Alain Matar and SupChains collaborate on a planner-facing forecasting application

The affected decision is whether planner-facing applications built with Alain Matar and SupChains improve forecast review rather than add another interface. Value requires transparent forecast logic, governed overrides and integration with the active planning cycle; the principal failure mode is a useful prototype that remains disconnected from authoritative data and execution.