Explain Stakeholder Communication with a production scenario

Quick answer

Stakeholder communication means giving every group affected by the AI system the right information, at the right time, in words they can act on. In a voice field-service assistant, that includes technicians on site, dispatch and operations, safety and compliance, customer support, product and engineering, and leadership. Each group needs something different: techs need to know what the assistant can and cannot do and how to report problems; safety needs to know how risky steps are checked; ops needs impact on jobs and first-time fixes; leadership needs outcomes, risks, and decisions. A good engineer communicates before a change (what is changing, risks, rollout plan), during it (slice-level metrics and clear incident updates), and after it (what was learned and decided). Common failure modes are hiding problems behind averages, using jargon, surprising users with silent changes, overpromising accuracy, and never closing the loop on field feedback.