Stitch Fix, Inc. operates as an online personal styling service that blends data-driven recommendation algorithms with human judgment to deliver personalized apparel selections. Customers fill out a style profile, and the company ships curated boxes of clothing, shoes, and accessories tailored to their size, budget, and taste. The company generates revenue primarily through the sale of merchandise from these shipments, charging an upfront styling fee that is credited toward any purchased items. Stitch Fix offers products across various categories, including activewear, special occasion attire, and private-label brands, catering to women, men, and kids. Headquartered in San Francisco, California, the company leverages artificial intelligence tools to enhance client engagement and drive its direct-shop platform.