The surrogate model cuts computational cost by 80% in 3D fractured media simulations. It uses a MLMC framework and voxelized domains to predict the equivalent hydraulic conductivity tensor Keq. The approach replaces expensive numerical homogenization with a lightweight predictor. Field engineers can now run dozens of scenarios in a fraction of the time.