Stitch Fix is an American personal styling service founded in 2011 by Katrina Lake. The company combines data science with human expertise to deliver curated boxes of clothing and accessories, often referred to as “Fixes,” that are shipped directly to customers. Stitch Fix relies on algorithms to analyze consumer preferences, sizes, and purchasing history, while professional stylists add personalized judgment to the selections. The business model is subscription-optional, meaning clients can schedule shipments on demand or receive them at regular intervals. Revenue is generated from styling fees, which are applied as credits toward purchases, and from clothing sales. As of its initial public offering in 2017, Stitch Fix became the first online personal styling service to go public in the United States. The company has been noted in business and technology media for its innovative use of machine learning and customer feedback loops, positioning itself at the intersection of retail, fashion, and data-driven personalization.
