Neurofuzzy algorithms combine pure neural network heuristic modelling with fuzzy logic utilisation of a priori knowledge, providing data efficient and transparent analysis. Such a technique has been employed in this work to model fatigue thresholds in Ni-Base superalloys. Some success has been achieved, and the potential for this technique to become a powerful tool in alloy development has been demonstrated.