Navigate uses LSTM neural networks to predict demand 48 hours ahead for microgrids and battery systems. Spun out of ANU's School of Cybernetics, the platform helps councils and utilities avoid curtailment and reduce grid stress. Deployed in two ACT solar co-ops and scaling into SA.