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Elastin-like polypeptides (ELP) are engineered biopolymers built from repetitive pentapeptide sequences that mimic motifs found in mammalian tropoelastin. Their unique characteristics make them ideal candidates for a wide array of biomedical applications, ranging from drug and gene delivery to tissue engineering and targeted molecular imaging. Conventional purification approaches from Escherichia coli (E. coli) expression can be ineffective for ELP due to the formation of inclusion bodies. Other methods, such as inverse transition cycling (ITC), utilize the lower critical solution temperature (LCST) properties of ELP to separate it from contaminants such as lipopolysaccharides (LPS), but typically require multiple heating and cooling steps that are time-consuming and can result in low recoveries depending on the sequence, concentration, and molecular weight of the ELP construct. To tackle these challenges, we have developed an organic solvent-based extraction-precipitation workflow that exploits the intrinsic hydrophobicity of ELP to enable rapid, robust, and broadly applicable purification directly from E. coli cell pellets. This method uses polar organic solvents to aid in cell disruption and selectively solubilize ELP in a single step. A subsequent precipitation step effectively removes residual organic solvents, low-molecular-weight impurities, and endotoxins, yielding highly pure ELP with LPS levels below 1 EU/mL in under 3 h. Atomic force microscopy data suggest that ELP-fusion proteins purified in this manner can self-assemble into reverse micelle-like structures that retain fusion protein function. This rapid purification method offers researchers a straightforward and potentially scalable way to purify ELP, creating new possibilities for using ELP and their fusion proteins as flexible building blocks for material and biomedical applications.