LLM Inference Explained: What Every Product Manager Needs to Know About Costs and ROI

​LLM inference is where AI products truly come alive — but also where costs can spiral. This talk breaks down the essentials for Product Managers:

• ​What drives inference costs,

• ​how to think about ROI, and

• ​practical ways to ensure your AI product remains scalable and profitable.

​About Speaker

​Shamsher Ansari is a Group Product Manager at NeevCloud, leading product strategy for India’s GPU-Powered AI Supercloud. He drives initiatives in AI infrastructure, making large-scale GPU compute accessible, efficient, and developer-friendly. With over a decade of experience in cloud, AI infra, and edge computing, he has built products that balance performance with cost efficiency.