Artificial lift optimization
Physics-informed models of well fluid mechanics support continuous optimization of gas injection, pump settings, and drawdown without the overhead of full-physics simulation.
Production forecasting
Hybrid decline and well-performance models blend production physics with data-driven adaptation. The result is a living forecast that stays honest when conditions leave the historical range.
Equipment health monitoring
Early warning grounded in rotating machinery, pressure differentials, and thermal behavior — catching anomalies before failures, with explanations operators can interrogate.
