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Where ISO 14224 Stops: the asset hierarchy decision the standard leaves to you
Where ISO 14224 stops prescribing and your engineering judgement begins, and how to map the hierarchy onto your CMMS.

Australian mining fleets: what the data actually shows
Five findings on Australian mining fleet reliability, drawn from ABS statistics, peer reviewed measurement and the patent register. Free 63 page whitepaper, 118 references.

The Asset Maintenance Roles AI Automation Actually Threatens, and the Ones It Doesn't
Examines which asset maintenance roles are genuinely exposed to AI automation and which are structurally protected by judgement work.

Open Weight AI Has Arrived, and Asset Data Sovereignty Just Got Real
The week capable AI stopped requiring you to hand your asset data to someone else, and what open weight models mean for running AI inside your own perimeter.

ISO 55001 Certification Is a Floor, Not a Finish Line
A tougher 2026 GFMAM scheme makes ISO 55001 certification harder to earn. But certification proves conformance, not capability. Here is the difference, and how to close the gap.

Tracks of Change Part 5: The AI Paradigm Shift
Melbourne has had a taste of free public transport. An asset management view of how AI enabled asset intelligence could make the subsidy affordable and fund nea

Tracks of Change Part 4: The Transformation
How the Metro Tunnel, the High Capacity Metro Train fleet and high capacity signalling handed Melbourne's operator a step change in asset complexity and value,

Tracks of Change Part 3: The Metro Trains Era
The asset management wins and challenges of Melbourne's Metro Trains era, MR3 and MR4, and why performance regimes shape how rail assets are cared for over the

Tracks of Change Part 2: The Franchising Experiment
Splitting Melbourne's trains in 1999 tested who carries renewal and condition risk under short franchises over long lived assets. The wins, the failures and the

Tracks of Change Part 1: The Public Era
The asset management story of Melbourne's public rail era — the wins of integrated public stewardship, and the renewal funding tension that set up privatisation

Ageing Utility Assets Are Rewriting the Maintenance Service Model
Ageing utility infrastructure is forcing a shift from scheduled replacement to in-situ maintenance. Here's what that means for service delivery.

What 3,126 Work Orders Taught Us About Your FMEA
Maintenance work orders are the richest record of how your assets fail. We took 3,126 real work orders, classified them against a real FMEA, and found 337 the FMEA missed.
TRANSFORMING OUR COMMUNITY THROUGH MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE
Our industry experts can help you optimize your asset management strategy for maximum efficiency.
