A Challenge Worth Solving.
Modern systems generate vast amounts of data - from sensors to controllers, simulations, and more.
In fast-paced environments, how can engineering teams make sense of it all?
Without AI, these engineering decisions can take three times longer.

The Solution.
Using AI, we can establish automated systems to analyse and interpret trends; uncovering opportunities and recommending actions we can take to improve reliability and performance.

How We Help.
We believe every engineer can benefit from AI.
At SIG Machine Learning, we help engineers explore and implement AI solutions that enhance their expertise; moving beyond traditional modelling software to advanced optimisation.
In doing so, engineers can make better use of their data, integrate AI into existing workflows and industrial control systems, and enabling real-time, data-driven decisions.
Engineering-Led
AI Solutions.
Bridge the gap between AI and engineering, turning complex operational data into real-time recommendations.
Unlike generic AI tools that only provide insights, Nexgineer™ works alongside engineers’ expertise - seamlessly integrating AI and advanced optimisation modelling techniques into engineering workflows and systems.
The result?
Less manual effort, faster decisions, and more consistent performance - driven by tools engineers trust.
For Engineers Across Industries.

Recent Success Story
AI Helps Achieve Integrated Field Optimisation & Control
Overview
In an industry-first, we delivered an intelligent control system, an AI-driven solution for automated optimisation of oil & gas well fields. The technology is now used across multiple gas fields in Australia, to identify suboptimal conditions across a network of wellsites and recommend setpoints that require adjustment.
Results
This technology has delivered remarkable results. The system achieves 98% accuracy in setpoint adjustments, ensuring highly reliable automation of control adjustments. Engineers are now completing tasks in 30% of the time, achieving significant performance gains, reducing costs, and lowering emissions.
Is AI Right
for Your Operations?
Do your decisions rely on data?
If you are constantly analysing large amounts of data to make critical choices, AI can help you do it faster and more accurately.
Are your systems complex?
If you’re managing interconnected systems and balancing trade-offs like cost, performance, and reliability, AI can help you optimise them as a whole.
Do you need to make faster decisions?
In fast-paced environments, AI enables you to predict outcomes, simulate strategies, and act with confidence - at the time when it matters most.
Could your operations be more efficient?
Whether it’s optimising workflows, automating routine tasks, or improving reliability, AI can help uncover and act on opportunities you might otherwise miss.
Where Could AI Help You Achieve More?
Contact us to learn more, discuss next steps, and see how AI can transform your operations.