Optimize and control with physics-led AI.

Use physics and AI to interpret behaviour, find opportunities and drive autonomous operations.

Machine Health

AI-enabled surveillance that detects early changes in equipment behaviour and highlights issues before they impact performance.

System Optimization

Physics, machine learning and optimization working together to identify opportunities and compute feasible actions across your operation.

Intelligent Control

AI-augmented setpoint optimization for automated tuning and adjustment of controllers within defined limits, keeping engineers in control.

WHY NEXGINEER™

Save engineering time.
Improve system performance.

Engineers understand their operations, the physics, and the decisions that matter. The challenge is doing this across huge volumes of data, changing conditions and tight timeframes – manually turning raw signals into clear opportunities and decisive action.

Nexgineer™ closes that gap. It combines engineering logic, physics and AI to interpret conditions automatically, highlight what matters, anticipate how the system will respond and compute feasible actions within your limits. Engineers stay in control, but spend their time reviewing, refining and executing decisions that maximise performance – instead of hunting through data to find them.

INDUSTRY SOLUTIONS

Oil & Gas

Field Optimizer

Motorsport

Strategy Optimizer

Discover AI-driven optimization.

Combining physics-based and data-driven models for engineering-led solutions.

BUILD YOUR SYSTEM

Six steps to connected workflows

A structured workflow that takes you from connected data ➔ trusted insights ➔ faster decisions and supervised automation.

THE SIGML DIFFERENCE

Our expertise: integrating AI into engineering workflows.

We specialise in building tailored optimization systems around your operations – combining physics-based and data-driven models to deliver practical, scalable workflows for operational decisions.

FAQs