Agentic Orchestration Over Ad-Hoc Prompts: Scaling AI in Enterprise Product Teams

While product teams have rapidly adopted generative AI to boost individual productivity, the article reveals a critical gap between flashy POCs and production-ready enterprise systems. Simply generating outputs faster doesn't improve system efficiency if they lack consistency, miss cross-team dependencies, or fail to integrate with tools like Jira and Azure DevOps. This marks a pivotal shift: product management must evolve from ad-hoc prompting to orchestrating coordinated multi-agent ecosystems that can reliably function at enterprise scale.