Condition-Based Maintenance in the Age of AI: Putting the Tools in the Right Hands
Planned preventive maintenance schedules are built on assumptions about how equipment behaves. Condition-based maintenance (or Data Driven Maintenance) replaces those assumptions with evidence, servicing equipment when the data says it needs attention rather than when the calendar says so.
Getting there requires analysis that runs continuously across every connected system, identifies genuine faults rather than noise, quantifies each one, and puts a clear instruction in front of the person who can act on it.
This session examines what condition-based maintenance looks like when it works, using real examples from commercial property and retail portfolios. It covers the practical barriers, what site teams actually need from these tools, and why the goal is to remove tedious analysis rather than to remove people.
Session Speaker
Harry Wilson is Senior Customer Success Manager at Bueno Analytics, working across the UK and Europe with commercial property and retail portfolios to turn building data into measurable operational improvement.
Harry joined Bueno from Verdantix, the independent research firm, where he was a Senior Analyst in the Real Estate and Built Environment practice. He led Verdantix coverage of building energy management software, building electrification, and microgrids and energy resilience technologies, assessing vendors and technologies across the global market.
Before moving into research, Harry worked as a Mechanical Engineer at Arup, where he specialised in the design of net zero new-build and retrofit facilities across the commercial, science and technology sectors.
He holds an M.Eng in Mechanical Engineering from the University of Nottingham.
