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Article
Artificial Intelligence
Asset Lifecycle
ISO 55001

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.
Transport
Article
Watercolour staircase of asset management maturity rising from a firm baseline floor, one step in green, with a faint capability gauge.
Insight

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.
Transport
Article
Watercolour hero for Tracks of Change Part 5: Free Transport and the AI Paradigm
Insight
Artificial Intelligence
Predictive Maintenance

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
Transport
Article
Watercolour hero for Tracks of Change Part 4: The Transformation
Insight
Asset Lifecycle
Technical

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,
Transport
Article
Watercolour hero for Tracks of Change Part 3: The Metro Trains Era
Insight
Asset Lifecycle
Asset Management System

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
Transport
Article
Watercolour hero for Tracks of Change Part 2: The Franchising Experiment
Insight
Asset Lifecycle
Advisory

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
Transport
Article
Watercolour hero for Tracks of Change Part 1: The Public Era
Insight
Asset Lifecycle
Advisory

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
Water
Article
In-situ maintenance decision framework: condition assessment to risk ranking to intervention type, key option in green.
Asset Condition
ISO 55001
Asset Lifecycle
Insight

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.
Reliability engineer reviewing classified work order rows on a rugged industrial tablet in a maintenance workshop, with a pump skid in the background.
FMEA
Artificial Intelligence
Risk Management
Insight
Predictive Maintenance

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.
Transport
Article
Dark data centre — primary green-lit server rack in the foreground with data trails, dim alternate rack behind, holographic divergence pattern between them
Artificial Intelligence
Insight
Risk Management

AI in AM Weekly — Vendor Risk Week (4 May 2026)

Last week's AI news was a procurement story. Asset owners should be reading their AI contracts. Six stories that move vendor risk from a slide to a register row.
Transport
Article
Server rack inside a softly lit amber containment perimeter — sovereignty boundary around asset owner data
Artificial Intelligence
Insight
Machine Learning

RCA in the AI Era, Without Shipping Your Failure Data to the Labs

AI compresses RCA from weeks to minutes. But if that speed up runs through a consumer chatbot, your sovereign data posture is already gone. Here is what sovereign RCA looks like in practice.
Transport
Article
Dark utilities control room at dusk, dashboard screens showing flowing amber data visualisation, empty of operators
Artificial Intelligence
Insight
Risk Management

AI in AM Weekly — Governance Week (27 April 2026)

Last week in AI wasn't a capability week. It was a governance week — and every one of the six stories maps to a line on an asset owner's risk register.

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