The Adaptive Inference Engine
Unpredictable inputs and unstable processes are the greatest threats to industrial performance, costing millions in lost profit and efficiency. Our founder witnessed this firsthand while leading AI for heavy industry, seeing generic solutions fail time and again. The CygnisAI Adaptive Inference Engine is the result of that experience. It is a purpose-built system that creates a uniquely powerful AI control layer, designed to master real-world chaos and deliver immediate gains in operational excellence while future-proofing your assets for the green transition.
The Enemy is Variability, Our Engine is the Solution
The ‘Impossible’ Problem That Plagues Most Plants
Traditional control systems are built on a simple premise: to control an output, you must first measure the inputs. But what happens when your most critical inputs are constantly changing and
impossible to measure? The system flies blind. This is the root cause of chronic instability, from coke carryover in a DCU to
inconsistent melting in an Electric Arc Furnace.
Our Elegant Breakthrough: A Physics-Informed, Closed-Loop System
We rejected that premise. Our Adaptive Inference Engine acts as an advanced inference system. This isn’t a black box; it’s a transparent learning process. The engine makes a small, controlled action and
observes the resulting effect on your final, measurable output. Through this constant, closed-loop feedback, it builds a highly accurate, real-time model of your process’s unique physics. It learns to infer the precise impact of unmeasurable variables, turning chaos into predictable control—a breakthrough our partners called ‘the ability to control the uncontrollable.’
Solutions by Industry
Chemicals & Refining
Steel Manufacturing:
Cement Manufacturing
Biomass & Power Generation
Master FGD Efficiency for Emissions Control
