1 Sensor and Sensing Devices 87 5.5.1.2 Imaging and Inspection Devices 87 5.5.1.3 Edge Monitoring Infrastructure 88 5.5.1.4 Connectivity Hardware 88 5.5.2 SOFTWARE PROVIDERS 88 5.5.2.1 Industrial Data Platforms & Connectivity 88 5.5.2.2 Digital Twin Software 88 5.5.2.3 Maintenance Management Application 88 5.5.2.4 Visualization and Analytics Software 88 5.5.2.5 Asset Performance Management Platform 89 5.5.3 SERVICE PROVIDERS 89 5.5.3.1 Consulting Services 89 5.5.3.2 Integration and Deployment Services 89 5.5.3.3 Data, AI, and Modeling Services 89 5.5.3.4 Managed Predictive Maintenance Services 89 5.6 PRICING ANALYSIS 89 5.6.1 AVERAGE SELLING PRICE OF OFFERINGS, BY KEY PLAYER, 2025 91 5.6.2 AVERAGE SELLING PRICE OF ASSET TYPE, 2025 93 5.7 TRADE ANALYSIS 95 5.7.1 IMPORT SCENARIO (HS CODE 9031) 95 5.7.2 EXPORT SCENARIO (HS CODE 9031) 96 5.8 KEY CONFERENCES AND EVENTS, 2025–2026 98 5.9 TRENDS & DISRUPTIONS IMPACTING CUSTOMER BUSINESS 99 5.10 INVESTMENT AND FUNDING SCENARIO 100 5.11 CASE STUDY ANALYSIS 101 5.11.1 OMV STRENGTHENED REFINERY ASSET RELIABILITY WITH PREDICTIVE MAINTENANCE ENABLED DIGITAL TRANSFORMATION BY IBM 101 5.11.2 SIEMENS STRENGTHENED ASSET RELIABILITY FOR BLUESCOPE WITH SENSEYE PREDICTIVE MAINTENANCE 101 5.11.3 ENGIE DIGITAL ENHANCED POWER PLANT RELIABILITY WITH AWS-ENABLED PREDICTIVE MAINTENANCE 102 5.11.4 C3.AI IMPROVED US AIR FORCE MISSION READINESS WITH AI-ENABLED PREDICTIVE MAINTENANCE 102 5.11.5 TATA POWER ENHANCED FLEET-WIDE ASSET RELIABILITY WITH AVEVA PREDICTIVE ANALYTICS 103 5.12 IMPACT OF 2025 US TARIFF – PREDICTIVE MAINTENANCE MARKET 104 5.12.1 INTRODUCTION 104 5.12.1.1 Tariff/Trade Policy Updates (April 2025 to February 2026) 104 5.12.2 KEY TARIFF RATES 105 5.12.3 PRICE IMPACT ANALYSIS 105 5.12.3.1 Strategic shifts and emerging trends 106 5.12.4 IMPACT ON COUNTRY/REGION 107 5.12.4.1 US 107 5.12.4.2 China 107 5.12.4.3 Europe 108 5.12.4.4 Asia Pacific (excluding China) 109 5.12.5 IMPACT ON END-USE INDUSTRIES 110 5.12.5.1 Manufacturing 110 5.12.5.2 Energy & Utilities 110 5.12.5.3 Oil & Gas 110 5.12.5.4 Transportation & Logistics 111 5.12.5.5 Mining & Heavy Machinery 111 5.12.5.6 Telecommunications 111 5.12.5.7 Healthcare 112 5.12.5.8 Smart Infrastructure & Buildings 112 5.12.5.9 Data Centers 112 5.12.5.10 Other End Users 113 6 STRATEGIC DISRUPTION: PATENTS, DIGITAL, AND AI ADOPTION 114 6.1 KEY TECHNOLOGIES 114 6.1.1 SENSING INSTRUMENTATION 114 6.1.2 INDUSTRIAL INTERNET OF THINGS 114 6.1.3 STREAM PROCESSING 114 6.1.4 DATA ENGINEERING 114 6.1.5 PREDICTIVE ANALYTICS 115 6.2 COMPLEMENTARY TECHNOLOGIES 115 6.2.1 BIG DATA 115 6.2.2 CLOUD COMPUTING 115 6.2.3 DATA VISUALIZATION 115 6.3 ADJACENT TECHNOLOGIES 116 6.3.1 MACHINE LEARNING 116 6.3.2 ARTIFICIAL INTELLIGENCE (AI) 116 6.3.3 DIGITAL TWIN 116 6.3.4 EDGE COMPUTING 116 6.4 TECHNOLOGY ROADMAP 117 6.4.1 SHORT TERM (2025–2027): FOUNDATION AND CONNECTIVITY PHASE 117 6.4.2 MID TERM (2028–2030): CONVERGENCE AND AUTOMATION PHASE 118 6.4.3 LONG TERM (2031–2035): AUTONOMOUS AND COGNITIVE INTEROPERABILITY PHASE 118 6.5 PATENT ANALYSIS 119 6.5.1 METHODOLOGY 119 6.5.2 PATENTS FILED, BY DOCUMENT TYPE, 2016-2026 119 6.5.3 INNOVATION AND PATENT APPLICATIONS 120 6.6 IMPACT OF AI ON PREDICTIVE MAINTENANCE MARKET 124 6.6.1 BEST PRACTICES IN PREDICTIVE MAINTENANCE MARKET 125 6.6.2 CASE STUDIES RELATED TO AI IMPLEMENTATION IN PREDICTIVE MAINTENANCE MARKET 126 6.6.3 INTERCONNECTED ECOSYSTEM AND IMPACT ON MARKET PLAYERS IN AI-DRIVEN PREDICTIVE MAINTENANCE 127 6.6.4 CLIENTS’ READINESS TO ADOPT AI-INTEGRATED PREDICTIVE MAINTENANCE 128   7 REGULATORY LANDSCAPE 129 7.1 REGIONAL REGULATIONS AND COMPLIANCE 129 7.1.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 129 7.1.2 KEY REGULATIONS 132 7.1.2.1 North America 132 7.1.2.1.1 Integrated Aircraft Health Management System (US) 132 7.1.2.1.2 On-Condition Piston Engine Maintenance Programs (Canada) 132 7.1.2.2 Europe 132 7.1.2.2.1 Continuing Airworthiness Rules (European Union) 132 7.1.2.2.2 PREDICT Predictive Maintenance Methods (Germany) 133 7.1.2.2.3 Operational Technology Security Principles (United Kingdom) 133 7.1.2.2.4 Industrial and Critical Infrastructure Cybersecurity Guidance (France) 133 7.1.2.3 Asia Pacific 134 7.1.2.3.1 RM&D Predictive Maintenance Regime for Lifts (Singapore) 134 7.1.2.3.2 Remote Diagnostic and Predictive Maintenance System for Signaling Equipment (India) 134 7.1.2.3.3 Cyber/Physical Security Guidelines for Factory Systems (Japan) 134 7.1.2.4 Middle East & Africa 135 7.1.2.4.1 Standard for Development and Implementation of Maintenance Basis (South Africa) 135 7.1.2.4.2 ITTI Use-Case Guide – Predictive Maintenance for Shopfloor Machinery (UAE) 135 7.1.2.4.3 AI/ML Medical Devices Guidance (Saudi Arabia) 135 7.1.2.5 Latin America 136 7.1.2.5.1 Aerodrome Safety Management – Predictive Approach (Brazil) 136 7.1.2.5.2 NOM-020-ASEA-2024 (México) 136 7.1.3 INDUSTRY STANDARDS 136 8 CUSTOMER LANDSCAPE & BUYER BEHAVIOR 138 8.1 DECISION-MAKING PROCESS 138 8.2 KEY STAKEHOLDERS INVOLVED IN BUYING PROCESS AND THEIR EVALUATION CRITERIA 139 8.2.1 KEY STAKEHOLDERS IN BUYING PROCESS 139 8.2.2 BUYING CRITERIA 140 8.3 ADOPTION BARRIERS & INTERNAL CHALLENGES 141 8.4 UNMET NEEDS FROM VARIOUS INDUSTRY END USERS 142   9 PREDICTIVE MAINTENANCE MARKET, BY OFFERING 144 9.1 INTRODUCTION 145 9.1.1 OFFERING: PREDICTIVE MAINTENANCE MARKET DRIVERS 145 9.2 MONITORING INFRASTRUCTURE 147 9.2.1 SENSOR & SENSING DEVICES 148 9.2.1.1 Enabling Real-time Asset Health Monitoring Through Integrated Sensor Intelligence 148 9.2.1.2 Vibration Sensors 149 9.2.1.3 Temperature Sensors 149 9.2.1.4 Pressure Sensors 150 9.2.1.5 Acoustic/Ultrasonic Sensors 150 9.2.1.6 Electrical Current Sensors 150 9.2.2 IMAGING & INSPECTION DEVICES 151 9.2.2.1 Enhancing Asset Visibility and Fault Diagnostics Through Advanced Inspection Intelligence 151 9.2.2.2 Thermal Imaging Cameras 152 9.2.2.3 Visual Inspection Cameras 152 9.2.2.4 Acoustic Imaging Devices 152 9.2.3 EDGE MONITORING INFRASTRUCTURE 153 9.2.3.1 Strengthening Real-time Asset Intelligence Through Advanced Edge Analytics Infrastructure 153 9.2.3.2 Edge Gateways 154 9.2.3.3 Industrial Data Acquisition Systems 154 9.2.3.4 Embedded Monitoring controllers 155 9.2.4 CONNECTIVITY HARDWARE 155 9.2.4.1 Strengthening Industrial Asset Connectivity Through Secure Data Transmission Infrastructure 155 9.2.4.2 Industrial Routers 156 9.2.4.3 IIOT Communication Modules 157 9.3 SOFTWARE 157 9.3.1 ASSET PERFORMANCE MANAGEMENT (APM) PLATFORMS 159 9.3.1.1 Strengthening Asset Reliability and Lifecycle Intelligence Through Advanced Predictive Analytics Platforms 159 9.3.1.2 Asset Health Monitoring 160 9.3.1.3 Reliability & Performance Analytics 160 9.3.1.4 Failure Prediction & Diagnostics 160 9.3.1.5 Prescriptive Maintenance 161 9.3.1.6 AI/ML-driven Predictive Models 161 9.3.2 INDUSTRIAL DATA PLATFORMS & CONNECTIVITY 161 9.3.2.1 Strengthening Real-time Asset Intelligence Through Unified Industrial Data Connectivity 161 9.3.2.2 Device & Asset Connectivity 162 9.3.2.3 Industrial Data Ingestion 163 9.3.2.4 Industrial Data Management & Contextualization 163 9.3.3 DIGITAL TWIN SOFTWARE 163 9.3.3.1 Advancing Real-time Asset Simulation and Lifecycle Intelligence Through Unified Operational Modeling 163 9.3.3.2 Asset Digital Twin Modeling 164 9.3.3.3 Simulation & Scenario Analysis 165 9.3.3.4 Operational Digital Twin Environments 165 9.3.4 MAINTENANCE MANAGEMENT APPLICATIONS 165 9.3.4.1 Driving Proactive Asset Reliability and Lifecycle Decisions Through Intelligent Maintenance Platforms 165 9.3.4.2 Condition Monitoring Applications 166 9.3.4.3 Maintenance Planning and Scheduling 167 9.3.4.4 Work Order Automation Systems 167 9.3.5 VISUALIZATION & ANALYTICS SOFTWARE 168 9.3.5.1 Enabling Real-time Asset Intelligence and Performance Decisions Through Unified Visualization Analytics 168 9.3.5.2 Asset Monitoring Dashboards 169 9.3.5.3 Industrial Analytics Tools 169 9.4 SERVICES 169 9.4.1 CONSULTING SERVICES 171 9.4.1.1 Accelerating Reliability Transformation Through Expert-led Predictive Maintenance Advisory and Deployment Services 171 9.4.1.2 Reliability Engineering Consulting 172 9.4.1.3 Predictive Maintenance Strategy Consulting 172 9.4.1.4 Asset Criticality Assessment 172 9.4.2 INTEGRATION AND DEPLOYMENT SERVICES 173 9.4.2.1 Accelerating Enterprise-scale Predictive Maintenance Deployment Through Seamless System Integration and Operational Enablement 173 9.4.2.2 Industrial Platform Implementation 174 9.4.2.3 Platform Configuration and Customization 174 9.4.2.4 Edge-To-Cloud Integration 174 9.4.2.5 Enterprise System Integration 175 9.4.2.6 Data Integration and Preparation 175 9.4.3 DATA, AI & MODELING SERVICES 175 9.4.3.1 Advancing Enterprise-scale Predictive Intelligence Through AI-driven Modeling and Data Science Enablement 175 9.4.3.2 Predictive Model Development 176 9.4.3.3 Data Engineering Services 177 9.4.3.4 AI Model Optimization 177 9.4.3.5 Physics-based & Hybrid Model Development 177 9.4.4 MANAGED PREDICTIVE MAINTENANCE SERVICES 178 9.4.4.1 Driving Continuous Asset Reliability Through Managed Monitoring, AI Insights, and Service Execution 178 9.4.4.2 Remote Asset Monitoring 179 9.4.4.3 Predictive Maintenance as a Service 179 9.4.4.4 Performance Optimization Services 179 10 PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE 180 10.1 INTRODUCTION 181 10.1.1 ASSET TYPE: PREDICTIVE MAINTENANCE MARKET DRIVERS 181 10.2 ROTATING EQUIPMENT 182 10.2.1 DRIVING ASSET RELIABILITY THROUGH ADVANCED VIBRATION-BASED CONDITION INTELLIGENCE 182 10.2.2 PUMPS 183 10.2.3 COMPRESSORS 184 10.2.4 MOTORS 184 10.2.5 TURBINES 184 10.3 ELECTRICAL EQUIPMENT 185 10.3.1 ADVANCING ELECTRICAL ASSET RELIABILITY THROUGH CONTINUOUS THERMAL CONDITION MONITORING 185 10.3.2 TRANSFORMERS 186 10.3.3 SWITCHGEAR 186 10.3.4 POWER DISTRIBUTION SYSTEMS 186 10.4 HVAC SYSTEMS 187 10.4.1 IMPROVING HVAC ASSET EFFICIENCY THROUGH CONTINUOUS THERMAL, ACOUSTIC, AND PERFORMANCE ANALYTICS 187 10.5 INDUSTRIAL ROBOTS & AUTOMATION EQUIPMENT 188 10.5.1 ENABLING CONTINUOUS OPERATION THROUGH PREDICTIVE ROBOTIC ASSET INTELLIGENCE 188 10.6 FLEET & TRANSPORTATION ASSETS 189 10.6.1 ADVANCING ASSET AVAILABILITY THROUGH PREDICTIVE FLEET HEALTH MONITORING 189 10.6.2 RAIL ASSETS 190 10.6.3 AVIATION ASSETS 190 10.6.4 COMMERCIAL VEHICLE FLEETS 190 10.7 POWER GENERATION EQUIPMENT 191 10.7.1 IMPROVING GENERATION RELIABILITY THROUGH MULTI-SENSOR CONDITION INTELLIGENCE 191 10.7.2 WIND TURBINES 192 10.7.3 GAS TURBINES 192 10.7.4 STEAM TURBINES 192 11 PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE 193 11.1 INTRODUCTION 194 11.1.1 DEPLOYMENT MODE: PREDICTIVE MAINTENANCE MARKET DRIVERS 194 11.2 CLOUD DEPLOYMENT 195 11.2.1 ACCELERATING PREDICTIVE MAINTENANCE OUTCOMES THROUGH SCALABLE CLOUD ANALYTICS AND CENTRALIZED ASSET VISIBILITY 195 11.2.2 PUBLIC CLOUD 196 11.2.3 PRIVATE CLOUD 197 11.3 ON-PREMISES DEPLOYMENT 197 11.3.1 STRENGTHENING LOW-LATENCY FAILURE DIAGNOSTICS THROUGH LOCALIZED AI PROCESSING AND ASSET CONTROL 197 11.4 EDGE DEPLOYMENT 198 11.4.1 ADVANCING INSTANT FAILURE RESPONSE THROUGH REAL-TIME EDGE ANALYTICS AND LOCAL ASSET PROCESSING 198 11.5 HYBRID DEPLOYMENT 199 11.5.1 OPTIMIZING RESPONSE SPEED AND ENTERPRISE INTELLIGENCE THROUGH SYNCHRONIZED EDGE-TO-CLOUD ANALYTICS 199 12 PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE 201 12.1 INTRODUCTION 202 12.1.1 MONITORING TECHNIQUE: PREDICTIVE MAINTENANCE MARKET DRIVERS 202 12.2 INDUSTRIAL VIBRATION MONITORING 204 12.2.1 STRENGTHENING FAILURE PREDICTION ACCURACY THROUGH CONTINUOUS VIBRATION DIAGNOSTICS 204 12.3 THERMAL MONITORING (INFRARED THERMOGRAPHY) 205 12.3.1 ENHANCING EARLY FAULT DETECTION THROUGH CONTINUOUS THERMAL INTELLIGENCE AND HOTSPOT ANALYTICS 205 12.4 ACOUSTIC & ULTRASONIC MONITORING 206 12.4.1 ANOMALY DETECTION THROUGH HIGH-FREQUENCY ACOUSTIC DIAGNOSTICS AND ULTRASOUND 206 12.5 OIL & LUBRICATION ANALYSIS 207 12.5.1 IMPROVING ASSET LIFE THROUGH LUBRICANT HEALTH INSIGHTS 207 12.6 ELECTRICAL SIGNATURE ANALYSIS 208 12.6.1 ENABLING EARLY ELECTRICAL FAULT DETECTION 208 12.7 VISUAL INSPECTION 209 12.7.1 IMPROVING DEFECT IDENTIFICATION THROUGH AI-ENABLED VISUAL ASSET INSPECTION 209 12.7.2 COMPUTER VISION INSPECTION 210 12.7.3 DRONE-BASED INSPECTION 210 12.8 MULTIMODEL SENSOR FUSION MONITORING 210 12.8.1 ENHANCING FAILURE ACCURACY THROUGH MULTI-SENSOR INTELLIGENCE 210 13 PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY 212 13.1 INTRODUCTION 213 13.1.1 TECHNOLOGY: PREDICTIVE MAINTENANCE MARKET DRIVERS 213 13.2 INDUSTRIAL INTERNET OF THINGS (IIOT) 214 13.2.1 DRIVING REAL-TIME ASSET INTELLIGENCE THROUGH CONNECTED SENSOR NETWORKS AND AI-LED CONDITION MONITORING 214 13.3 ARTIFICIAL INTELLIGENCE & MACHINE LEARNING 215 13.3.1 ENABLING PREDICTIVE FAILURE INTELLIGENCE THROUGH AI-DRIVEN ANOMALY DETECTION AND REMAINING LIFE MODELLING 215 13.4 DIGITAL TWIN TECHNOLOGY 216 13.4.1 STRENGTHENING ASSET LIFE-CYCLE VISIBILITY THROUGH REAL-TIME VIRTUAL MODELLING AND FAILURE SIMULATION 216 13.5 EDGE COMPUTING & EDGE AI 217 13.5.1 ADVANCING LOW-LATENCY FAILURE RESPONSE THROUGH ON-SITE INTELLIGENCE AND REAL-TIME ASSET ANALYTICS 217 13.6 INDUSTRIAL DATA PLATFORMS 218 13.6.1 UNIFYING MULTI-SOURCE ASSET INTELLIGENCE THROUGH SCALABLE DATA INGESTION AND ANALYTICS ORCHESTRATION 218 13.6.2 INDUSTRIAL DATA LAKES 219 13.6.3 INDUSTRIAL DATA FABRIC PLATFORMS 220 13.7 COMPUTER VISION 220 13.7.1 ENHANCING DEFECT DETECTION AND VISUAL ASSET DIAGNOSTICS THROUGH AI-LED IMAGE ANALYTICS 220 14 PREDICTIVE MAINTENANCE MARKET, BY END USER 222 14.1 INTRODUCTION 223 14.1.1 END USER: PREDICTIVE MAINTENANCE MARKET DRIVERS 223 14.2 MANUFACTURING 225 14.2.1 DISCRETE MANUFACTURING 227 14.2.1.1 Strengthening line uptime through intelligent machine health orchestration 227 14.2.1.2 Automotive 228 14.2.1.3 Electronics & semiconductor 228 14.2.1.4 Industrial machinery 228 14.2.1.5 Others 229 14.2.2 PROCESS MANUFACTURING 229 14.2.2.1 Driving continuous process reliability through real-time asset condition intelligence 229 14.2.2.2 Chemicals 230 14.2.2.3 Pharmaceuticals 230 14.2.2.4 Food & beverage 231 14.2.2.5 Others 231 14.3 ENERGY & UTILITIES 231 14.3.1 OPTIMIZING POWER ASSET RELIABILITY THROUGH CONTINUOUS CONDITION INTELLIGENCE 231 14.3.2 POWER GENERATION 232 14.3.3 TRANSMISSION & DISTRIBUTION 233 14.3.4 RENEWABLE ENERGY 233 14.4 OIL & GAS 233 14.4.1 IMPROVING CRITICAL EQUIPMENT INTEGRITY THROUGH CONTINUOUS ASSET HEALTH INTELLIGENCE 233 14.4.2 UPSTREAM 234 14.4.3 MIDSTREAM 235 14.4.4 DOWNSTREAM 235 14.5 TRANSPORTATION & LOGISTICS 235 14.5.1 DRIVING FLEET AND NETWORK CONTINUITY THROUGH REAL-TIME MOBILITY ASSET INTELLIGENCE 235 14.5.2 RAILWAY 236 14.5.3 AVIATION 237 14.5.4 PORTS & SHIPPING 237 14.6 MINING & MACHINERY 237 14.6.1 REINFORCING HEAVY EQUIPMENT UPTIME THROUGH CONTINUOUS MACHINE HEALTH INTELLIGENCE 237 14.7 TELECOMMUNICATIONS 238 14.7.1 SAFEGUARDING NETWORK AVAILABILITY THROUGH AI-DRIVEN INFRASTRUCTURE HEALTH INTELLIGENCE 238 14.8 HEALTHCARE 239 14.8.1 ENSURING CLINICAL EQUIPMENT RELIABILITY THROUGH CONTINUOUS ASSET PERFORMANCE INTELLIGENCE 239 14.8.2 MEDICAL EQUIPMENT MAINTENANCE 240 14.8.3 HOSPITAL INFRASTRUCTURE 241 14.9 SMART INFRASTRUCTURE & BUILDINGS 241 14.9.1 ELEVATING FACILITY RESILIENCE THROUGH INTELLIGENT BUILDING ASSET ANALYTICS 241 14.9.2 COMMERCIAL BUILDINGS 242 14.9.3 SMART CITY INFRASTRUCTURE 243 14.10 DATA CENTERS INFRASTRUCTURE 243 14.10.1 SAFEGUARDING MISSION-CRITICAL UPTIME THROUGH REAL-TIME FACILITY ASSET INTELLIGENCE 243 14.11 OTHER END USERS 244 15 PREDICTIVE MAINTENANCE MARKET, BY REGION 246 15.1 INTRODUCTION 247 15.2 NORTH AMERICA 249 15.2.1 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 250 15.2.2 US 258 15.2.2.1 Industrial-scale Asset Digitalization and Enterprise Analytics Driving Predictive Maintenance Leadership in US 258 15.2.3 CANADA 266 15.2.3.1 Asset Reliability Focus in Resource-driven Economy Strengthening Predictive Maintenance Adoption in Canada 266 15.3 EUROPE 273 15.3.1 EUROPE: PREDICTIVE MAINTENANCE MARKET DRIVERS 274 15.3.2 UK 282 15.3.2.1 Industrial Automation Depth and Infrastructure Modernization Driving Predictive Maintenance Adoption in UK 282   15.3.3 GERMANY 289 15.3.3.1 Engineering Precision and Industry 4.0 Integration Accelerating Predictive Maintenance Adoption in Germany 289 15.3.4 FRANCE 296 15.3.4.1 Infrastructure Modernization and Energy System Criticality Accelerating Predictive Maintenance Maturity in France 296 15.3.5 ITALY 304 15.3.5.1 Industrial SME Base and Asset Efficiency Imperatives Driving Predictive Maintenance Adoption in Italy 304 15.3.6 REST OF EUROPE 311 15.4 ASIA PACIFIC 319 15.4.1 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET DRIVERS 319 15.4.2 CHINA 328 15.4.2.1 Industrial Digitalization Momentum in China Driving Predictive Maintenance Scale Across Heavy Industries 328 15.4.3 INDIA 335 15.4.3.1 Industrial Digitalization and Cost Optimization Imperatives Driving Predictive Maintenance Adoption in India 335 15.4.4 JAPAN 342 15.4.4.1 Precision Manufacturing Excellence and Automation Leadership Advancing Predictive Maintenance Adoption in Japan 342 15.4.5 ASEAN 349 15.4.5.1 Infrastructure Modernization and Smart Industry Initiatives Accelerating Predictive Maintenance Adoption Across ASEAN 349 15.4.6 REST OF ASIA PACIFIC 356 15.5 MIDDLE EAST & AFRICA 364 15.5.1 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 364 15.5.2 KINGDOM OF SAUDI ARABIA 372 15.5.2.1 Energy Asset Optimization and Vision-led Industrial Transformation Accelerating Predictive Maintenance Adoption in Saudi Arabia 372 15.5.3 UAE 380 15.5.3.1 Digital-first Infrastructure and Smart Economy Initiatives Positioning UAE as a High-value Predictive Maintenance Hub 380 15.5.4 TURKEY 388 15.5.4.1 Industrial Diversification and Manufacturing Digitalization Strengthening Predictive Maintenance Adoption in Turkey 388 15.5.5 SOUTH AFRICA 395 15.5.5.1 Resource-driven Industrial Reliability Needs Accelerating Predictive Maintenance Adoption in South Africa 395 15.5.6 REST OF MIDDLE EAST & AFRICA 403 15.6 LATIN AMERICA 410 15.6.1 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 411 15.6.2 BRAZIL 419 15.6.2.1 Industrial Digitalization in Resource-intensive Sectors Driving Predictive Maintenance Uptake in Brazil 419   15.6.3 MEXICO 426 15.6.3.1 Industrial Modernization Across Energy, Manufacturing, and Infrastructure Strengthening Predictive Maintenance Demand in Mexico 426 15.6.4 REST OF LATIN AMERICA 433 16 COMPETITIVE LANDSCAPE 441 16.1 OVERVIEW 441 16.2 KEY PLAYER STRATEGIES, 2021–2025 441 16.3 REVENUE ANALYSIS, 2021–2025 443 16.4 MARKET SHARE ANALYSIS, 2025 445 16.4.1 MARKET RANKING ANALYSIS, 2025 446 16.5 BRAND COMPARATIVE ANALYSIS 448 16.5.1 BRAND COMPARATIVE ANALYSIS (SOFTWARE) 448 16.5.2 BRAND COMPARATIVE ANALYSIS (MONITORING INFRASTRUCTURE) 449 16.6 COMPANY EVALUATION MATRIX: KEY SOFTWARE VENDORS 451 16.6.1 STARS 451 16.6.2 EMERGING LEADERS 451 16.6.3 PERVASIVE PLAYERS 451 16.6.4 PARTICIPANTS 451 16.6.5 COMPANY FOOTPRINT: KEY SOFTWARE VENDORS, 2025 453 16.6.5.1 Company footprint 453 16.6.5.2 Regional footprint 454 16.6.5.3 Offering footprint 455 16.6.5.4 Technology footprint 456 16.6.5.5 Monitoring Technique footprint 457 16.6.5.6 End user footprint 458 16.7 COMPANY EVALUATION MATRIX: OTHER KEY SOFTWARE VENDORS 459 16.7.1 PROGRESSIVE COMPANIES 459 16.7.2 RESPONSIVE COMPANIES 459 16.7.3 DYNAMIC COMPANIES 459 16.7.4 STARTING BLOCKS 459 16.7.5 COMPETITIVE BENCHMARKING: OTHER KEY SOFTWARE VENDORS, 2025 461 16.7.5.1 Detailed list of other key software vendors 461 16.7.5.2 Competitive benchmarking of other key software vendors 462 16.8 COMPANY EVALUATION MATRIX: MONITORING INFRASTRUCTURE VENDORS 463 16.8.1 STARS 463 16.8.2 EMERGING LEADERS 463 16.8.3 PERVASIVE PLAYERS 463 16.8.4 PARTICIPANTS 463 16.8.5 COMPANY FOOTPRINT: MONITORING INFRASTRUCTURE VENDORS, 2025 465 16.8.5.1 Company footprint 465 16.8.5.2 Regional footprint 466 16.8.5.3 Offering footprint 467 16.8.5.4 Technology footprint 468 16.8.5.5 Monitoring technique footprint 469 16.8.5.6 End user footprint 470 16.9 COMPANY VALUATION AND FINANCIAL METRICS 470 16.10 COMPETITIVE SCENARIO 472 16.10.1 PRODUCT LAUNCHES AND ENHANCEMENTS 472 16.10.2 DEALS 473 17 COMPANY PROFILES 474 17.1 INTRODUCTION 474 17.2 KEY PLAYERS 474 17.2.1 ABB 474 17.2.1.1 Business overview 474 17.2.1.2 Products/Solutions/Services offered 476 17.2.1.3 Recent developments 478 17.2.1.3.1 Product launches & enhancements 478 17.2.1.3.2 Deals 479 17.2.1.4 MnM view 480 17.2.1.4.1 Key strengths 480 17.2.1.4.2 Strategic choices 480 17.2.1.4.3 Weaknesses and competitive threats 480 17.2.2 HONEYWELL 481 17.2.2.1 Business overview 481 17.2.2.2 Products/Solutions/Services offered 482 17.2.2.3 Recent developments 484 17.2.2.3.1 Product launches & enhancements 484 17.2.2.3.2 Deals 484 17.2.2.4 MnM view 486 17.2.2.4.1 Key strengths 486 17.2.2.4.2 Strategic choices 486 17.2.2.4.3 Weaknesses and competitive threats 486 17.2.3 SIEMENS 487 17.2.3.1 Business overview 487 17.2.3.2 Products/Solutions/Services offered 488 17.2.3.3 Recent developments 490 17.2.3.3.1 Product launches & enhancements 490 17.2.3.3.2 Deals 490 17.2.3.4 MnM view 491 17.2.3.4.1 Key strengths 491 17.2.3.4.2 Strategic choices 491 17.2.3.4.3 Weaknesses and competitive threats 491 17.2.4 SCHNEIDER ELECTRIC 492 17.2.4.1 Business overview 492 17.2.4.2 Products/Solutions/Services offered 493 17.2.4.3 Recent developments 495 17.2.4.3.1 Product launches & enhancements 495 17.2.4.3.2 Deals 495 17.2.4.4 MnM view 496 17.2.4.4.1 Key strengths 496 17.2.4.4.2 Strategic choices 496 17.2.4.4.3 Weaknesses and competitive threats 497 17.2.5 ROCKWELL AUTOMATION 498 17.2.5.1 Business overview 498 17.2.5.2 Products/Solutions/Services offered 499 17.2.5.3 Recent developments 501 17.2.5.3.1 Product launches & enhancements 501 17.2.5.3.2 Deals 502 17.2.5.4 MnM view 503 17.2.5.4.1 Key strengths 503 17.2.5.4.2 Strategic choices 503 17.2.5.4.3 Weaknesses and competitive threats 503 17.2.6 IBM 504 17.2.6.1 Business overview 504 17.2.6.2 Products/Solutions/Services offered 505 17.2.6.3 Recent developments 506 17.2.6.3.1 Product launches & enhancements 506 17.2.6.3.2 Deals 507 17.2.6.4 MnM view 507 17.2.6.4.1 Key strengths 507 17.2.6.4.2 Strategic choices 508 17.2.6.4.3 Weaknesses and competitive threats 508 17.2.7 SAP 509 17.2.7.1 Business overview 509 17.2.7.2 Products/Solutions/Services offered 510 17.2.7.3 Recent developments 511 17.2.7.3.1 Product launches & enhancements 511 17.2.7.3.2 Deals 512 17.2.7.4 MnM view 512 17.2.7.4.1 Key strengths 512 17.2.7.4.2 Strategic choices 512 17.2.7.4.3 Weaknesses and competitive threats 512   17.2.8 ORACLE 513 17.2.8.1 Business overview 513 17.2.8.2 Products/Solutions/Services offered 514 17.2.8.3 Recent developments 515 17.2.8.3.1 Product launches & enhancements 515 17.2.8.3.2 Deals 516 17.2.8.4 MnM view 516 17.2.8.4.1 Key strengths 516 17.2.8.4.2 Strategic choices 517 17.2.8.4.3 Weaknesses and competitive threats 517 17.2.9 C3.AI 518 17.2.9.1 Business overview 518 17.2.9.2 Products/Solutions/Services offered 519 17.2.9.3 Recent developments 520 17.2.9.3.1 Product launches & enhancements 520 17.2.9.3.2 Deals 520 17.2.9.4 MnM view 521 17.2.9.4.1 Key strengths 521 17.2.9.4.2 Strategic choices 521 17.2.9.4.3 Weaknesses and competitive threats 522 17.2.10 GE VERNOVA 523 17.2.10.1 Business overview 523 17.2.10.2 Products/Solutions/Services offered 524 17.2.10.3 Recent developments 525 17.2.10.3.1 Product launches & enhancements 525 17.2.10.3.2 Deals 526 17.2.10.4 MnM view 526 17.2.10.4.1 Key strengths 526 17.2.10.4.2 Strategic choices 526 17.2.10.4.3 Weaknesses and competitive threats 526 17.2.11 SKF 527 17.2.12 MICROSOFT 528 17.2.13 AMAZON WEB SERVICE 529 17.2.14 EMERSON ELECTRIC 530 17.2.15 HITACHI 531 17.2.16 FLUKE CORPORATION 532 17.2.17 INFOR 533 17.2.18 IFS 534 17.2.19 SAS INSTITUTE 535 17.2.20 UPTAKE 536 17.2.21 UPKEEP 537 17.2.22 PTC 538 17.2.23 AUGURY 539 17.2.24 LIMBLE CMMS 540 17.2.25 MAINTAINX 541 17.2.26 FRACTAL 542 17.2.27 TRACTIAN 542 17.2.28 SAMSARA 543 17.2.29 BENTLEY SYSTEMS 543 17.2.30 HEXAGON AB 544 17.2.31 ASPEN TECHNOLOGY 544 17.2.32 DINGO 545 17.2.33 SENSEMORE 545 18 RESEARCH METHODOLOGY 546 18.1 RESEARCH DATA 546 18.1.1 SECONDARY DATA 547 18.1.2 PRIMARY DATA 547 18.1.2.1 Breakup of primary profiles 548 18.1.2.2 Key industry insights 548 18.2 MARKET BREAKUP AND DATA TRIANGULATION 549 18.3 MARKET SIZE ESTIMATION 550 18.3.1 TOP-DOWN APPROACH 550 18.3.2 BOTTOM-UP APPROACH 551 18.4 MARKET FORECAST 555 18.5 RESEARCH ASSUMPTIONS 556 18.6 STUDY LIMITATIONS 557 19 APPENDIX 558 19.1 DISCUSSION GUIDE 558 19.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 565 19.3 CUSTOMIZATION OPTIONS 567 19.4 RELATED REPORTS 567 19.5 AUTHOR DETAILS 568
圖表清單 List of Tables & Figures
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2021–2025 55 TABLE 2 IMPACT OF PORTER’S FIVE FORCES ON PREDICTIVE MAINTENANCE MARKET 79 TABLE 3 GDP PERCENTAGE CHANGE, BY KEY COUNTRY, 2021–2029 81 TABLE 4 PREDICTIVE MAINTENANCE MARKET: ROLE OF COMPANIES IN ECOSYSTEM 86 TABLE 5 AVERAGE SELLING PRICE OF OFFERINGS, BY KEY PLAYER, 2025 91 TABLE 6 AVERAGE SELLING PRICE OF ASSET TYPE, 2025 94 TABLE 7 IMPORT DATA FOR HS CODE HS CODE 9031, 2021–2025 (USD MILLION) 96 TABLE 8 EXPORT DATA FOR HS CODE 9031, BY COUNTRY, 2021–2025 (USD MILLION) 97 TABLE 9 PREDICTIVE MAINTENANCE MARKET: LIST OF CONFERENCES AND EVENTS, 2025–2026 98 TABLE 10 TARIFF/TRADE POLICY UPDATES (APRIL 2025 TO FEBRUARY 2026) 104 TABLE 11 US ADJUSTED RECIPROCAL TARIFF RATES 105 TABLE 12 PATENTS FILED, 2016–2026 119 TABLE 13 LIST OF TOP PATENTS IN PREDICTIVE MAINTENANCE MARKET, 2025–2026 120 TABLE 14 TOP USE CASES AND MARKET POTENTIAL 124 TABLE 15 BEST PRACTICES: COMPANIES IMPLEMENTING USE CASES 125 TABLE 16 AWS ENABLED ŠKODA TO PREDICT AND PREVENT PRODUCTION LINE BREAKDOWNS 126 TABLE 17 SIEMENS IMPROVED INDUSTRIAL ROBOT RELIABILITY WITH SENSEYE PREDICTIVE MAINTENANCE 126 TABLE 18 AUGURY HELPED DUPONT DRIVE HIGH ROI THROUGH PREDICTIVE MAINTENANCE 127 TABLE 19 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 129 TABLE 20 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 129 TABLE 21 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 130 TABLE 22 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 131 TABLE 23 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 131 TABLE 24 GLOBAL INDUSTRY STANDARDS FOR PREDICTIVE MAINTENANCE MARKET 137 TABLE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS 140 TABLE 26 KEY BUYING CRITERIA FOR TOP THREE END USERS 140 TABLE 27 UNMET NEEDS IN PREDICTIVE MAINTENANCE MARKET, BY END USER 143 TABLE 28 PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 146 TABLE 29 PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 146 TABLE 30 PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 147 TABLE 31 PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 148 TABLE 32 SENSOR & SENSING DEVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 148 TABLE 33 SENSOR & SENSING DEVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 149 TABLE 34 IMAGING & INSPECTION DEVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 151 TABLE 35 IMAGING & INSPECTION DEVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 151 TABLE 36 EDGE MONITORING INFRASTRUCTURE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 153 TABLE 37 EDGE MONITORING INFRASTRUCTURE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 154 TABLE 38 CONNECTIVITY HARDWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 156 TABLE 39 CONNECTIVITY HARDWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 156 TABLE 40 PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 158 TABLE 41 PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 158 TABLE 42 ASSET PERFORMANCE MANAGEMENT (APM) PLATFORMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 159 TABLE 43 ASSET PERFORMANCE MANAGEMENT (APM) PLATFORMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 159 TABLE 44 INDUSTRIAL DATA PLATFORMS & CONNECTIVITY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 162 TABLE 45 INDUSTRIAL DATA PLATFORMS & CONNECTIVITY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 162 TABLE 46 DIGITAL TWIN SOFTWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 164 TABLE 47 DIGITAL TWIN SOFTWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 164 TABLE 48 MAINTENANCE MANAGEMENT APPLICATIONS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 166 TABLE 49 MAINTENANCE MANAGEMENT APPLICATIONS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 166 TABLE 50 VISUALIZATION & ANALYTICS SOFTWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 168 TABLE 51 VISUALIZATION & ANALYTICS SOFTWARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 168 TABLE 52 PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 (USD MILLION) 170 TABLE 53 PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 170 TABLE 54 CONSULTING SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 171 TABLE 55 CONSULTING SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 171 TABLE 56 INTEGRATION AND DEPLOYMENT SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 173 TABLE 57 INTEGRATION AND DEPLOYMENT SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 173 TABLE 58 DATA, AI & MODELING SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 176 TABLE 59 DATA, AI & MODELING SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 176 TABLE 60 MANAGED PREDICTIVE MAINTENANCE SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 178 TABLE 61 MANAGED PREDICTIVE MAINTENANCE SERVICES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 178 TABLE 62 PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 182 TABLE 63 PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 182 TABLE 64 ROTATING EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 183 TABLE 65 ROTATING EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 183 TABLE 66 ELECTRICAL EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 185 TABLE 67 ELECTRICAL EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 185 TABLE 68 HVAC SYSTEMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 187 TABLE 69 HVAC SYSTEMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 187 TABLE 70 INDUSTRIAL ROBOTS & AUTOMATION EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 188 TABLE 71 INDUSTRIAL ROBOTS & AUTOMATION EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 188 TABLE 72 FLEET & TRANSPORTATION ASSETS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 189 TABLE 73 FLEET & TRANSPORTATION ASSETS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 189 TABLE 74 POWER GENERATION EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 191 TABLE 75 POWER GENERATION EQUIPMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 191 TABLE 76 PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 195 TABLE 77 PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 195 TABLE 78 CLOUD DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 196 TABLE 79 CLOUD DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 196 TABLE 80 ON-PREMISES DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 197 TABLE 81 ON-PREMISES DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 198 TABLE 82 EDGE DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 198 TABLE 83 EDGE DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 199 TABLE 84 HYBRID DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 199 TABLE 85 HYBRID DEPLOYMENT: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 200 TABLE 86 PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 203 TABLE 87 PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 203 TABLE 88 INDUSTRIAL VIBRATION MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 204 TABLE 89 INDUSTRIAL VIBRATION MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 204 TABLE 90 THERMAL MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 205 TABLE 91 THERMAL MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 205 TABLE 92 ACOUSTIC & ULTRASONIC MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 206 TABLE 93 ACOUSTIC & ULTRASONIC MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 206 TABLE 94 OIL & LUBRICATION ANALYSIS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 207 TABLE 95 OIL & LUBRICATION ANALYSIS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 207 TABLE 96 ELECTRICAL SIGNATURE ANALYSIS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 208 TABLE 97 ELECTRICAL SIGNATURE ANALYSIS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 208 TABLE 98 VISUAL INSPECTION: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 209 TABLE 99 VISUAL INSPECTION: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 209 TABLE 100 MULTIMODEL SENSOR FUSION MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 211 TABLE 101 MULTIMODEL SENSOR FUSION MONITORING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 211 TABLE 102 PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 214 TABLE 103 PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 214 TABLE 104 INDUSTRIAL INTERNET OF THINGS (IIOT): PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 215 TABLE 105 INDUSTRIAL INTERNET OF THINGS (IIOT): PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 215 TABLE 106 ARTIFICIAL INTELLIGENCE & MACHINE LEARNING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 216 TABLE 107 ARTIFICIAL INTELLIGENCE & MACHINE LEARNING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 216 TABLE 108 DIGITAL TWIN TECHNOLOGY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 217 TABLE 109 DIGITAL TWIN TECHNOLOGY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 217 TABLE 110 EDGE COMPUTING & EDGE AI: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 218 TABLE 111 EDGE COMPUTING & EDGE AI: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 218 TABLE 112 INDUSTRIAL DATA PLATFORMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 219 TABLE 113 INDUSTRIAL DATA PLATFORMS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 219 TABLE 114 COMPUTER VISION: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 220 TABLE 115 COMPUTER VISION: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 221 TABLE 116 PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 224 TABLE 117 PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 225 TABLE 118 PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 226 TABLE 119 PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 226 TABLE 120 DISCRETE MANUFACTURING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 227 TABLE 121 DISCRETE MANUFACTURING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 227 TABLE 122 PROCESS MANUFACTURING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 229 TABLE 123 PROCESS MANUFACTURING: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 230 TABLE 124 ENERGY & UTILITIES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 232 TABLE 125 ENERGY & UTILITIES: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 232 TABLE 126 OIL & GAS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 234 TABLE 127 OIL & GAS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 234 TABLE 128 TRANSPORTATION & LOGISTICS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 236 TABLE 129 TRANSPORTATION & LOGISTICS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 236 TABLE 130 MINING & MACHINERY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 238 TABLE 131 MINING & MACHINERY: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 238 TABLE 132 TELECOMMUNICATIONS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 239 TABLE 133 TELECOMMUNICATIONS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 239 TABLE 134 HEALTHCARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 240 TABLE 135 HEALTHCARE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 240 TABLE 136 SMART INFRASTRUCTURE & BUILDINGS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 242 TABLE 137 SMART INFRASTRUCTURE & BUILDINGS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 242 TABLE 138 DATA CENTERS INFRASTRUCTURE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 243 TABLE 139 DATA CENTERS INFRASTRUCTURE: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 244 TABLE 140 OTHER END USERS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 244 TABLE 141 OTHER END USERS: PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 245 TABLE 142 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2021–2025 (USD MILLION) 248 TABLE 143 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2026–2031 (USD MILLION) 248 TABLE 144 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 251 TABLE 145 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 251 TABLE 146 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 251 TABLE 147 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 252 TABLE 148 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 252 TABLE 149 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 252 TABLE 150 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 253 TABLE 151 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 253 TABLE 152 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 253 TABLE 153 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 254 TABLE 154 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 254 TABLE 155 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 254 TABLE 156 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 255 TABLE 157 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 255 TABLE 158 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 255 TABLE 159 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 256 TABLE 160 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 256 TABLE 161 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 257 TABLE 162 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 257 TABLE 163 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 257 TABLE 164 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 258 TABLE 165 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2026–2031 (USD MILLION) 258 TABLE 166 US: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 259 TABLE 167 US: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 259 TABLE 168 US: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 259 TABLE 169 US: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 260 TABLE 170 US: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 260 TABLE 171 US: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 260 TABLE 172 US: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 261 TABLE 173 US: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 261 TABLE 174 US: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 261 TABLE 175 US: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 262 TABLE 176 US: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 262 TABLE 177 US: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 262 TABLE 178 US: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 263 TABLE 179 US: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 263 TABLE 180 US: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 263 TABLE 181 US: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 264 TABLE 182 US: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 264 TABLE 183 US: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 265 TABLE 184 US: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 265 TABLE 185 US: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 265 TABLE 186 CANADA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 267 TABLE 187 CANADA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 267 TABLE 188 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 267 TABLE 189 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 267 TABLE 190 CANADA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 268 TABLE 191 CANADA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 268 TABLE 192 CANADA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 268 TABLE 193 CANADA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 269 TABLE 194 CANADA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 269 TABLE 195 CANADA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 269 TABLE 196 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 270 TABLE 197 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 270 TABLE 198 CANADA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 270 TABLE 199 CANADA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 271 TABLE 200 CANADA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 271 TABLE 201 CANADA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 271 TABLE 202 CANADA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 272 TABLE 203 CANADA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 272 TABLE 204 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 273 TABLE 205 CANADA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 273 TABLE 206 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 274 TABLE 207 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 275 TABLE 208 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 275 TABLE 209 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 275 TABLE 210 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 276 TABLE 211 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 276 TABLE 212 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 276 TABLE 213 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 277 TABLE 214 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 277 TABLE 215 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 277 TABLE 216 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 278 TABLE 217 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 278 TABLE 218 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 278 TABLE 219 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 279 TABLE 220 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 279 TABLE 221 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 279 TABLE 222 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 280 TABLE 223 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 280 TABLE 224 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 281 TABLE 225 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 281 TABLE 226 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 281 TABLE 227 EUROPE: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2026–2031 (USD MILLION) 281 TABLE 228 UK: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 283 TABLE 229 UK: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 283 TABLE 230 UK: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 283 TABLE 231 UK: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 283 TABLE 232 UK: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 284 TABLE 233 UK: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 284 TABLE 234 UK: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 284 TABLE 235 UK: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 285 TABLE 236 UK: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 285 TABLE 237 UK: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 285 TABLE 238 UK: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 286 TABLE 239 UK: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 286 TABLE 240 UK: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 286 TABLE 241 UK: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 287 TABLE 242 UK: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 287 TABLE 243 UK: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 287 TABLE 244 UK: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 288 TABLE 245 UK: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 288 TABLE 246 UK: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 288 TABLE 247 UK: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 289 TABLE 248 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 290 TABLE 249 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 290 TABLE 250 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 290 TABLE 251 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 290 TABLE 252 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 291 TABLE 253 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 291 TABLE 254 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 291 TABLE 255 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 292 TABLE 256 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 292 TABLE 257 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 292 TABLE 258 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 293 TABLE 259 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 293 TABLE 260 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 293 TABLE 261 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 294 TABLE 262 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 294 TABLE 263 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 294 TABLE 264 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 295 TABLE 265 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 295 TABLE 266 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 296 TABLE 267 GERMANY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 296 TABLE 268 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 297 TABLE 269 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 297 TABLE 270 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 297 TABLE 271 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 298 TABLE 272 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 298 TABLE 273 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 298 TABLE 274 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 299 TABLE 275 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 299 TABLE 276 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 299 TABLE 277 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 300 TABLE 278 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 300 TABLE 279 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 300 TABLE 280 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 301 TABLE 281 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 301 TABLE 282 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 301 TABLE 283 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 302 TABLE 284 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 302 TABLE 285 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 303 TABLE 286 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 303 TABLE 287 FRANCE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 303 TABLE 288 ITALY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 304 TABLE 289 ITALY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 305 TABLE 290 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 305 TABLE 291 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 305 TABLE 292 ITALY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 306 TABLE 293 ITALY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 306 TABLE 294 ITALY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 306 TABLE 295 ITALY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 307 TABLE 296 ITALY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 307 TABLE 297 ITALY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 307 TABLE 298 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 308 TABLE 299 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 308 TABLE 300 ITALY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 308 TABLE 301 ITALY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 309 TABLE 302 ITALY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 309 TABLE 303 ITALY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 309 TABLE 304 ITALY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 310 TABLE 305 ITALY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 310 TABLE 306 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 310 TABLE 307 ITALY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 311 TABLE 308 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 312 TABLE 309 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 312 TABLE 310 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 312 TABLE 311 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 313 TABLE 312 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 313 TABLE 313 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 313 TABLE 314 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 314 TABLE 315 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 314 TABLE 316 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 314 TABLE 317 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 315 TABLE 318 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 315 TABLE 319 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 315 TABLE 320 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 316 TABLE 321 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 316 TABLE 322 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 316 TABLE 323 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 317 TABLE 324 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 317 TABLE 325 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 318 TABLE 326 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 318 TABLE 327 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 318 TABLE 328 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 320 TABLE 329 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 321 TABLE 330 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 321 TABLE 331 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 321 TABLE 332 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 322 TABLE 333 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 322 TABLE 334 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 322 TABLE 335 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 323 TABLE 336 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 323 TABLE 337 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 323 TABLE 338 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 324 TABLE 339 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 324 TABLE 340 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 324 TABLE 341 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 325 TABLE 342 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 325 TABLE 343 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 325 TABLE 344 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 326 TABLE 345 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 326 TABLE 346 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 327 TABLE 347 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 327 TABLE 348 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 327 TABLE 349 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY COUNTRY, 2026–2031 (USD MILLION) 327 TABLE 350 CHINA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 328 TABLE 351 CHINA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 329 TABLE 352 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 329 TABLE 353 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 329 TABLE 354 CHINA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 330 TABLE 355 CHINA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 330 TABLE 356 CHINA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 330 TABLE 357 CHINA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 331 TABLE 358 CHINA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 331 TABLE 359 CHINA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 331 TABLE 360 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 332 TABLE 361 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 332 TABLE 362 CHINA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 332 TABLE 363 CHINA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 333 TABLE 364 CHINA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 333 TABLE 365 CHINA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 333 TABLE 366 CHINA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 334 TABLE 367 CHINA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 334 TABLE 368 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 334 TABLE 369 CHINA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 335 TABLE 370 INDIA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 336 TABLE 371 INDIA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 336 TABLE 372 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 336 TABLE 373 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 336 TABLE 374 INDIA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 337 TABLE 375 INDIA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 337 TABLE 376 INDIA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 337 TABLE 377 INDIA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 338 TABLE 378 INDIA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 338 TABLE 379 INDIA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 338 TABLE 380 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 339 TABLE 381 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 339 TABLE 382 INDIA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 339 TABLE 383 INDIA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 340 TABLE 384 INDIA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 340 TABLE 385 INDIA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 340 TABLE 386 INDIA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 341 TABLE 387 INDIA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 341 TABLE 388 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 341 TABLE 389 INDIA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 342 TABLE 390 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 343 TABLE 391 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 343 TABLE 392 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 343 TABLE 393 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 343 TABLE 394 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 344 TABLE 395 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 344 TABLE 396 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 344 TABLE 397 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 345 TABLE 398 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 345 TABLE 399 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 345 TABLE 400 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 346 TABLE 401 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 346 TABLE 402 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 346 TABLE 403 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 347 TABLE 404 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 347 TABLE 405 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 347 TABLE 406 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 348 TABLE 407 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 348 TABLE 408 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 348 TABLE 409 JAPAN: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 349 TABLE 410 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 350 TABLE 411 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 350 TABLE 412 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 350 TABLE 413 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 350 TABLE 414 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 351 TABLE 415 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 351 TABLE 416 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 351 TABLE 417 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 352 TABLE 418 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 352 TABLE 419 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 352 TABLE 420 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 353 TABLE 421 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 353 TABLE 422 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 353 TABLE 423 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 354 TABLE 424 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 354 TABLE 425 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 354 TABLE 426 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 355 TABLE 427 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 355 TABLE 428 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 355 TABLE 429 ASEAN: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 356 TABLE 430 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 357 TABLE 431 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 357 TABLE 432 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 357 TABLE 433 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 358 TABLE 434 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 358 TABLE 435 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 358 TABLE 436 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 359 TABLE 437 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 359 TABLE 438 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 359 TABLE 439 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 360 TABLE 440 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 360 TABLE 441 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 360 TABLE 442 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 361 TABLE 443 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 361 TABLE 444 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 361 TABLE 445 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 362 TABLE 446 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 362 TABLE 447 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 363 TABLE 448 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 363 TABLE 449 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 363 TABLE 450 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 365 TABLE 451 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 365 TABLE 452 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 365 TABLE 453 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 366 TABLE 454 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 366 TABLE 455 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 366 TABLE 456 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 367 TABLE 457 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 367 TABLE 458 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 367 TABLE 459 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 368 TABLE 460 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 368 TABLE 461 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 368 TABLE 462 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 369 TABLE 463 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 369 TABLE 464 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 369 TABLE 465 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 370 TABLE 466 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 370 TABLE 467 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 371 TABLE 468 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 371 TABLE 469 MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 371 TABLE 470 MIDDLE EAST & AFRICA: GEOSPATIAL INTELLIGENCE (GEOAI) MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 372 TABLE 471 MIDDLE EAST & AFRICA: GEOSPATIAL INTELLIGENCE (GEOAI) MARKET, BY COUNTRY, 2026–2031 (USD MILLION) 372 TABLE 472 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 373 TABLE 473 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 373 TABLE 474 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 374 TABLE 475 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 374 TABLE 476 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 374 TABLE 477 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 375 TABLE 478 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 375 TABLE 479 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 375 TABLE 480 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 376 TABLE 481 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 376 TABLE 482 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 376 TABLE 483 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 377 TABLE 484 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 377 TABLE 485 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 377 TABLE 486 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 378 TABLE 487 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 378 TABLE 488 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 379 TABLE 489 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 379 TABLE 490 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 380 TABLE 491 KINGDOM OF SAUDI ARABIA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 380 TABLE 492 UAE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 381 TABLE 493 UAE: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 381 TABLE 494 UAE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 381 TABLE 495 UAE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 382 TABLE 496 UAE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 382 TABLE 497 UAE: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 382 TABLE 498 UAE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 383 TABLE 499 UAE: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 383 TABLE 500 UAE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 383 TABLE 501 UAE: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 384 TABLE 502 UAE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 384 TABLE 503 UAE: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 384 TABLE 504 UAE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 385 TABLE 505 UAE: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 385 TABLE 506 UAE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 385 TABLE 507 UAE: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 386 TABLE 508 UAE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 386 TABLE 509 UAE: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 387 TABLE 510 UAE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 387 TABLE 511 UAE: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 387 TABLE 512 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 388 TABLE 513 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 389 TABLE 514 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 389 TABLE 515 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 389 TABLE 516 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 390 TABLE 517 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 390 TABLE 518 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 390 TABLE 519 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 391 TABLE 520 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 391 TABLE 521 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 391 TABLE 522 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 392 TABLE 523 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 392 TABLE 524 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 392 TABLE 525 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 393 TABLE 526 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 393 TABLE 527 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 393 TABLE 528 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 394 TABLE 529 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 394 TABLE 530 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 394 TABLE 531 TURKEY: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 395 TABLE 532 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 396 TABLE 533 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 396 TABLE 534 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 396 TABLE 535 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 397 TABLE 536 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 397 TABLE 537 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 397 TABLE 538 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 398 TABLE 539 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 398 TABLE 540 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 398 TABLE 541 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 399 TABLE 542 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 399 TABLE 543 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 399 TABLE 544 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 400 TABLE 545 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 400 TABLE 546 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 400 TABLE 547 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 401 TABLE 548 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 401 TABLE 549 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 402 TABLE 550 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 402 TABLE 551 SOUTH AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 402 TABLE 552 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 403 TABLE 553 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 404 TABLE 554 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 404 TABLE 555 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 404 TABLE 556 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 405 TABLE 557 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 405 TABLE 558 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 405 TABLE 559 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 406 TABLE 560 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 406 TABLE 561 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 406 TABLE 562 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 407 TABLE 563 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 407 TABLE 564 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 407 TABLE 565 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 408 TABLE 566 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 408 TABLE 567 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 408 TABLE 568 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 409 TABLE 569 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 409 TABLE 570 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 410 TABLE 571 REST OF MIDDLE EAST & AFRICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 410 TABLE 572 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 411 TABLE 573 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 411 TABLE 574 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 412 TABLE 575 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 412 TABLE 576 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 412 TABLE 577 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 413 TABLE 578 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 413 TABLE 579 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 413 TABLE 580 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 414 TABLE 581 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 414 TABLE 582 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 414 TABLE 583 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 415 TABLE 584 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 415 TABLE 585 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 415 TABLE 586 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 416 TABLE 587 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 416 TABLE 588 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 417 TABLE 589 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 417 TABLE 590 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 418 TABLE 591 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 418 TABLE 592 LATIN AMERICA: GEOSPATIAL INTELLIGENCE (GEOAI) MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 418 TABLE 593 LATIN AMERICA: GEOSPATIAL INTELLIGENCE (GEOAI) MARKET, BY COUNTRY, 2026–2031 (USD MILLION) 418 TABLE 594 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 419 TABLE 595 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 419 TABLE 596 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 420 TABLE 597 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 420 TABLE 598 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 420 TABLE 599 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 421 TABLE 600 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 421 TABLE 601 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 421 TABLE 602 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 422 TABLE 603 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 422 TABLE 604 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 422 TABLE 605 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 423 TABLE 606 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 423 TABLE 607 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 423 TABLE 608 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 424 TABLE 609 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 424 TABLE 610 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 425 TABLE 611 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 425 TABLE 612 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 425 TABLE 613 BRAZIL: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 426 TABLE 614 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 426 TABLE 615 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 427 TABLE 616 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 427 TABLE 617 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 427 TABLE 618 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 428 TABLE 619 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 428 TABLE 620 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 428 TABLE 621 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 429 TABLE 622 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 429 TABLE 623 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 429 TABLE 624 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 430 TABLE 625 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 430 TABLE 626 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 430 TABLE 627 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 431 TABLE 628 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 431 TABLE 629 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 431 TABLE 630 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 432 TABLE 631 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 432 TABLE 632 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 433 TABLE 633 MEXICO: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 433 TABLE 634 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2021–2025 (USD MILLION) 434 TABLE 635 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY OFFERING, 2026–2031 (USD MILLION) 434 TABLE 636 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2021–2025 (USD MILLION) 434 TABLE 637 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING INFRASTRUCTURE, 2026–2031 (USD MILLION) 435 TABLE 638 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2021–2025 USD MILLION) 435 TABLE 639 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SOFTWARE, 2026–2031 (USD MILLION) 435 TABLE 640 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2021–2025 USD MILLION) 436 TABLE 641 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY SERVICE, 2026–2031 (USD MILLION) 436 TABLE 642 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2021–2025 (USD MILLION) 436 TABLE 643 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2026–2031 (USD MILLION) 437 TABLE 644 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2021–2025 (USD MILLION) 437 TABLE 645 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MONITORING TECHNIQUE, 2026–2031 (USD MILLION) 437 TABLE 646 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 438 TABLE 647 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 438 TABLE 648 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2021–2025 (USD MILLION) 438 TABLE 649 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY ASSET TYPE, 2026–2031 (USD MILLION) 439 TABLE 650 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2021–2025 (USD MILLION) 439 TABLE 651 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY END USER, 2026–2031 (USD MILLION) 440 TABLE 652 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2021–2025 (USD MILLION) 440 TABLE 653 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET, BY MANUFACTURING, 2026–2031 (USD MILLION) 440 TABLE 654 OVERVIEW OF STRATEGIES ADOPTED BY KEY PREDICTIVE MAINTENANCE VENDORS, 2021–2025 441 TABLE 655 PREDICTIVE MAINTENANCE MARKET: DEGREE OF COMPETITION 446 TABLE 656 PREDICTIVE MAINTENANCE MARKET: REGIONAL FOOTPRINT (24 VENDORS) 454 TABLE 657 PREDICTIVE MAINTENANCE MARKET: OFFERING FOOTPRINT (24 VENDORS) 455 TABLE 658 PREDICTIVE MAINTENANCE MARKET: TECHNOLOGY FOOTPRINT (24 VENDORS) 456 TABLE 659 PREDICTIVE MAINTENANCE MARKET: MONITORING TECHNIQUE FOOTPRINT (24 VENDORS) 457 TABLE 660 PREDICTIVE MAINTENANCE MARKET: END USER FOOTPRINT (24 VENDORS) 458 TABLE 661 PREDICTIVE MAINTENANCE MARKET: OTHER KEY SOFTWARE VENDORS, 2025 461 TABLE 662 PREDICTIVE MAINTENANCE MARKET: COMPETITIVE BENCHMARKING OF OTHER KEY SOFTWARE VENDORS 462 TABLE 663 PREDICTIVE MAINTENANCE MARKET: REGIONAL FOOTPRINT (15 VENDORS) 466 TABLE 664 PREDICTIVE MAINTENANCE MARKET: OFFERING FOOTPRINT (15 VENDORS) 467 TABLE 665 PREDICTIVE MAINTENANCE MARKET: TECHNOLOGY FOOTPRINT (15 VENDORS) 468 TABLE 666 PREDICTIVE MAINTENANCE MARKET: MONITORING TECHNIQUE FOOTPRINT (15 VENDORS) 469 TABLE 667 PREDICTIVE MAINTENANCE MARKET: END USER FOOTPRINT (15 VENDORS) 470 TABLE 668 PREDICTIVE MAINTENANCE MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, 2022–2026 472 TABLE 669 PREDICTIVE MAINTENANCE MARKET: DEALS, 2022–2026 473 TABLE 670 ABB: COMPANY OVERVIEW 475 TABLE 671 ABB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 476 TABLE 672 ABB: PRODUCT LAUNCHES & ENHANCEMENTS 478 TABLE 673 ABB: DEALS 479 TABLE 674 HONEYWELL: COMPANY OVERVIEW 481 TABLE 675 HONEYWELL: PRODUCTS/SOLUTIONS/SERVICES OFFERED 482 TABLE 676 HONEYWELL: PRODUCT LAUNCHES & ENHANCEMENTS 484 TABLE 677 HONEYWELL: DEALS 484 TABLE 678 SIEMENS: COMPANY OVERVIEW 487 TABLE 679 SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 488 TABLE 680 SIEMENS: PRODUCT LAUNCHES & ENHANCEMENTS 490 TABLE 681 SIEMENS: DEALS 490 TABLE 682 SCHNEIDER ELECTRIC: COMPANY OVERVIEW 492 TABLE 683 SCHNEIDER ELECTRIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 493 TABLE 684 SCHNEIDER ELECTRIC: PRODUCT LAUNCHES & ENHANCEMENTS 495 TABLE 685 SCHNEIDER ELECTRIC: DEALS 495 TABLE 686 ROCKWELL AUTOMATION: COMPANY OVERVIEW 498 TABLE 687 ROCKWELL AUTOMATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 499 TABLE 688 ROCKWELL AUTOMATION: PRODUCT LAUNCHES & ENHANCEMENTS 501 TABLE 689 ROCKWELL AUTOMATION: DEALS 502 TABLE 690 IBM: COMPANY OVERVIEW 504 TABLE 691 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 505 TABLE 692 IBM: PRODUCT LAUNCHES & ENHANCEMENTS 506 TABLE 693 IBM: DEALS 507 TABLE 694 SAP: COMPANY OVERVIEW 509 TABLE 695 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 510 TABLE 696 SAP: PRODUCT LAUNCHES & ENHANCEMENTS 511 TABLE 697 SAP: DEALS 512 TABLE 698 ORACLE: COMPANY OVERVIEW 513 TABLE 699 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 514 TABLE 700 ORACLE: PRODUCT LAUNCHES & ENHANCEMENTS 515 TABLE 701 ORACLE: DEALS 516 TABLE 702 C3.AI: COMPANY OVERVIEW 518 TABLE 703 C3.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 519 TABLE 704 C3.AI: PRODUCT LAUNCHES & ENHANCEMENTS 520 TABLE 705 C3.AI: DEALS 520 TABLE 706 GE VERNOVA: COMPANY OVERVIEW 523 TABLE 707 GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 524 TABLE 708 GE VERNOVA: PRODUCT LAUNCHES & ENHANCEMENTS 525 TABLE 709 GE VERNOVA: DEALS 526 TABLE 710 PRIMARY INTERVIEWS 548 TABLE 711 FACTOR ANALYSIS 555 FIGURE 1 MARKET SCENARIO 59 FIGURE 2 GLOBAL PREDICTIVE MAINTENANCE MARKET, 2021 - 2031 59 FIGURE 3 MAJOR STRATEGIES ADOPTED BY KEY PLAYERS IN PREDICTIVE MAINTENANCE MARKET, 2021–2026 60 FIGURE 4 DISRUPTIONS INFLUENCING GROWTH OF PREDICTIVE MAINTENANCE MARKET 61 FIGURE 5 HIGH-GROWTH SEGMENTS IN PREDICTIVE MAINTENANCE MARKET, 2026–2031 62 FIGURE 6 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN PREDICTIVE MAINTENANCE MARKET DURING FORECAST PERIOD 64 FIGURE 7 ACCELERATING ADOPTION OF AI-DRIVEN AND INTEGRATED PREDICTIVE MAINTENANCE SOLUTIONS POSITIONING MARKET AS CRITICAL ENABLER OF ASSET RELIABILITY AND OPERATIONAL EFFICIENCY GLOBALLY 65 FIGURE 8 ASIA PACIFIC TO DEPICT HIGHEST CAGR IN PREDICTIVE MAINTENANCE MARKET DURING FORECAST PERIOD 66 FIGURE 9 MULTIMODAL SENSOR FUSION MONITORING SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD 66 FIGURE 10 SOFTWARE AND CLOUD TO BE LARGEST SHAREHOLDERS IN NORTH AMERICAN PREDICTIVE MAINTENANCE MARKET IN 2026 67 FIGURE 11 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2026 67 FIGURE 12 PREDICTIVE MAINTENANCE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 68 FIGURE 13 PREDICTIVE MAINTENANCE MARKET: PORTER’S FIVE FORCES ANALYSIS 79 FIGURE 14 PREDICTIVE MAINTENANCE MARKET: SUPPLY CHAIN ANALYSIS 84 FIGURE 15 PREDICTIVE MAINTENANCE MARKET: ECOSYSTEM ANALYSIS 87 FIGURE 16 IMPORT DATA FOR HS CODE 9031, BY COUNTRY, 2021–2025 (USD MILLION) 96 FIGURE 17 EXPORT DATA FOR HS CODE 9031, BY COUNTRY, 2021–2025 (USD MILLION) 97 FIGURE 18 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 99 FIGURE 19 LEADING PREDICTIVE MAINTENANCE VENDORS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND, UNTIL 2026 100 FIGURE 20 NUMBER OF PATENTS GRANTED, 2016–2026 120 FIGURE 21 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016–2025 124 FIGURE 22 PREDICTIVE MAINTENANCE MARKET DECISION-MAKING FACTORS 138 FIGURE 23 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS 139 FIGURE 24 KEY BUYING CRITERIA FOR TOP THREE END USERS 140 FIGURE 25 ADOPTION BARRIERS & INTERNAL CHALLENGES: PREDICTIVE MAINTENANCE MARKET 142 FIGURE 26 SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET 146 FIGURE 27 SENSORS & SENSING DEVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET 147 FIGURE 28 APM PLATFORMS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE 158   FIGURE 29 MANAGED SERVICES TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 170 FIGURE 30 INDUSTRIAL ROBOTS & AUTOMATION EQUIPMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 181 FIGURE 31 CLOUD DEPLOYMENT MODE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 194 FIGURE 32 VISUAL INSPECTION TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 202 FIGURE 33 ARTIFICIAL INTELLIGENCE & MACHINE LEARNING TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 213 FIGURE 34 DATA CENTERS INFRASTRUCTURE TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 224 FIGURE 35 PROCESS MANUFACTURING TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 226 FIGURE 36 ASIA PACIFIC TO LEAD IN TERMS OF MARKET GROWTH 247 FIGURE 37 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 248 FIGURE 38 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SNAPSHOT 250 FIGURE 39 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SNAPSHOT 320 FIGURE 40 TOP FIVE PUBLIC PLAYERS DOMINATING MARKET FOR LAST FIVE YEARS 444 FIGURE 41 SHARE OF LEADING COMPANIES IN PREDICTIVE MAINTENANCE MARKET, 2025 446 FIGURE 42 BRAND COMPARATIVE ANALYSIS (SOFTWARE) 448 FIGURE 43 BRAND COMPARATIVE ANALYSIS (MONITORING INFRASTRUCTURE) 449 FIGURE 44 PREDICTIVE MAINTENANCE MARKET: COMPANY EVALUATION MATRIX (KEY SOFTWARE VENDORS), 2025 452 FIGURE 45 PREDICTIVE MAINTENANCE MARKET: COMPANY FOOTPRINT (24 VENDORS) 453 FIGURE 46 PREDICTIVE MAINTENANCE MARKET: COMPANY EVALUATION MATRIX (OTHER KEY SOFTWARE VENDORS), 2025 460 FIGURE 47 PREDICTIVE MAINTENANCE MARKET: COMPANY EVALUATION MATRIX (MONITORING INFRASTRUCTURE VENDORS), 2025 464 FIGURE 48 PREDICTIVE MAINTENANCE MARKET: COMPANY FOOTPRINT (15 VENDORS) 465 FIGURE 49 FINANCIAL METRICS OF KEY VENDORS 471 FIGURE 50 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 471 FIGURE 51 ABB: COMPANY SNAPSHOT 475 FIGURE 52 HONEYWELL: COMPANY SNAPSHOT 482 FIGURE 53 SIEMENS: COMPANY SNAPSHOT 488 FIGURE 54 SCHNEIDER ELECTRIC: COMPANY SNAPSHOT 493 FIGURE 55 ROCKWELL AUTOMATION: COMPANY SNAPSHOT 499 FIGURE 56 IBM: COMPANY SNAPSHOT 505 FIGURE 57 SAP: COMPANY SNAPSHOT 510 FIGURE 58 ORACLE: COMPANY SNAPSHOT 514 FIGURE 59 C3.AI: COMPANY SNAPSHOT 519 FIGURE 60 GE VERNOVA: COMPANY SNAPSHOT 524   FIGURE 61 PREDICTIVE MAINTENANCE MARKET: RESEARCH DESIGN 546 FIGURE 62 DATA TRIANGULATION 549 FIGURE 63 PREDICTIVE MAINTENANCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 550 FIGURE 64 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOLUTIONS & SERVICES OF PREDICTIVE MAINTENANCE MARKET 551 FIGURE 65 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL OFFERINGS OF PREDICTIVE MAINTENANCE MARKET 552 FIGURE 66 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL OFFERINGS OF PREDICTIVE MAINTENANCE MARKET 553 FIGURE 67 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND SIDE), SHARE OF PREDICTIVE MAINTENANCE THROUGH OVERALL PREDICTIVE MAINTENANCE SPENDING 554

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