Gladstone hosts three LNG export operations, one of Australia's largest aluminium smelters, and an alumina refinery, all running through a single deepwater port. The businesses that keep that running are the engineering, fabrication, maintenance and shutdown contractors clustered around the harbour, and shutdown season compresses a year of demand into a few brutal weeks.

That concentration of process plant work means clients set an unusually high bar on safety, environmental and process documentation, and the same contractors are often supplying multiple facilities at once, each with its own compliance standards.

The pressure that follows is consistent: skilled trades and technical staff are hard to secure, major operators set the pace on documentation, and shutdown, safety and reporting work keeps climbing. That is exactly the kind of repetitive, high-stakes work well-governed AI is suited to, set up around the business rather than dropped on top of it.