A new class of metallo‐supramolecular amphiphilic dyes 1a, b was constructed by using two azadipyrromethene units which were respectively modified with two hydrophobic alkyl and two hydrophilic oligo(ethylene glycol) chains. The spectroscopic and morphological studies revealed the consecutive self‐assembly pathways of 1a in EtOH/H2O mixed solvent. The monomers of 1a firstly aggregated into the kinetic‐controlled, nanodisc‐shaped Agg. I upon cooling and the latter spontaneously transformed into the thermodynamically more stable Agg. II with a nanosheet morphology. While the non‐fluorescent Agg. I displayed a broad absorption band (λmax = 594 nm), the Agg. II displayed a more intensive and narrowed J‐band (λmax =693 nm) and a fluorescence band with a maximum at 760 nm (Фfl = 0.1), which could be ascribed to the J‐aggregation induced emission enhancement. The kinetics of Agg. I to Agg. II transformation was further modulated by seed‐initiated supramolecular polymerization with various ratios of Seedagg.II, in which the transformation rate was significantly increased by ca. 2 orders of magnitude compared to the spontaneous process. The supramolecular amphiphile 1b bearing longer hydrophilic chains formed only one type aggregate, which exhibited spectroscopic and morphological properties that were highly comparable with that of Agg. I.