In 2015, Paytm invested $5 million in auto-rickshaw aggregator and hyperlocal delivery firm Jugnoo.[42] The funds were meant to enable Jugnoo to scale up its operations across the country, and improve its driver efficiency. It also acquired Delhi-based consumer behaviour prediction platform Shifu[43] and local services startup Near.in.[44]