After years of consistent displays, a 17-year-old Bipin found his way the senior setup of Shillong Lajong for the 2012–13 I-League season.
It took him over 4 years to score his first professional goal of his career and the club, against Chennai City on 19 February 2017, when he curled a sublime effort into the top corner, giving the opposition goalkeeper absolutely no chance to save it.
Bipin was picked up by the erstwhile ATK during the player draft ahead of the 2017-18 Indian Super League season.
[11] Bipin was used as a reserve player by then-Mumbai head coach Jorge Costa, only making seven appearances throughout the season, with five of those seven being off the bench.
It wasn't until the 2020-21 Indian Super League season, with Spaniard Sergio Lobera in charge of the club, that Bipin finally came alive.
On 14 September 2022, Bipin became the all-time joint goalscorer for Mumbai City alongside Modou Sougou, when he scored a 90th-minute winner against Mohammedan in the semi-finals of the Durand Cup.
[24][25] On 15 October, Bipin became the all-time top scorer for the club, scoring Mumbai's second goal at home against Odisha FC, with the match ending 2-0.
[27][28][29] He remained a key part of the team, as the club went on a record-breaking 18-match unbeaten run to win the ISL Shield.
[30] In the playoffs, despite scoring a goal in the semi-final second leg versus Bengaluru FC, the Islanders eventually lost 9-8 in a penalty shootout, ending their hopes of replicating their 20-21 ISL double.
Bipin once again scored in an ISL Cup final against Mohun Bagan, getting Mumbai's second goal with a tap-in from close range.
[38] On 26 January 2025, Bipin made his 150th appearance for Mumbai City in all competitions, playing from the start in a 3-0 win at home vs Mohammedan SC.