Open software components for load prediction and rolling horizon CHP plant optimisation are described. Results indicated that solver overheads increased 380-fold during low heat load periods. Solving times <1 s were regained by considering differing dispatch and unit commitment horizons. 32% cost reductions were observed through balancing market interaction when load prediction inaccuracies were present. Results indicated costs were significantly more sensitive to prediction accuracy than plant model accuracy.