Gupta grew up in New Delhi, graduated from the National Institute of Fashion Technology in 2000 and Central Saint Martins in 2003, and worked with Hussein Chalayan before launching his eponymous label in 2005–2006 with his brother as co-director. His work fuses traditional Indian embroidery — zardozi, nakshi and dabka — with abstract forms drawn from nature.
He is the third Indian designer to present at couture week, following Rahul Mishra and Vaishali S. His business spans e-tail and brick-and-mortar stores in Delhi, Hyderabad, Kolkata and Mumbai, with US retail through Neiman Marcus and Moda Operandi; Indian Express has credited him with reviving bridal couture in India.