AI that understands the physics of your process
Puffin-Hub builds physics-informed AI solutions for industrial automation and advanced process control — models that combine first-principles knowledge with data, engineered for reliability.
Intelligence built on first principles
Pure data-driven models struggle where industry needs them most: safety-critical loops, sparse data, changing operating conditions. We embed the physics of your process into the model itself.
Control that holds up in the plant
Model-based and learning-augmented control strategies for demanding industrial loops — designed for stability, constraints and real operating conditions.
Physics + data, one model
First-principles structure combined with machine learning: models that extrapolate credibly, need less data and stay interpretable to your engineers.
Built for operations, not demos
Solutions engineered for the realities of automation systems — robustness, monitoring and graceful degradation come first.
Have an industrial challenge in mind?
Tell us about your process — we will tell you honestly whether physics-informed AI fits it.