UPTIME AI - Global Virtual Roundtables on AI in Maintenance, a VAMRR Initiative presented by CHAMPS
UPTIME AI - Global Virtual Roundtables on AI in Maintenance

Discovering the AI trends emerging in maintenance across manufacturing and power plants

26 June 2026 Virtual Round Table By Invitation · Register Interest
Manufacturing Plants  ·  Power Plants  ·  Maintenance  ·  Reliability  ·  Asset Performance

Conversation Context

Why this round table is being convened

Maintenance is no longer discussed only in terms of scheduled servicing, breakdown response and asset availability. As plants generate more operational data, and as AI tools become more accessible, maintenance is becoming an area of renewed attention for industrial leaders.

The purpose of this round table is to explore what is changing. Where is AI entering the maintenance function? Which use cases are becoming more visible? What kinds of AI-led approaches are maintenance teams evaluating? Which trends appear promising, and which are still early?

The discussion will seek to uncover the emerging and prominent AI trends shaping maintenance across manufacturing and power plant environments, through the perspective of leaders who understand the realities of plant operations, asset reliability and uptime.

AI is beginning to influence how maintenance leaders think about uptime, reliability, asset health, inspection, planning and operational continuity. Across manufacturing plants and power plants, new approaches are emerging around predictive maintenance, condition monitoring, computer vision, robotic inspection, digital twins, CMMS/EAM integration, generative AI, agentic AI assistance and data-led reliability workflows.

Yet the landscape is still evolving. Some trends are becoming prominent, some remain early, and some are still unclear in terms of adoption, maturity and operational value. The important question is how maintenance leaders are seeing these shifts from within real plant and asset environments.

Core question for the conversation

What AI trends are emerging in maintenance, and how are they likely to shape the future of uptime in manufacturing and power plants?

The round table will examine this question through a practical, peer-led discussion focused on real trends, visible shifts, current observations and near-term possibilities.

Discussion Themes

7 Themes. 1 Focused Conversation.

A structured peer discussion that moves from broad AI shifts in maintenance to specific use cases, adoption realities and near-term possibilities across manufacturing and power plant environments.

01
AI in Predictive Maintenance
How is AI being used, explored or considered for predicting failures, detecting anomalies and improving maintenance planning for critical assets?
02
Condition Monitoring and Asset Health
How are sensor data, asset history, operating patterns and AI models beginning to shape visibility into equipment health?
03
Computer Vision and Inspection Intelligence
Where are visual AI, thermal imaging, acoustic sensing, drones or robotic inspection beginning to influence maintenance and inspection practices?
04
CMMS/EAM and Workflow Integration
How are AI insights being connected, or expected to connect, with maintenance systems, work orders, asset records and technician workflows?
05
Generative AI, Agentic AI and Maintenance Knowledge
How might generative AI and agentic AI support maintenance teams through document search, troubleshooting, SOP assistance, historical work-order summaries, parts context, workflow assistance and faster access to plant knowledge?
06
Human Trust and Operational Adoption
What will make AI-generated maintenance insights useful, credible and actionable for engineers, planners, technicians and plant leaders?
07
Near-Term and Mid-Term Trends
Which AI trends are likely to become more prominent in maintenance over the next two to five years?

Conversation Outcomes

What the round table seeks to uncover

The discussion will seek to identify specific insights across seven areas where AI and maintenance intersect:

Area
What the conversation will explore
Emerging trends
Which AI-led shifts are becoming visible in maintenance
Prominent use cases
Where AI is most commonly being discussed or deployed
Practical relevance
Which trends appear meaningful for manufacturing and power plants
Adoption maturity
Which areas are mature, early or still speculative
Integration questions
How AI may connect with maintenance workflows and CMMS/EAM systems
Generative and agentic AI
Whether AI is moving from answering maintenance questions to assisting maintenance workflows, including work-order preparation, knowledge retrieval, parts context, technician guidance and escalation support
Future direction
What leaders expect to gain importance in the near to mid term

Who Should Participate

Built for senior leaders in maintenance, reliability and plant operations

This round table is designed for senior leaders involved in maintenance, reliability, operations, plant performance and industrial transformation across manufacturing and power generation environments. Participation is by invitation and registration of interest.

Maintenance Leaders
Reliability Leaders
Plant Heads
Operations Leaders
Asset Management Leaders
Power Plant O&M Leaders
Engineering Leaders
Digital Transformation Leaders
CMMS / EAM Leaders
Industrial Technology Leaders

Format

How the session is structured

The session will be a moderated virtual round table with a small group of invited senior leaders. The format is designed to maximise peer exchange — the emphasis is on practical observations, real perspectives and trend discovery - not presentations.

01
Context Setting
A brief framing of the AI maintenance landscape to orient the conversation and ground the discussion in current realities.
02
Structured Round Table Discussion
A moderated peer exchange across the 7 discussion themes, with open perspectives, real observations and candid comparison.
03
Trend Discovery and Close
Synthesis of key themes, emerging signals and the areas leaders see gaining momentum in maintenance over the near and mid term.
Sessions will be recorded, edited and published.
Presented by

CHAMPS

CHAMPS presents VAMRR UPTIME AI as a knowledge-led round table series focused on AI trends in maintenance across manufacturing and power plant environments.

Curated and Moderated by

VAMRR

VAMRR curates senior leadership conversations around enterprise transformation, ecosystem insight and emerging technology priorities. VAMRR UPTIME AI extends this work into the maintenance and reliability space, with a focused conversation on AI trends shaping the future of uptime.

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Peer Intelligence and Ecosystem Insight

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