A large frozen perishable meat distributor serving hypermarkets, supermarkets, and HORECA accounts across the GCC and Egypt. The business sources fresh, chilled, and frozen meat, poultry, and seafood from 9 countries under strict cold chain constraints. Operations run on SAP with a large field sales organization managing recurring replenishment cycles. Three years of customer order history existed, but it was scattered across WhatsApp threads, email attachments, and SAP records, forcing each forecast cycle to start from staff memory and manually assembled spreadsheets. Demand patterns were non-linear due to Ramadan/Eid/Hajj seasonality, promotions, and HORECA event-driven spikes. Customer edits to suggested quantities were not captured as feedback, so forecasting never improved and execution remained dependent on individuals, with manual re-entry into SAP after every confirmation. HublerX deployed an end-to-end demand forecasting execution workflow that sits above SAP, converting historical order signals into ready-to-order, per-customer SKU suggestions and capturing confirmations directly on WhatsApp. Once confirmed, HublerX creates the SAP sales order via API with a unique Order Reference ID and full audit trail, eliminating manual re-entry and delays. HublerX runs the entire forecasting execution cycle end-to-end: it builds a living demand model, generates SKU-level suggestions per customer, delivers them via structured WhatsApp messages, captures edits and confirmations, and pushes a validated sales order into SAP instantly with a complete audit trail. Per-customer, per-SKU pattern modeling using 3 years of order history plus recent velocity weighting. Seasonality logic for Ramadan, Eid, Hajj, and identifiable HORECA/menu cycles. Shelf-life and lead-time constraints to reduce over-order risk before suggestions are sent. Automatic SAP sales order creation via API upon customer confirmation, with unique Order Reference ID and timestamp HublerX deployed an AI agentic demand forecasting workflow that turns historical order data into per-customer WhatsApp suggestions and instantly creates confirmed SAP orders via API—eliminating manual planning and re-entry.