integrates advanced skin imaging, structured user questionnaires, and a scientifically validated ingredient matrix to optimize formulations. Bionesca manages detailed ingredient data, including INCI nomenclature, regulatory considerations, and biological functions, to rank and match products with user needs. The company uses dermatology-informed logic and machine learning tools, including large language models, to analyze real-world product datasets and user inputs. Its technology is intended for skincare brands, formulators, and consumers seeking data-driven, personalized skincare decision support.