Context: In mining, production volume is determined by how well execution holds together across shifts, not by installed capacity or fleet size.

Challenges: Material characteristics change, maintenance constraints emerge mid-shift, and haul routes or blend requirements shift, yet schedules remain fixed and supervisors inherit plans that no longer reflect reality.

Solution: The Production Volume Guidance Agent, an AI agent built using Microsoft Copilot Studio, monitors constraint build-up and material flow as conditions diverge and intervenes during run extension and equipment reallocation decisions, flagging the trade-off before volume is lost.

Impact: Mining operators adopting this approach see fewer late switches and fewer stalled assets, with tons increasing because execution stays aligned with reality as it unfolds.