Market Overview: Industrial AI Analytics Solutions

Access this research

Access all Industrial Analytics & Data Management content with a strategic subscription or buy this single report

Need help or have a question about this report? Contact us for assistance

Executive Summary

This report outlines how industrial AI analytics solutions are revolutionizing the industrial sector by applying cutting-edge software and hardware techniques to manage, optimize and improve assets and processes. In this report, we provide a comprehensive overview of the current state and future trends of this dynamic market, based on an in-depth analysis of the drivers, challenges and opportunities for established industrial asset management (IAM) software vendors, AI-focused challengers, asset management service providers and customers. The report discusses how the market is segmented by vendor background, and analyses how each segment leverages its strengths and capabilities to deliver high-impact industrial AI solutions. In addition, it explores how vendors can develop more self-service MLOps (machine-learning operations), AI analytics and generative AI to meet the growing demand for scalable, flexible and user-friendly industrial AI solutions.
Basic Forms Of Artificial Intelligence Are Already Industry-Standard
Maturing Techniques, Cost Reductions And Funding Fuel AI Growth
Four AI Techniques Are Transforming Industrial Analytics
The Industrial AI Analytics Market Comprises Vendors From Three Key Backgrounds
Incumbents Leverage Decades Of Expertise And Physics-Based Asset Management
AI-First Vendors Use Cutting-Edge AI From The Ground Up
Service Firms Compose Disparate Solutions To Deliver High-Impact Industrial AI
Vendors Should Focus On Enhancing Self-Service MLOps And Generative AI
Figure 1. A Brief History Of Industrial AI Analytics
Figure 2. Segmentation Of The Industrial AI Analytics Market
Figure 3. AI Use Cases, Descriptions And Example Vendors
Figure 4. The Three Backgrounds Of Industrial AI Analytics Vendors
Figure 5. Comparison Of AI Analytics Workflows For AI-First Vendors vs Incumbent Vendors 

About the Authors

Joe Lamming

Joe Lamming

Senior Analyst

Joe is a Senior Analyst and Technical Lead at Verdantix, specializing in AI-first platforms and applications and data management. Combining hands-on development of software an...

View Profile
Henry Kirkman

Henry Kirkman

Industry Analyst

Henry is an Industry Analyst at Verdantix. His current research agenda focuses on quality management, field service management and industrial applications of AI, including Gen...

View Profile
Malavika Tohani

Malavika Tohani

Research Director

Malavika is a Research Director at Verdantix, guiding research that explores how digital technologies and services are reshaping industrial operations to become safer, more ef...

View Profile

Other related content

Industry Events
AI-First Platforms & Applications
Industry Webinar // Tech Roadmap for In...

AI is only as powerful as the data foundation and enabling technologies that support it. While Generative and Agentic AI are gaining momentum in industrial environments, their succ...

Upcoming / 23 September, 2025

Blog
Asset Maintenance Software & Services
Mid-Year Check-In: How Our Industrial T...

Having passed the mid-point of 2025, it’s time to check in on our industrial transformation predictions and see how they’ve unfolded. GenAI has dominated the headlines this year, a...

08 August, 2025

Webinar
AI-First Platforms & Applications
AI In Industrial Operations: Building T...

Frustrated at the AI-washing taking the industrial software world by storm? Join our upcoming webinar for an expert-led analysis of AI’s practical deployment in industrial operatio...

11 September, 2025

Blog
Asset Maintenance Software & Services
Verdantix Green Quadrant Benchmark High...

The global market for industrial computerized maintenance management systems (CMMS) continues to expand, as firms across asset-intensive industries seek to enhance uptime, increase...

02 July, 2025

Press Release
Asset Maintenance Software & Services
Verdantix Benchmark Identifies Leading ...

London, UK. As industrial firms face rising operational costs, labour and skills shortages, and mounting performance pressures, the need to maximize asset uptime and adopt smarter,...

25 June, 2025

Blog
Asset Maintenance Software & Services
The Connected Industry Takes Shape At A...

Coming out of AVEVA World 2025 in San Francisco, one message rang clear: AVEVA isn’t just supporting convergence, it’s enabling it. CEO Caspar Herzberg opened the event by position...

06 June, 2025