Gupta started his career as an associate professor at the Birla Institute of Technology and Science, Pilani, Rajasthan. He quit teaching and decided to be an entrepreneur as he was "not able to implement ideas into practice". He moved to Bombay (now Mumbai) and worked in a small British pharmaceutical manufacturing company.
