Fragrance shoppers often face decision paralysis in stores, overwhelmed by countless options, complex note descriptions, and unfamiliar brands. This results in longer browsing, lower purchase confidence, and abandoned shopping journeys- even motivated customers struggle to find scents that truly match their preferences. Our solution aims to reimagine fragrance discovery with the integration of digital intelligence to create experiences that connect customers with the scents they truly love.