The transition from individual AI experimentation to enterprise-scale deployment represents one of the fastest technological shifts in corporate history. However, simply providing employees with access to commercial large language models rarely yields meaningful business outcomes. Without structure, organizations face inconsistent outputs, fragmented workflows, and growing security concerns. Unlocking real