Artificial Intelligence (AI) has far moved beyond being a speculative idea and now drives innovation across numerous industrial sectors. The success of AI projects relies on factors beyond data quality and algorithms, including deployment locations and technology utilization. A business entity encounters a critical choice regarding its AI workloads: Is it better to operate them in the cloud environment or on-premise infrastructure? Every decision presents inherent trade-offs involving scalability, security costs, and flexibility. We shall deconstruct these components while examining industry-specific factors to assist you in determining the optimal path for your organization.