Gogoi has served one term as a Member of the Legislative Assembly (MLA). He was elected to the Assam state assembly from the Titabar constituency in 2001 but vacated the seat a few months later for his brother Tarun Gogoi.
Gogoi held office for one term as an MLA, representing the Titabar constituency in the Assam state assembly. He vacated this position after a short period, allowing his brother Tarun Gogoi to take over.