Processes involving fold bifurcation are notoriously difficult to control in the vicinity of the fold where most often optimal productivity is achieved. In cases with limited process insight a model based control synthesis is not possible. This paper uses a data driven approach with an improved version of iterative feedback tuning to optimizing a closed loop performance criterion, as a systematic tool for tuning process with fold bifurcations.