This research aims to examine the machinability and form tolerances in die sinking EDM for Ni-based superalloy with different diameter internally engraved hole of the multi-hole copper electrode. Manufacturing of superalloys with close tolerances is becoming a major area for primary research in defence and aerospace industries due to their particular characteristics. Therefore, this work focuses on an experimental analysis to improve the productivity and Material Removal Rate of Inconel-718 with close tolerances. The most dominating process constraints, viz. hole diameter of Multi-hole electrode (D), Peak current (I p ), Pulse on Time (T on ) and dielectric fluid pressure were selected as process constraints to conduct experimental trials. The Material Removal Rate, EWR and form tolerances were considered as output responses. The experimental outcomes were optimized by Taguchi analysis and multi-parametric optimization method GRA. A Fuzzy logic model using Matlab was developed for the prediction of performance parameters, namely MRR, EWR, circularity and cylindricity with respect to changes in input parameters. Three MF's ('Trimf-triangular membership functions') were allocated to each input response, whereas five MF's were allocated to output responses. The Fuzzy model shows the 94.01% accuracy between the experimental values and the predicted values. From the results, it is concluded that the use of a multi-hole electrode leads to a higher rate of MRR. Moreover, the form tolerance deviation improves with the increment of T on value. The optimized parameters showed a considerable improvement in the process and will facilitate the aerospace and defence industries to improve the productivity of Inconel-718 with close tolerance.