A research grade contraceptive ring has failed in release tests. Through FIB-SEM imaging and percolation simulation, DigiM uncovered that lack of percolating path among API particles explains the failure: water molecules can find their ways through the nano-porosity of the polymer matrix, but drug domains are too dispersed to form a connected network, while drug molecules are too large to be carried out through the polymer nano-porosity.