SIG Machine Learning
Engineering, powered by machine learning.
Engineering operations generate enormous amounts of data. The challenge is knowing what it means at the moment a decision has to be made.
SIG Machine Learning builds software that derives intelligence from that data — identifying where machine learning can improve the depth and speed of analysis in high-stakes, time-critical decisions, and putting that capability directly in the hands of the practitioners who make the call.
The result is not more dashboards or more data. It is a clearer answer, arrived at faster, with the reasoning visible to the team acting on it.
Locations: Brisbane, Australia · London, United Kingdom
Trusted by
Products
Nexgineer™
Digital twin for upstream oil and gas. A live 3D copy of your field that checks every well and shows which ones to adjust, and by how much.
SwitchPad™
Advanced scenario engine for race strategy teams. Evaluates race-defining scenarios, compares strategic options, and identifies when the baseline plan should hold or change.
“We believe we are a ‘world first’ in using a cloud-based AI model to optimise wells. SIG's capability in both machine learning and engineering have ensured a successful trial project where others have failed due to not understanding both.”
Case studies
Proven results across upstream operations.
How engineering teams have used Nexgineer™ to scale surveillance and optimisation across large well portfolios — told as engineering stories of challenge, approach, and outcome.
Read the case studies →Recognition & awards
Hot 30 Innovators
Named one of Australia's top 30 technologists and entrepreneurs driving innovation across mining, energy, resources, oil & gas, space and defence.
Innovation Award Winner
Winner of the Data-Driven Learnings Prize and Innovation Award for clear, impactful recommendations on drilling optimisation and gas well performance.
ADI Round 2 — Selected Project
Selected for the Accelerated Discovery Initiative: a greenfields Gawler target-generation project advancing exploration through advanced analytics.
Future Data Award
Winner of the Future Data Award for applying machine learning to mineral exploration and resource assessment.
As seen in
Oil & Gas
See how the Nexgineer™ digital twin transforms surveillance and optimisation workflows for upstream production teams.
Book a Nexgineer™ walkthrough →Motorsport
See how SwitchPad™ helps race strategy teams evaluate scenarios and identify when the baseline plan should hold or change.
Book a SwitchPad™ walkthrough →