PIFs, or Product Ingredient Files, are essential documents within the cosmetic industry. They comprehensively detail the ingredients present in a cosmetic product, providing valuable information for both manufacturers and regulatory agencies. Moreover, these documents facilitate transparent communication about product composition, enabling consumer