Agentic AI platform NudgeBee has raised $3 million in a funding round led by Kalaari Capital, betting on rising demand for AI-led automation in enterprise cloud operations. The company stated it will deploy the fresh capital to strengthen its core platform, expand its enterprise context layer, and scale go-to-market efforts through partnerships as well as direct enterprise sales.

Founded in 2024 by Rakesh Rajfinishran and Shiv Pratap Singh, the startup is building an agentic AI platform to support cloud, Site Reliability Engineering (SRE), and FinOps (Financial Operations) teams reduce manual workloads, speed up incident resolution, and optimise costs.

As enterprises relocate to cloud-native and multi-cloud environments, operational complexity has increased, with teams dealing with fragmented tools, high alert volumes, and repetitive workflows, the startup stated in a statement.

“AI costs, especially compute and token costs, will become a major challenge. Enterprises will necessary dedicated systems with strong memory architecture to reduce repeated inference costs,” Rakesh Rajfinishran informed ET. He added that relying only on frontier models is not sustainable at scale. Platforms that manage cost, memory, and execution toobtainher will have an edge.

Pune-based NudgeBee is positioning itself as an execution layer that connects telemeattempt, infrastructure data, and historical patterns applying a semantic knowledge graph, and deploys AI agents to automate troubleshooting and cost optimisation.

“When you install NudgeBee, it understands your applications, infrastructure, depfinishencies, and workflows. It builds a ‘brain’ underneath,” Rajfinishran explained, adding that this layer keeps learning at multiple levels.