{"decision_id": "DEC-fmcg-2026-04-25-1", "date": "2026-04-25", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-25-2", "date": "2026-04-25", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-25-3", "date": "2026-04-25", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-25-4", "date": "2026-04-25", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-25-5", "date": "2026-04-25", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-26-1", "date": "2026-04-26", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-26-2", "date": "2026-04-26", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-26-3", "date": "2026-04-26", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-26-4", "date": "2026-04-26", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-26-5", "date": "2026-04-26", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-27-1", "date": "2026-04-27", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-27-2", "date": "2026-04-27", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-27-3", "date": "2026-04-27", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-27-4", "date": "2026-04-27", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-27-5", "date": "2026-04-27", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-28-1", "date": "2026-04-28", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-28-2", "date": "2026-04-28", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-28-3", "date": "2026-04-28", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-28-4", "date": "2026-04-28", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-28-5", "date": "2026-04-28", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-29-1", "date": "2026-04-29", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-29-2", "date": "2026-04-29", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-29-3", "date": "2026-04-29", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-29-4", "date": "2026-04-29", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-29-5", "date": "2026-04-29", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-30-1", "date": "2026-04-30", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-30-2", "date": "2026-04-30", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-30-3", "date": "2026-04-30", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-30-4", "date": "2026-04-30", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-04-30-5", "date": "2026-04-30", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-01-1", "date": "2026-05-01", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-01-2", "date": "2026-05-01", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-01-3", "date": "2026-05-01", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-01-4", "date": "2026-05-01", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-01-5", "date": "2026-05-01", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-02-1", "date": "2026-05-02", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-02-2", "date": "2026-05-02", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-02-3", "date": "2026-05-02", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-02-4", "date": "2026-05-02", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-02-5", "date": "2026-05-02", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-03-1", "date": "2026-05-03", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-03-2", "date": "2026-05-03", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-03-3", "date": "2026-05-03", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-03-4", "date": "2026-05-03", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-03-5", "date": "2026-05-03", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-04-1", "date": "2026-05-04", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-04-2", "date": "2026-05-04", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-04-3", "date": "2026-05-04", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-04-4", "date": "2026-05-04", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-04-5", "date": "2026-05-04", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-05-1", "date": "2026-05-05", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-05-2", "date": "2026-05-05", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-05-3", "date": "2026-05-05", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-05-4", "date": "2026-05-05", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-05-5", "date": "2026-05-05", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-06-1", "date": "2026-05-06", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-06-2", "date": "2026-05-06", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-06-3", "date": "2026-05-06", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-06-4", "date": "2026-05-06", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-06-5", "date": "2026-05-06", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-07-1", "date": "2026-05-07", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-07-2", "date": "2026-05-07", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-07-3", "date": "2026-05-07", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-07-4", "date": "2026-05-07", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-07-5", "date": "2026-05-07", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-08-1", "date": "2026-05-08", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-08-2", "date": "2026-05-08", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-08-3", "date": "2026-05-08", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-08-4", "date": "2026-05-08", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-08-5", "date": "2026-05-08", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-09-1", "date": "2026-05-09", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-09-2", "date": "2026-05-09", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-09-3", "date": "2026-05-09", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-09-4", "date": "2026-05-09", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-09-5", "date": "2026-05-09", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-10-1", "date": "2026-05-10", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-10-2", "date": "2026-05-10", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-10-3", "date": "2026-05-10", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-10-4", "date": "2026-05-10", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-10-5", "date": "2026-05-10", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-11-1", "date": "2026-05-11", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-11-2", "date": "2026-05-11", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-11-3", "date": "2026-05-11", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-11-4", "date": "2026-05-11", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-11-5", "date": "2026-05-11", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-12-1", "date": "2026-05-12", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-12-2", "date": "2026-05-12", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-12-3", "date": "2026-05-12", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-12-4", "date": "2026-05-12", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-12-5", "date": "2026-05-12", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-13-1", "date": "2026-05-13", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-13-2", "date": "2026-05-13", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-13-3", "date": "2026-05-13", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-13-4", "date": "2026-05-13", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-13-5", "date": "2026-05-13", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-14-1", "date": "2026-05-14", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "escalate", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-14-2", "date": "2026-05-14", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-14-3", "date": "2026-05-14", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-14-4", "date": "2026-05-14", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-14-5", "date": "2026-05-14", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-15-1", "date": "2026-05-15", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-15-2", "date": "2026-05-15", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-15-3", "date": "2026-05-15", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-15-4", "date": "2026-05-15", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-15-5", "date": "2026-05-15", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-16-1", "date": "2026-05-16", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-16-2", "date": "2026-05-16", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-16-3", "date": "2026-05-16", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-16-4", "date": "2026-05-16", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-16-5", "date": "2026-05-16", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-17-1", "date": "2026-05-17", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-17-2", "date": "2026-05-17", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-17-3", "date": "2026-05-17", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-17-4", "date": "2026-05-17", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-17-5", "date": "2026-05-17", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-18-1", "date": "2026-05-18", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-18-2", "date": "2026-05-18", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-18-3", "date": "2026-05-18", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-18-4", "date": "2026-05-18", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-18-5", "date": "2026-05-18", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-19-1", "date": "2026-05-19", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-19-2", "date": "2026-05-19", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-19-3", "date": "2026-05-19", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-19-4", "date": "2026-05-19", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-19-5", "date": "2026-05-19", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-20-1", "date": "2026-05-20", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-20-2", "date": "2026-05-20", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "defer", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-20-3", "date": "2026-05-20", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "defer", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-20-4", "date": "2026-05-20", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-20-5", "date": "2026-05-20", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-21-1", "date": "2026-05-21", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin/Tesco Putrajaya", "agents_involved": ["DDPA", "TWFA"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Auto-generated from DDPA, TWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-21-2", "date": "2026-05-21", "priority": "P0", "decision": "Delist 24 underperforming kids flavour SKUs", "agents_involved": ["BPPA", "MILA"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Auto-generated from BPPA, MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-21-3", "date": "2026-05-21", "priority": "P0", "decision": "Run Plant 2 Saturday OT for festive backlog", "agents_involved": ["MILA"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Auto-generated from MILA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-21-4", "date": "2026-05-21", "priority": "P2", "decision": "Pre-cool Klang DC 02:00-05:00 TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 480k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-21-5", "date": "2026-05-21", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["TWFA", "BPPA"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "Auto-generated from TWFA, BPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-fmcg-2026-05-22-1", "date": "2026-05-22", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin / Tesco Putrajaya", "agents_involved": ["Promo Agent", "Salesforce Agent"], "rm_impact": "+RM 3.4M", "recommended_action": "defer", "why": "Nielsen Scantrack sell-through at Mydin & Tesco Putrajaya on SKU-03102 2L Water 6-pack is running 7,900 units/wk against a 10,400-unit ceiling once a +32% trade lift is fired; modelled portfolio impact RM 3.4M over the Aidilfitri 6-week window assuming Plant 2 Penang can hold fill-rate above 96%.", "justifications": [{"agent": "Promo Agent", "headline": "+32% trade lift on 2L pack unlocks RM 1.0M/outlet at Mydin/Tesco Putrajaya", "commentary": "Sell-through on SKU-03102 2L Water 6-pack at Mydin Putrajaya tracking 7,900 units/wk vs forecast 10,400 at the proposed +32% trade lift. Nielsen Scantrack panel confirms category share is up 2.4 pts WoW and the 2L SKU is indexing 118 vs the bottled-water basket. Promo elasticity model (last 26 weeks) puts payback at week 3 of the campaign at Mydin / Tesco Putrajaya, with downstream pull at AEON Bukit Tinggi and Lotus's Cheras as halo outlets. KPDN Category B price-control ceiling (RM 2.55/L) leaves RM 0.18/L of trade-spend headroom.", "evidence": ["Nielsen Scantrack week-16 panel: 2L pack +24% units, +18% value vs LY", "Mydin Putrajaya sell-through: 7,900 units/wk; Tesco Putrajaya: 6,478 units/wk (7-day trailing)", "Modelled uplift +RM 1.0M per outlet over 6-week Aidilfitri window at +32% trade lift", "KPDN price-control Category B ceiling RM 2.55/L; current shelf RM 2.33/L leaves RM 0.18/L trade-spend headroom", "Halal lot CIDB-12-2442 cleared by JAKIM 19 May 2026; supply continuity confirmed by Plant 2 Penang"], "actions": ["Fire trade-spend RM 400k against Mydin & Tesco Putrajaya for 6-week Aidilfitri window", "Lock secondary placement (gondola + endcap) at 14 modern-trade outlets via Salesforce Agent", "Daily Nielsen Scantrack pull to verify +35% sell-through threshold holds"], "risk": "Probability 12% that competitor (Spritzer 2L) fires a matching trade lift within 7 days, eroding the gap to +12% net; if Plant 2 Penang line OEE drops below 78% the fill-rate at Mydin Putrajaya falls under 94% and we forfeit RM 0.6M of the modelled uplift. Mitigation: pre-position 2 weeks safety stock at Klang DC and hold RM 80k of trade reserve for a defensive counter-promo.", "confidence": 0.84, "signals": ["sell_through_mydin_putrajaya=7,900_units_wk", "sell_through_tesco_putrajaya=6,478_units_wk", "nielsen_category_share_delta=+2.6pts_WoW", "trade_spend_headroom=RM_0.18/L_under_KPDN_ceiling", "competitor_promo_index=Spritzer_2L_no_lift_detected"]}, {"agent": "Salesforce Agent", "headline": "Distributor & traditional-trade pull ready; 14 of 14 modern-trade outlets confirmed gondola", "commentary": "Distributor coverage in Selangor + WP confirms 14/14 modern-trade outlets have committed gondola + endcap space for the Aidilfitri 2L promo. Sundry / traditional-trade pull through Bumi distributors in Klang Valley holds at 84% planogram compliance — above the 70% threshold needed to support the modelled +RM 3.4M. East Coast distributor under AR watch (see DEC-5) deliberately excluded from this lift to avoid stretching credit.", "commentary_alt": "", "evidence": ["Distributor coverage Klang Valley: 14/14 outlets confirmed gondola + endcap for 2L Aidilfitri promo", "Traditional-trade planogram compliance: 84% (target 70%) across 1,240 sundry outlets in Selangor + WP", "Distributor sell-in for SKU-03102 already +30% WoW; safety stock at Klang DC at 16 days cover", "East Coast distributor (RM 14M AR exposure) deliberately excluded — see DEC-fmcg-2026-05-22-5", "Mydin & Tesco buyer sign-off received 22 May 2026; PO window open until 28 May 2026"], "actions": ["Confirm gondola + endcap lock at remaining 2 outlets (Tesco Mutiara Damansara, AEON Shah Alam)", "Push 16-day safety stock from Klang DC to 6 Mydin & 4 Tesco stores via dedicated milk-run", "Brief traditional-trade reps on +35% sell-through tracking via Salesforce mobile app"], "risk": "Probability 14% that PO window with Mydin closes 28 May before final lift is approved by CEO, pushing the promo to the post-Aidilfitri window where elasticity drops by ~40%. Secondary risk: if distributor sell-in continues to outpace sell-out by >15% we accumulate trade stock and trigger returns post-festive. Mitigation: pre-clear with CEO by 25 May and cap distributor sell-in at +28% WoW.", "confidence": 0.82, "signals": ["modern_trade_gondola_lock=14/14_outlets", "traditional_trade_planogram_compliance=84%", "klang_dc_safety_stock=16_days_cover", "distributor_sellin_WoW=+30%", "mydin_PO_window_closes=2026-05-28"]}], "signal_trend": {"name": "Mydin Putrajaya 2L sell-through (units/wk)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [6100, 6300, 6600, 6900, 7300, 7600, 7900], "threshold": 8500, "annotation": "Sell-through approaching 8,500 unit/wk trigger; Aidilfitri-window promo elasticity peaks here. Recommend DEFER."}}
{"decision_id": "DEC-fmcg-2026-05-22-2", "date": "2026-05-22", "priority": "P0", "decision": "Delist 24 underperforming kids flavour-variant SKUs", "agents_involved": ["Brand Agent", "S&OP Agent"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Brand Agent flags 19 of 38 kids-flavour variants (SKU-04421 Sambal-Set 500g family + SKU-04510 Choco-Burst kids range) below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods; S&OP confirms Plant 3 Johor changeover cost RM 38k/SKU and inventory write-down ~RM 1.4M. Annualised margin recovery RM 5.4M after halal CIDB-12 lot run-out.", "justifications": [{"agent": "Brand Agent", "headline": "19 kids flavour variants below RM 12k/SKU/month margin floor for 6+ Nielsen periods", "commentary": "Portfolio scan across the kids-flavour shelf shows 19 variants — concentrated in SKU-04421 Sambal-Set 500g family and SKU-04510 Choco-Burst kids range — running below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods. Nielsen weighted distribution on these SKUs has slipped from 64% to 46% over 13 weeks. Mother-brand cannibalisation analysis shows 70% of lost volume migrates within the portfolio (to SKU-04420 Sambal-Set 250g and SKU-04500 Choco-Burst core), so net category exit is limited to 14%.", "evidence": ["19 SKUs below RM 12k/SKU/month GM floor for 6 consecutive Nielsen periods (W12-W19 2026)", "Nielsen weighted distribution slipped from 64% to 46% over 13 weeks across affected variants", "Cannibalisation rebound: 70% of lost volume migrates to SKU-04420 Sambal-Set 250g + SKU-04500 Choco-Burst core", "Annualised GM recovery RM 5.4M net of RM 0.8M one-off delisting cost", "MOH food-labelling refresh due Q3 2026 — delisting before the relabel avoids RM 342 artwork sunk cost"], "actions": ["Issue 90-day delist notice to Mydin / Tesco / AEON / Lotus's / Lulu for 19 variants", "Redirect RM 1.2M of trade-spend to SKU-04420 + SKU-04500 mother-brand defensive promo", "Brief Brand Marketing on cannibalisation guard-rails and rebound tracking"], "risk": "Probability 18% that a key retailer (likely AEON) demands a cross-portfolio listing concession (e.g. forced listing of a new SKU at unfavourable terms) in exchange for accepting the delist. Probability 15% that cannibalisation rebound is overstated and we lose 8-10% of category share permanently to a competitor (Mamee or Munchy's). Mitigation: pre-negotiate slot fee waiver with AEON and AEON Big buyer before issuing the notice.", "confidence": 0.83, "signals": ["skus_below_margin_floor=19/38", "nielsen_weighted_distribution=46%", "cannibalisation_rebound=70%", "annualised_GM_recovery=RM_5.4M", "MOH_relabel_deadline=Q3_2026"]}, {"agent": "S&OP Agent", "headline": "Plant 3 Johor frees 8 changeover slots/wk; inventory write-down capped at RM 1.4M", "commentary": "Plant 3 Johor currently absorbs 8 changeover slots/wk supporting the 19 marginal variants — each changeover costs RM 38k and erodes line OEE by 4.2 pts. Delisting frees the slots for festive runs on SKU-04420 + SKU-04500 (currently capacity-constrained at 92% utilisation). Run-out plan against current halal CIDB-12-2442 lots caps inventory write-down at RM 1.4M; the remaining stock clears through 5 DCs (Penang, Klang, Johor, Kuantan, Kota Kinabalu) over 12 weeks with a 22% clearance markdown.", "evidence": ["Plant 3 Johor changeover slots freed: 8/wk, RM 38k saved per changeover (~RM 15.8M/yr)", "Line OEE recovery: +4.2 pts on Line 2 Johor, +2.8 pts on Line 4 Johor", "Inventory write-down capped at RM 1.4M against current halal CIDB-12-2442 lots", "Run-out window: 12 weeks across 5 DCs at 22% markdown; clearance modelled by S&OP run-out engine on 21 May 2026", "Plant 3 Johor freed capacity reallocated to SKU-04420 + SKU-04500 (currently 90% utilised)"], "actions": ["Lock run-out window 1 Jun – 24 Aug 2026; clear via 5 DCs at 22% markdown", "Reschedule Plant 3 Johor Line 2 + Line 4 to absorb SKU-04420 + SKU-04500 festive volume", "Issue formal delist memo to KPDN + JAKIM for the 24 affected halal lots"], "risk": "Probability 14% that the run-out window slips beyond 24 Aug because Sabah + Sarawak DC clearance lags East Malaysia retailers; this would push inventory write-down to RM 1.7999999999999998M and breach finance gate. Secondary risk: Plant 3 Johor Line 4 reliability has degraded (unplanned downtime +12% YoY) — freed capacity may not fully convert. Mitigation: pre-stage Sabah + Sarawak clearance with Lulu and Servay; Plant Agent runs predictive maintenance on Line 4 in week 1 of run-out.", "confidence": 0.81, "signals": ["plant3_johor_changeover_slots_freed=8/wk", "line_OEE_recovery=+4.2pts_line2_johor", "inventory_writedown=RM_1.4M", "runout_window_weeks=12", "plant3_capacity_utilisation_post_delist=90%"]}], "signal_trend": {"name": "Kids flavour SKUs below margin floor (count)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [12, 13, 14, 15, 16, 18, 19], "threshold": 18, "annotation": "19 SKUs now sub-floor — well above the 18-SKU portfolio guardrail. Delisting window aligns with MOH Q3 relabel. Recommend ESCALATE."}}
{"decision_id": "DEC-fmcg-2026-05-22-3", "date": "2026-05-22", "priority": "P0", "decision": "Run Plant 2 Penang Saturday OT for festive backlog", "agents_involved": ["S&OP Agent", "Plant Agent"], "rm_impact": "+RM 2.8M", "recommended_action": "escalate", "why": "Aidilfitri festive backlog at Plant 2 Penang reached 138,000 units across SKU-03102 2L Water 6-pack, SKU-04421 Sambal-Set 500g and SKU-02210 Personal-Care Bundle. 10-hour Saturday OT on Line 1 + Line 3 clears the backlog before the Mydin / Tesco 28 May PO window closes and protects RM 2.8M of confirmed orders.", "justifications": [{"agent": "S&OP Agent", "headline": "Backlog at Plant 2 Penang hit 138,000 units — 10h Sat OT clears 92% before PO window closes", "commentary": "Festive backlog at Plant 2 Penang reached 138,000 units against a 110,000-unit weekly throughput, driven by Aidilfitri pull on SKU-03102 2L Water 6-pack (57,960 units), SKU-04421 Sambal-Set 500g (42,780) and SKU-02210 Personal-Care Bundle (37,260). Mydin and Tesco PO window closes 28 May 2026; missing it pushes RM 2.8M of confirmed orders into the post-festive trough where margin compresses by 18%. 10-hour Saturday OT on Line 1 + Line 3 clears 92% of the backlog at RM 480k OT cost — net +RM 2.32M.", "evidence": ["Backlog at Plant 2 Penang: 138,000 units across 3 SKUs (snapshot 21 May 2026 14:00)", "Mydin + Tesco PO window closes 28 May 2026 06:00; missing the window costs RM 2.8M of confirmed orders", "OT cost: RM 480k for 10h Sat OT (Line 1 + Line 3, 142 operators) per HR shift differential", "Net P&L impact: +RM 2.32M after OT cost; ROI 4.8x vs RM 480k spend", "Klang DC + Penang DC inbound slots confirmed for Sun 26 May 06:00 delivery"], "actions": ["Approve 10h Saturday OT on Plant 2 Penang Line 1 + Line 3 for 24 + 31 May", "Confirm Sun 06:00 inbound delivery slots at Klang DC + Penang DC", "Daily backlog burn-down report to Chief of Staff via Plant Agent"], "risk": "Probability 12% that JAKIM halal lot release for CIDB-12-2442 runs slow and we lose 4-6 hours of the OT window. Probability 10% that operator no-show on Saturday OT exceeds 8% (festive absenteeism baseline) and Line 3 falls under-staffed. Mitigation: pre-clear halal lot release with JAKIM Penang office by Fri 22 May 14:00 and offer a RM 80 attendance bonus to cap absenteeism at 4%.", "confidence": 0.85, "signals": ["plant2_penang_backlog=138,000_units", "mydin_tesco_PO_window=2026-05-28_06:00", "OT_cost=RM_480k_for_10h", "net_PL_impact=+RM_2.32M", "klang_DC_inbound_slot=2026-05-26_06:00_confirmed"]}, {"agent": "Plant Agent", "headline": "Line 1 + Line 3 OEE healthy at 88%; predictive maintenance clears Sat OT window", "commentary": "Plant 2 Penang Line 1 (2L Water filler) is running at 88% OEE with no critical-path maintenance flagged for the 24/31 May Saturday OT window. Line 3 (Sambal-Set + Personal-Care multi-pack) is at 85% OEE; predictive maintenance model (vibration + bearing-temp on Asset PM2-L3-04) flags a 14% probability of unplanned stop in the next 72 hours — addressable by a 90-minute preventive intervention on Fri evening. Halal lot CIDB-12-2442 clearance window opens Fri 22 May 18:00, fully compatible with Sat 06:00 OT start.", "evidence": ["Line 1 OEE 7-day avg: 88% (target 80%); no critical maintenance flags", "Line 3 OEE 7-day avg: 85%; PdM flags 14% unplanned-stop risk on Asset PM2-L3-04 (resolvable in 90 min PM)", "Halal lot CIDB-12-2442 JAKIM release window: Fri 22 May 18:00", "Operator headcount: 142 confirmed for Sat OT; 4% absenteeism contingency holds", "Energy: TNB off-peak Sat tariff applies; OT power cost +RM 18k included in RM 480k"], "actions": ["Run 90-min preventive maintenance on Asset PM2-L3-04 Fri 22 May 19:30", "Lock halal-lot CIDB-12-2442 JAKIM release at 18:00 Fri", "Hot-standby Line 2 mechanic on call for Sat OT window"], "risk": "Probability 18% that Asset PM2-L3-04 stops despite PM, costing 2-4 OT hours on Line 3 and ~28,000 units of SKU-04421. Probability 8% that ambient humidity at Penang plant exceeds 78% Saturday morning, slowing the 2L bottle-cap torque test on Line 1. Mitigation: pre-stage spare bearing kit for PM2-L3-04 and run HVAC dehumidifier overnight Fri.", "confidence": 0.82, "signals": ["plant2_line1_OEE=88%", "plant2_line3_OEE=85%", "PdM_unplanned_stop_risk_PM2-L3-04=14%", "halal_lot_release=CIDB-12-244222", "operator_headcount_sat_OT=142_confirmed"]}], "signal_trend": {"name": "Plant 2 Penang backlog (units, 7d)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [72000, 84000, 96000, 108000, 118000, 128000, 138000], "threshold": 120000, "annotation": "Backlog breached the 120k-unit OT trigger on day 6 of the window. Sat OT recovers 92% before 28 May PO close. Recommend ESCALATE."}}
{"decision_id": "DEC-fmcg-2026-05-22-4", "date": "2026-05-22", "priority": "P2", "decision": "Pre-cool Klang DC 02:00–05:00 to dodge TNB ToU peak (14:00–22:00 weekdays)", "agents_involved": ["Plant Agent"], "rm_impact": "+RM 480k/month", "recommended_action": "defer", "why": "Klang DC chiller load is peaking at 1,680 kW during TNB ToU peak (14:00–22:00 weekdays) at RM 0.625/kWh. Shifting pre-cool to 02:00–05:00 off-peak window (RM 0.218/kWh) saves RM 480k/month with no SLA degradation on chilled / ambient SKUs (SKU-02210 Personal-Care, SKU-04421 Sambal-Set).", "justifications": [{"agent": "Plant Agent", "headline": "TNB ToU peak load at 1,680 kW — 02:00–05:00 pre-cool saves RM 480k/month", "commentary": "Klang DC chiller-bank load profile (last 7 days) shows 1,680 kW peak between 14:00–17:00, fully inside the TNB ToU peak window (14:00–22:00 weekdays) at RM 0.625/kWh. Thermal model (HVAC + product thermal mass) shows the DC can hold setpoint +2°C drift for 9 hours after a 02:00–05:00 pre-cool to 1°C below setpoint — entirely within GDP / MOH chilled-storage tolerance for personal-care and dry-goods. Monthly net saving RM 480k after RM 22k incremental wear on chiller compressors.", "evidence": ["Klang DC peak chiller load: 1,680 kW @ 14:00–17:00 (TNB ToU peak)", "TNB tariff differential: RM 0.625/kWh peak vs RM 0.218/kWh off-peak = RM 0.407/kWh delta", "Monthly kWh shift: ~1.18M kWh × RM 0.407 = RM 480k gross saving", "Thermal-mass model: setpoint +2°C drift for 9h post pre-cool; GDP tolerance is +3°C for 12h", "Chiller wear: RM 22k/month incremental compressor cycling (modelled across 4 York YS chillers at Klang DC)"], "actions": ["Reprogram Klang DC BMS to pre-cool 02:00–05:00 Mon-Fri starting 27 May 2026", "Add chiller-vibration trend to PdM dashboard to monitor incremental wear", "Run 30-day A/B on Klang DC vs Penang DC (control) to confirm RM 480k saving"], "risk": "Probability 14% that haze + ambient heat events (typical in June–Sep) push afternoon load back above 1,750 kW even with pre-cool, clawing back ~RM 80k/month. Probability 8% that TNB peak window shifts under MyBEET energy-policy review (rumoured for H2 2026), changing the economics. Mitigation: build a 20% buffer in the saving forecast and review monthly against actual TNB bills.", "confidence": 0.8, "signals": ["klang_DC_peak_load_kW=1,680", "TNB_peak_tariff=RM_0.625/kWh", "TNB_offpeak_tariff=RM_0.218/kWh", "thermal_drift_capacity=+2°C_for_9h", "monthly_net_saving=RM_480k"]}], "signal_trend": {"name": "Klang DC chiller peak load (kW, 7d)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [1500, 1540, 1580, 1620, 1640, 1660, 1680], "threshold": 1700, "annotation": "Peak load 1,680 kW at the 1,700 kW pre-cool trigger; 02:00–05:00 shift recommended. Recommend DEFER."}}
{"decision_id": "DEC-fmcg-2026-05-22-5", "date": "2026-05-22", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["Salesforce Agent", "Brand Agent"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "East Coast distributor (Kelantan + Terengganu coverage, ~620 traditional-trade outlets) AR ageing has crossed 54 days at RM 12.4M outstanding — breaches 45-day finance covenant. Forced write-down risk RM 4.8M; brand exposure on SKU-04421 Sambal-Set 500g (43% of distributor mix) requires CEO sign-off on credit-hold and alternate-route plan.", "justifications": [{"agent": "Salesforce Agent", "headline": "East Coast distributor AR at RM 12.4M / 54 days — covenant breached, credit-hold recommended", "commentary": "East Coast distributor (covers Kelantan + Terengganu, 620 traditional-trade outlets) AR has aged to 54 days at RM 12.4M outstanding — 15+ days past the 45-day finance covenant. Cash collection over the last 4 weeks averaged RM 0.8M/wk vs RM 1.4M required to hold steady. Distributor cites Aidilfitri trade-stock build-up and secondary-collection lag from sundry outlets. Recommend immediate credit-hold on new orders + 14-day cure period before triggering force-majeure clauses. Alternate route via Pahang sub-distributor identified for critical SKU continuity.", "evidence": ["AR ageing: RM 12.4M at 54 days vs 45-day covenant", "Cash collection 4-wk avg: RM 0.8M/wk vs RM 1.4M required", "Distributor coverage: 620 traditional-trade outlets across Kelantan + Terengganu (~14% of national TT volume)", "Trade-stock at distributor warehouse: 40 days cover — 2x normal (Aidilfitri build-up)", "Alternate route via Pahang sub-distributor (Syarikat Edaran Timur) validated for SKU-04421 + SKU-03102 within 7 days"], "actions": ["Trigger formal credit-hold on East Coast distributor; CEO sign-off required", "Open 14-day cure window with payment schedule (RM 4M/wk × 3 weeks + balance forward)", "Activate Pahang sub-distributor as alternate route for SKU-04421 + SKU-03102"], "risk": "Probability 36% that the distributor disputes the credit-hold and triggers a trade-press incident in Kelantan / Terengganu — localised reputational hit but limited national impact. Probability 24% that the cure plan fails and we proceed to RM 4.8M write-down in Q3. Probability 12% that competitor (Brahim's, Adabi) captures the East Coast TT shelf in the 4-6 week alternate-route ramp-up window. Mitigation: pre-brief KPDN East Coast office on the credit dispute and lock the Pahang alternate route within 7 days.", "confidence": 0.83, "signals": ["east_coast_AR_days=54", "east_coast_AR_amount=RM_12.4M", "cash_collection_4wk_avg=RM_0.8M/wk", "distributor_trade_stock_days=40", "alternate_route_pahang_validated=true"]}, {"agent": "Brand Agent", "headline": "SKU-04421 Sambal-Set 500g brand exposure 43% of East Coast mix — protect continuity", "commentary": "SKU-04421 Sambal-Set 500g represents 43% of East Coast distributor mix and holds 28% share of the Kelantan + Terengganu sambal category (Nielsen Scantrack W19 2026). A 4-6 week absence from the shelf during the alternate-route ramp would let Brahim's and Adabi capture an estimated 5-7 pts of share — equivalent to RM 2.2M of annualised brand value. Brand Agent recommends a defensive RM 280k co-op promo through the Pahang alternate route to hold facings while the AR dispute resolves.", "evidence": ["SKU-04421 = 43% of East Coast distributor mix; 28% category share in Kelantan + Terengganu (Nielsen W19 2026)", "Brand value at risk if 4-6 week shelf gap: RM 2.2M annualised", "Competitor watch: Brahim's at 22% share, Adabi at 16%; both have active trade promos in the region", "Defensive co-op promo cost: RM 280k over 6 weeks via Pahang sub-distributor", "JAKIM halal status unchanged — no continuity risk on lot supply"], "actions": ["Fund RM 280k defensive co-op promo via Pahang alternate route from 1 Jun 2026", "Brief Brand Marketing on competitor watch (Brahim's, Adabi) — daily Nielsen pull", "Track share retention weekly; tripwire at 25% to escalate to CEO"], "risk": "Probability 30% that the Pahang sub-distributor cannot achieve >70% planogram compliance in the East Coast TT base within 6 weeks, limiting the defensive promo's effectiveness. Probability 18% that localised sentiment in Kelantan / Terengganu turns against the brand because of the visible distributor switch, costing 1-2 pts of share permanently. Mitigation: localise the co-op promo with East Coast language + imagery and brief 12 key Kelantan / Terengganu sundry associations directly.", "confidence": 0.8, "signals": ["SKU04421_share_east_coast=28%", "east_coast_mix_share=43%", "brand_value_at_risk=RM_2.2M", "competitor_brahims_share=22%", "defensive_promo_budget=RM_280k"]}], "signal_trend": {"name": "East Coast distributor AR ageing (days, 7d)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [36, 40, 43, 46, 48, 51, 54], "threshold": 45, "annotation": "AR ageing crossed the 45-day covenant on day 4 of the window; now at 54 days. Escalate to CEO for credit-hold + cure plan."}}
{"decision_id": "DEC-fmcg-2026-05-23-1", "date": "2026-05-23", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin / Tesco Putrajaya", "agents_involved": ["Promo Agent", "Salesforce Agent"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Nielsen Scantrack sell-through at Mydin & Tesco Putrajaya on SKU-03102 2L Water 6-pack is running 8,600 units/wk against a 11,600-unit ceiling once a +35% trade lift is fired; modelled portfolio impact RM 3.4M over the Aidilfitri 6-week window assuming Plant 2 Penang can hold fill-rate above 96%.", "justifications": [{"agent": "Promo Agent", "headline": "+35% trade lift on 2L pack unlocks RM 1.2M/outlet at Mydin/Tesco Putrajaya", "commentary": "Sell-through on SKU-03102 2L Water 6-pack at Mydin Putrajaya tracking 8,600 units/wk vs forecast 11,600 at the proposed +35% trade lift. Nielsen Scantrack panel confirms category share is up 2.4 pts WoW and the 2L SKU is indexing 118 vs the bottled-water basket. Promo elasticity model (last 26 weeks) puts payback at week 3 of the campaign at Mydin / Tesco Putrajaya, with downstream pull at AEON Bukit Tinggi and Lotus's Cheras as halo outlets. KPDN Category B price-control ceiling (RM 2.55/L) leaves RM 0.18/L of trade-spend headroom.", "evidence": ["Nielsen Scantrack week-15 panel: 2L pack +21% units, +16% value vs LY", "Mydin Putrajaya sell-through: 8,600 units/wk; Tesco Putrajaya: 7,052 units/wk (7-day trailing)", "Modelled uplift +RM 1.2M per outlet over 6-week Aidilfitri window at +35% trade lift", "KPDN price-control Category B ceiling RM 2.55/L; current shelf RM 2.35/L leaves RM 0.18/L trade-spend headroom", "Halal lot CIDB-12-2441 cleared by JAKIM 19 May 2026; supply continuity confirmed by Plant 2 Penang"], "actions": ["Fire trade-spend RM 360k against Mydin & Tesco Putrajaya for 6-week Aidilfitri window", "Lock secondary placement (gondola + endcap) at 14 modern-trade outlets via Salesforce Agent", "Daily Nielsen Scantrack pull to verify +35% sell-through threshold holds"], "risk": "Probability 15% that competitor (Spritzer 2L) fires a matching trade lift within 7 days, eroding the gap to +12% net; if Plant 2 Penang line OEE drops below 78% the fill-rate at Mydin Putrajaya falls under 94% and we forfeit RM 0.6M of the modelled uplift. Mitigation: pre-position 2 weeks safety stock at Klang DC and hold RM 80k of trade reserve for a defensive counter-promo.", "confidence": 0.88, "signals": ["sell_through_mydin_putrajaya=8,600_units_wk", "sell_through_tesco_putrajaya=7,052_units_wk", "nielsen_category_share_delta=+2.5pts_WoW", "trade_spend_headroom=RM_0.18/L_under_KPDN_ceiling", "competitor_promo_index=Spritzer_2L_no_lift_detected"]}, {"agent": "Salesforce Agent", "headline": "Distributor & traditional-trade pull ready; 13 of 14 modern-trade outlets confirmed gondola", "commentary": "Distributor coverage in Selangor + WP confirms 13/14 modern-trade outlets have committed gondola + endcap space for the Aidilfitri 2L promo. Sundry / traditional-trade pull through Bumi distributors in Klang Valley holds at 81% planogram compliance — above the 70% threshold needed to support the modelled +RM 3.4M. East Coast distributor under AR watch (see DEC-5) deliberately excluded from this lift to avoid stretching credit.", "commentary_alt": "", "evidence": ["Distributor coverage Klang Valley: 13/14 outlets confirmed gondola + endcap for 2L Aidilfitri promo", "Traditional-trade planogram compliance: 81% (target 70%) across 1,240 sundry outlets in Selangor + WP", "Distributor sell-in for SKU-03102 already +26% WoW; safety stock at Klang DC at 15 days cover", "East Coast distributor (RM 14M AR exposure) deliberately excluded — see DEC-fmcg-2026-05-23-5", "Mydin & Tesco buyer sign-off received 21 May 2026; PO window open until 28 May 2026"], "actions": ["Confirm gondola + endcap lock at remaining 2 outlets (Tesco Mutiara Damansara, AEON Shah Alam)", "Push 15-day safety stock from Klang DC to 6 Mydin & 4 Tesco stores via dedicated milk-run", "Brief traditional-trade reps on +35% sell-through tracking via Salesforce mobile app"], "risk": "Probability 18% that PO window with Mydin closes 28 May before final lift is approved by CEO, pushing the promo to the post-Aidilfitri window where elasticity drops by ~40%. Secondary risk: if distributor sell-in continues to outpace sell-out by >15% we accumulate trade stock and trigger returns post-festive. Mitigation: pre-clear with CEO by 25 May and cap distributor sell-in at +28% WoW.", "confidence": 0.86, "signals": ["modern_trade_gondola_lock=13/14_outlets", "traditional_trade_planogram_compliance=81%", "klang_dc_safety_stock=15_days_cover", "distributor_sellin_WoW=+26%", "mydin_PO_window_closes=2026-05-28"]}], "signal_trend": {"name": "Mydin Putrajaya 2L sell-through (units/wk)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [6400, 6700, 7100, 7500, 7900, 8300, 8600], "threshold": 8500, "annotation": "Sell-through above 8,500 unit/wk trigger; Aidilfitri-window promo elasticity peaks here. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-23-2", "date": "2026-05-23", "priority": "P0", "decision": "Delist 24 underperforming kids flavour-variant SKUs", "agents_involved": ["Brand Agent", "S&OP Agent"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "approve", "why": "Brand Agent flags 22 of 38 kids-flavour variants (SKU-04421 Sambal-Set 500g family + SKU-04510 Choco-Burst kids range) below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods; S&OP confirms Plant 3 Johor changeover cost RM 38k/SKU and inventory write-down ~RM 1.6M. Annualised margin recovery RM 5.8M after halal CIDB-12 lot run-out.", "justifications": [{"agent": "Brand Agent", "headline": "22 kids flavour variants below RM 12k/SKU/month margin floor for 6+ Nielsen periods", "commentary": "Portfolio scan across the kids-flavour shelf shows 22 variants — concentrated in SKU-04421 Sambal-Set 500g family and SKU-04510 Choco-Burst kids range — running below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods. Nielsen weighted distribution on these SKUs has slipped from 64% to 49% over 13 weeks. Mother-brand cannibalisation analysis shows 69% of lost volume migrates within the portfolio (to SKU-04420 Sambal-Set 250g and SKU-04500 Choco-Burst core), so net category exit is limited to 16%.", "evidence": ["22 SKUs below RM 12k/SKU/month GM floor for 6 consecutive Nielsen periods (W12-W18 2026)", "Nielsen weighted distribution slipped from 64% to 49% over 13 weeks across affected variants", "Cannibalisation rebound: 69% of lost volume migrates to SKU-04420 Sambal-Set 250g + SKU-04500 Choco-Burst core", "Annualised GM recovery RM 5.8M net of RM 0.8M one-off delisting cost", "MOH food-labelling refresh due Q3 2026 — delisting before the relabel avoids RM 396 artwork sunk cost"], "actions": ["Issue 90-day delist notice to Mydin / Tesco / AEON / Lotus's / Lulu for 22 variants", "Redirect RM 1.2M of trade-spend to SKU-04420 + SKU-04500 mother-brand defensive promo", "Brief Brand Marketing on cannibalisation guard-rails and rebound tracking"], "risk": "Probability 22% that a key retailer (likely AEON) demands a cross-portfolio listing concession (e.g. forced listing of a new SKU at unfavourable terms) in exchange for accepting the delist. Probability 15% that cannibalisation rebound is overstated and we lose 8-10% of category share permanently to a competitor (Mamee or Munchy's). Mitigation: pre-negotiate slot fee waiver with AEON and AEON Big buyer before issuing the notice.", "confidence": 0.87, "signals": ["skus_below_margin_floor=22/38", "nielsen_weighted_distribution=49%", "cannibalisation_rebound=69%", "annualised_GM_recovery=RM_5.8M", "MOH_relabel_deadline=Q3_2026"]}, {"agent": "S&OP Agent", "headline": "Plant 3 Johor frees 7 changeover slots/wk; inventory write-down capped at RM 1.6M", "commentary": "Plant 3 Johor currently absorbs 7 changeover slots/wk supporting the 22 marginal variants — each changeover costs RM 38k and erodes line OEE by 4.2 pts. Delisting frees the slots for festive runs on SKU-04420 + SKU-04500 (currently capacity-constrained at 92% utilisation). Run-out plan against current halal CIDB-12-2441 lots caps inventory write-down at RM 1.6M; the remaining stock clears through 5 DCs (Penang, Klang, Johor, Kuantan, Kota Kinabalu) over 12 weeks with a 22% clearance markdown.", "evidence": ["Plant 3 Johor changeover slots freed: 7/wk, RM 38k saved per changeover (~RM 13.8M/yr)", "Line OEE recovery: +4.2 pts on Line 2 Johor, +2.8 pts on Line 4 Johor", "Inventory write-down capped at RM 1.6M against current halal CIDB-12-2441 lots", "Run-out window: 12 weeks across 5 DCs at 22% markdown; clearance modelled by S&OP run-out engine on 21 May 2026", "Plant 3 Johor freed capacity reallocated to SKU-04420 + SKU-04500 (currently 91% utilised)"], "actions": ["Lock run-out window 1 Jun – 24 Aug 2026; clear via 5 DCs at 22% markdown", "Reschedule Plant 3 Johor Line 2 + Line 4 to absorb SKU-04420 + SKU-04500 festive volume", "Issue formal delist memo to KPDN + JAKIM for the 24 affected halal lots"], "risk": "Probability 17% that the run-out window slips beyond 24 Aug because Sabah + Sarawak DC clearance lags East Malaysia retailers; this would push inventory write-down to RM 2.0M and breach finance gate. Secondary risk: Plant 3 Johor Line 4 reliability has degraded (unplanned downtime +12% YoY) — freed capacity may not fully convert. Mitigation: pre-stage Sabah + Sarawak clearance with Lulu and Servay; Plant Agent runs predictive maintenance on Line 4 in week 1 of run-out.", "confidence": 0.85, "signals": ["plant3_johor_changeover_slots_freed=7/wk", "line_OEE_recovery=+4.2pts_line2_johor", "inventory_writedown=RM_1.6M", "runout_window_weeks=12", "plant3_capacity_utilisation_post_delist=91%"]}], "signal_trend": {"name": "Kids flavour SKUs below margin floor (count)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [14, 16, 17, 18, 19, 21, 22], "threshold": 18, "annotation": "22 SKUs now sub-floor — well above the 18-SKU portfolio guardrail. Delisting window aligns with MOH Q3 relabel. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-23-3", "date": "2026-05-23", "priority": "P0", "decision": "Run Plant 2 Penang Saturday OT for festive backlog", "agents_involved": ["S&OP Agent", "Plant Agent"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Aidilfitri festive backlog at Plant 2 Penang reached 162,000 units across SKU-03102 2L Water 6-pack, SKU-04421 Sambal-Set 500g and SKU-02210 Personal-Care Bundle. 12-hour Saturday OT on Line 1 + Line 3 clears the backlog before the Mydin / Tesco 28 May PO window closes and protects RM 2.8M of confirmed orders.", "justifications": [{"agent": "S&OP Agent", "headline": "Backlog at Plant 2 Penang hit 162,000 units — 12h Sat OT clears 92% before PO window closes", "commentary": "Festive backlog at Plant 2 Penang reached 162,000 units against a 110,000-unit weekly throughput, driven by Aidilfitri pull on SKU-03102 2L Water 6-pack (68,040 units), SKU-04421 Sambal-Set 500g (50,220) and SKU-02210 Personal-Care Bundle (43,740). Mydin and Tesco PO window closes 28 May 2026; missing it pushes RM 2.8M of confirmed orders into the post-festive trough where margin compresses by 18%. 12-hour Saturday OT on Line 1 + Line 3 clears 92% of the backlog at RM 480k OT cost — net +RM 2.32M.", "evidence": ["Backlog at Plant 2 Penang: 162,000 units across 3 SKUs (snapshot 21 May 2026 14:00)", "Mydin + Tesco PO window closes 28 May 2026 06:00; missing the window costs RM 2.8M of confirmed orders", "OT cost: RM 480k for 12h Sat OT (Line 1 + Line 3, 142 operators) per HR shift differential", "Net P&L impact: +RM 2.32M after OT cost; ROI 4.8x vs RM 480k spend", "Klang DC + Penang DC inbound slots confirmed for Sun 26 May 06:00 delivery"], "actions": ["Approve 12h Saturday OT on Plant 2 Penang Line 1 + Line 3 for 24 + 31 May", "Confirm Sun 06:00 inbound delivery slots at Klang DC + Penang DC", "Daily backlog burn-down report to Chief of Staff via Plant Agent"], "risk": "Probability 14% that JAKIM halal lot release for CIDB-12-2441 runs slow and we lose 4-6 hours of the OT window. Probability 10% that operator no-show on Saturday OT exceeds 8% (festive absenteeism baseline) and Line 3 falls under-staffed. Mitigation: pre-clear halal lot release with JAKIM Penang office by Fri 22 May 14:00 and offer a RM 80 attendance bonus to cap absenteeism at 4%.", "confidence": 0.89, "signals": ["plant2_penang_backlog=162,000_units", "mydin_tesco_PO_window=2026-05-28_06:00", "OT_cost=RM_480k_for_12h", "net_PL_impact=+RM_2.32M", "klang_DC_inbound_slot=2026-05-26_06:00_confirmed"]}, {"agent": "Plant Agent", "headline": "Line 1 + Line 3 OEE healthy at 86%; predictive maintenance clears Sat OT window", "commentary": "Plant 2 Penang Line 1 (2L Water filler) is running at 86% OEE with no critical-path maintenance flagged for the 24/31 May Saturday OT window. Line 3 (Sambal-Set + Personal-Care multi-pack) is at 83% OEE; predictive maintenance model (vibration + bearing-temp on Asset PM2-L3-04) flags a 14% probability of unplanned stop in the next 72 hours — addressable by a 90-minute preventive intervention on Fri evening. Halal lot CIDB-12-2441 clearance window opens Fri 22 May 18:00, fully compatible with Sat 06:00 OT start.", "evidence": ["Line 1 OEE 7-day avg: 86% (target 80%); no critical maintenance flags", "Line 3 OEE 7-day avg: 83%; PdM flags 14% unplanned-stop risk on Asset PM2-L3-04 (resolvable in 90 min PM)", "Halal lot CIDB-12-2441 JAKIM release window: Fri 22 May 18:00", "Operator headcount: 142 confirmed for Sat OT; 4% absenteeism contingency holds", "Energy: TNB off-peak Sat tariff applies; OT power cost +RM 18k included in RM 480k"], "actions": ["Run 90-min preventive maintenance on Asset PM2-L3-04 Fri 22 May 19:30", "Lock halal-lot CIDB-12-2441 JAKIM release at 18:00 Fri", "Hot-standby Line 2 mechanic on call for Sat OT window"], "risk": "Probability 16% that Asset PM2-L3-04 stops despite PM, costing 2-4 OT hours on Line 3 and ~28,000 units of SKU-04421. Probability 8% that ambient humidity at Penang plant exceeds 78% Saturday morning, slowing the 2L bottle-cap torque test on Line 1. Mitigation: pre-stage spare bearing kit for PM2-L3-04 and run HVAC dehumidifier overnight Fri.", "confidence": 0.86, "signals": ["plant2_line1_OEE=86%", "plant2_line3_OEE=83%", "PdM_unplanned_stop_risk_PM2-L3-04=14%", "halal_lot_release=CIDB-12-244231", "operator_headcount_sat_OT=142_confirmed"]}], "signal_trend": {"name": "Plant 2 Penang backlog (units, 7d)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [84000, 96000, 112000, 124000, 138000, 150000, 162000], "threshold": 120000, "annotation": "Backlog breached the 120k-unit OT trigger on day 6 of the window. Sat OT recovers 92% before 28 May PO close. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-23-4", "date": "2026-05-23", "priority": "P2", "decision": "Pre-cool Klang DC 02:00–05:00 to dodge TNB ToU peak (14:00–22:00 weekdays)", "agents_involved": ["Plant Agent"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Klang DC chiller load is peaking at 1,740 kW during TNB ToU peak (14:00–22:00 weekdays) at RM 0.625/kWh. Shifting pre-cool to 02:00–05:00 off-peak window (RM 0.218/kWh) saves RM 480k/month with no SLA degradation on chilled / ambient SKUs (SKU-02210 Personal-Care, SKU-04421 Sambal-Set).", "justifications": [{"agent": "Plant Agent", "headline": "TNB ToU peak load at 1,740 kW — 02:00–05:00 pre-cool saves RM 480k/month", "commentary": "Klang DC chiller-bank load profile (last 7 days) shows 1,740 kW peak between 14:00–17:00, fully inside the TNB ToU peak window (14:00–22:00 weekdays) at RM 0.625/kWh. Thermal model (HVAC + product thermal mass) shows the DC can hold setpoint +2°C drift for 9 hours after a 02:00–05:00 pre-cool to 1°C below setpoint — entirely within GDP / MOH chilled-storage tolerance for personal-care and dry-goods. Monthly net saving RM 480k after RM 22k incremental wear on chiller compressors.", "evidence": ["Klang DC peak chiller load: 1,740 kW @ 14:00–17:00 (TNB ToU peak)", "TNB tariff differential: RM 0.625/kWh peak vs RM 0.218/kWh off-peak = RM 0.407/kWh delta", "Monthly kWh shift: ~1.18M kWh × RM 0.407 = RM 480k gross saving", "Thermal-mass model: setpoint +2°C drift for 9h post pre-cool; GDP tolerance is +3°C for 12h", "Chiller wear: RM 22k/month incremental compressor cycling (modelled across 4 York YS chillers at Klang DC)"], "actions": ["Reprogram Klang DC BMS to pre-cool 02:00–05:00 Mon-Fri starting 27 May 2026", "Add chiller-vibration trend to PdM dashboard to monitor incremental wear", "Run 30-day A/B on Klang DC vs Penang DC (control) to confirm RM 480k saving"], "risk": "Probability 17% that haze + ambient heat events (typical in June–Sep) push afternoon load back above 1,750 kW even with pre-cool, clawing back ~RM 80k/month. Probability 8% that TNB peak window shifts under MyBEET energy-policy review (rumoured for H2 2026), changing the economics. Mitigation: build a 20% buffer in the saving forecast and review monthly against actual TNB bills.", "confidence": 0.84, "signals": ["klang_DC_peak_load_kW=1,740", "TNB_peak_tariff=RM_0.625/kWh", "TNB_offpeak_tariff=RM_0.218/kWh", "thermal_drift_capacity=+2°C_for_9h", "monthly_net_saving=RM_480k"]}], "signal_trend": {"name": "Klang DC chiller peak load (kW, 7d)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [1560, 1600, 1640, 1680, 1700, 1720, 1740], "threshold": 1700, "annotation": "Peak load 1,740 kW well above the 1,700 kW pre-cool trigger; 02:00–05:00 shift recommended. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-23-5", "date": "2026-05-23", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["Salesforce Agent", "Brand Agent"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "East Coast distributor (Kelantan + Terengganu coverage, ~620 traditional-trade outlets) AR ageing has crossed 58 days at RM 13.2M outstanding — breaches 45-day finance covenant. Forced write-down risk RM 4.8M; brand exposure on SKU-04421 Sambal-Set 500g (43% of distributor mix) requires CEO sign-off on credit-hold and alternate-route plan.", "justifications": [{"agent": "Salesforce Agent", "headline": "East Coast distributor AR at RM 13.2M / 58 days — covenant breached, credit-hold recommended", "commentary": "East Coast distributor (covers Kelantan + Terengganu, 620 traditional-trade outlets) AR has aged to 58 days at RM 13.2M outstanding — 15+ days past the 45-day finance covenant. Cash collection over the last 4 weeks averaged RM 0.7M/wk vs RM 1.4M required to hold steady. Distributor cites Aidilfitri trade-stock build-up and secondary-collection lag from sundry outlets. Recommend immediate credit-hold on new orders + 14-day cure period before triggering force-majeure clauses. Alternate route via Pahang sub-distributor identified for critical SKU continuity.", "evidence": ["AR ageing: RM 13.2M at 58 days vs 45-day covenant", "Cash collection 4-wk avg: RM 0.7M/wk vs RM 1.4M required", "Distributor coverage: 620 traditional-trade outlets across Kelantan + Terengganu (~14% of national TT volume)", "Trade-stock at distributor warehouse: 36 days cover — 2x normal (Aidilfitri build-up)", "Alternate route via Pahang sub-distributor (Syarikat Edaran Timur) validated for SKU-04421 + SKU-03102 within 7 days"], "actions": ["Trigger formal credit-hold on East Coast distributor; CEO sign-off required", "Open 14-day cure window with payment schedule (RM 4M/wk × 3 weeks + balance forward)", "Activate Pahang sub-distributor as alternate route for SKU-04421 + SKU-03102"], "risk": "Probability 34% that the distributor disputes the credit-hold and triggers a trade-press incident in Kelantan / Terengganu — localised reputational hit but limited national impact. Probability 24% that the cure plan fails and we proceed to RM 4.8M write-down in Q3. Probability 12% that competitor (Brahim's, Adabi) captures the East Coast TT shelf in the 4-6 week alternate-route ramp-up window. Mitigation: pre-brief KPDN East Coast office on the credit dispute and lock the Pahang alternate route within 7 days.", "confidence": 0.87, "signals": ["east_coast_AR_days=58", "east_coast_AR_amount=RM_13.2M", "cash_collection_4wk_avg=RM_0.7M/wk", "distributor_trade_stock_days=36", "alternate_route_pahang_validated=true"]}, {"agent": "Brand Agent", "headline": "SKU-04421 Sambal-Set 500g brand exposure 43% of East Coast mix — protect continuity", "commentary": "SKU-04421 Sambal-Set 500g represents 43% of East Coast distributor mix and holds 28% share of the Kelantan + Terengganu sambal category (Nielsen Scantrack W18 2026). A 4-6 week absence from the shelf during the alternate-route ramp would let Brahim's and Adabi capture an estimated 5-7 pts of share — equivalent to RM 2.0M of annualised brand value. Brand Agent recommends a defensive RM 280k co-op promo through the Pahang alternate route to hold facings while the AR dispute resolves.", "evidence": ["SKU-04421 = 43% of East Coast distributor mix; 28% category share in Kelantan + Terengganu (Nielsen W18 2026)", "Brand value at risk if 4-6 week shelf gap: RM 2.0M annualised", "Competitor watch: Brahim's at 22% share, Adabi at 16%; both have active trade promos in the region", "Defensive co-op promo cost: RM 280k over 6 weeks via Pahang sub-distributor", "JAKIM halal status unchanged — no continuity risk on lot supply"], "actions": ["Fund RM 280k defensive co-op promo via Pahang alternate route from 1 Jun 2026", "Brief Brand Marketing on competitor watch (Brahim's, Adabi) — daily Nielsen pull", "Track share retention weekly; tripwire at 25% to escalate to CEO"], "risk": "Probability 29% that the Pahang sub-distributor cannot achieve >70% planogram compliance in the East Coast TT base within 6 weeks, limiting the defensive promo's effectiveness. Probability 18% that localised sentiment in Kelantan / Terengganu turns against the brand because of the visible distributor switch, costing 1-2 pts of share permanently. Mitigation: localise the co-op promo with East Coast language + imagery and brief 12 key Kelantan / Terengganu sundry associations directly.", "confidence": 0.84, "signals": ["SKU04421_share_east_coast=28%", "east_coast_mix_share=43%", "brand_value_at_risk=RM_2.0M", "competitor_brahims_share=22%", "defensive_promo_budget=RM_280k"]}], "signal_trend": {"name": "East Coast distributor AR ageing (days, 7d)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [40, 44, 47, 50, 53, 56, 58], "threshold": 45, "annotation": "AR ageing crossed the 45-day covenant on day 4 of the window; now at 58 days. Escalate to CEO for credit-hold + cure plan."}}
{"decision_id": "DEC-fmcg-2026-05-24-1", "date": "2026-05-24", "priority": "P0", "decision": "Lift trade promo on 2L pack at Mydin / Tesco Putrajaya", "agents_involved": ["Promo Agent", "Salesforce Agent"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Nielsen Scantrack sell-through at Mydin & Tesco Putrajaya on SKU-03102 2L Water 6-pack is running 9,400 units/wk against a 13,200-unit ceiling once a +41% trade lift is fired; modelled portfolio impact RM 3.4M over the Aidilfitri 6-week window assuming Plant 2 Penang can hold fill-rate above 96%.", "justifications": [{"agent": "Promo Agent", "headline": "+41% trade lift on 2L pack unlocks RM 1.4M/outlet at Mydin/Tesco Putrajaya", "commentary": "Sell-through on SKU-03102 2L Water 6-pack at Mydin Putrajaya tracking 9,400 units/wk vs forecast 13,200 at the proposed +41% trade lift. Nielsen Scantrack panel confirms category share is up 2.4 pts WoW and the 2L SKU is indexing 118 vs the bottled-water basket. Promo elasticity model (last 26 weeks) puts payback at week 3 of the campaign at Mydin / Tesco Putrajaya, with downstream pull at AEON Bukit Tinggi and Lotus's Cheras as halo outlets. KPDN Category B price-control ceiling (RM 2.55/L) leaves RM 0.18/L of trade-spend headroom.", "evidence": ["Nielsen Scantrack week-14 panel: 2L pack +18% units, +14% value vs LY", "Mydin Putrajaya sell-through: 9,400 units/wk; Tesco Putrajaya: 7,707 units/wk (7-day trailing)", "Modelled uplift +RM 1.4M per outlet over 6-week Aidilfitri window at +41% trade lift", "KPDN price-control Category B ceiling RM 2.55/L; current shelf RM 2.37/L leaves RM 0.18/L trade-spend headroom", "Halal lot CIDB-12-2440 cleared by JAKIM 19 May 2026; supply continuity confirmed by Plant 2 Penang"], "actions": ["Fire trade-spend RM 320k against Mydin & Tesco Putrajaya for 6-week Aidilfitri window", "Lock secondary placement (gondola + endcap) at 14 modern-trade outlets via Salesforce Agent", "Daily Nielsen Scantrack pull to verify +35% sell-through threshold holds"], "risk": "Probability 18% that competitor (Spritzer 2L) fires a matching trade lift within 7 days, eroding the gap to +12% net; if Plant 2 Penang line OEE drops below 78% the fill-rate at Mydin Putrajaya falls under 94% and we forfeit RM 0.6M of the modelled uplift. Mitigation: pre-position 2 weeks safety stock at Klang DC and hold RM 80k of trade reserve for a defensive counter-promo.", "confidence": 0.92, "signals": ["sell_through_mydin_putrajaya=9,400_units_wk", "sell_through_tesco_putrajaya=7,707_units_wk", "nielsen_category_share_delta=+2.4pts_WoW", "trade_spend_headroom=RM_0.18/L_under_KPDN_ceiling", "competitor_promo_index=Spritzer_2L_no_lift_detected"]}, {"agent": "Salesforce Agent", "headline": "Distributor & traditional-trade pull ready; 12 of 14 modern-trade outlets confirmed gondola", "commentary": "Distributor coverage in Selangor + WP confirms 12/14 modern-trade outlets have committed gondola + endcap space for the Aidilfitri 2L promo. Sundry / traditional-trade pull through Bumi distributors in Klang Valley holds at 78% planogram compliance — above the 70% threshold needed to support the modelled +RM 3.4M. East Coast distributor under AR watch (see DEC-5) deliberately excluded from this lift to avoid stretching credit.", "commentary_alt": "", "evidence": ["Distributor coverage Klang Valley: 12/14 outlets confirmed gondola + endcap for 2L Aidilfitri promo", "Traditional-trade planogram compliance: 78% (target 70%) across 1,240 sundry outlets in Selangor + WP", "Distributor sell-in for SKU-03102 already +22% WoW; safety stock at Klang DC at 14 days cover", "East Coast distributor (RM 14M AR exposure) deliberately excluded — see DEC-fmcg-2026-05-24-5", "Mydin & Tesco buyer sign-off received 20 May 2026; PO window open until 28 May 2026"], "actions": ["Confirm gondola + endcap lock at remaining 2 outlets (Tesco Mutiara Damansara, AEON Shah Alam)", "Push 14-day safety stock from Klang DC to 6 Mydin & 4 Tesco stores via dedicated milk-run", "Brief traditional-trade reps on +35% sell-through tracking via Salesforce mobile app"], "risk": "Probability 22% that PO window with Mydin closes 28 May before final lift is approved by CEO, pushing the promo to the post-Aidilfitri window where elasticity drops by ~40%. Secondary risk: if distributor sell-in continues to outpace sell-out by >15% we accumulate trade stock and trigger returns post-festive. Mitigation: pre-clear with CEO by 25 May and cap distributor sell-in at +28% WoW.", "confidence": 0.9, "signals": ["modern_trade_gondola_lock=12/14_outlets", "traditional_trade_planogram_compliance=78%", "klang_dc_safety_stock=14_days_cover", "distributor_sellin_WoW=+22%", "mydin_PO_window_closes=2026-05-28"]}], "signal_trend": {"name": "Mydin Putrajaya 2L sell-through (units/wk)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [6800, 7100, 7600, 8100, 8600, 9000, 9400], "threshold": 8500, "annotation": "Sell-through above 8,500 unit/wk trigger; Aidilfitri-window promo elasticity peaks here. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-24-2", "date": "2026-05-24", "priority": "P0", "decision": "Delist 24 underperforming kids flavour-variant SKUs", "agents_involved": ["Brand Agent", "S&OP Agent"], "rm_impact": "+RM 6.1M annualised", "recommended_action": "escalate", "why": "Brand Agent flags 24 of 38 kids-flavour variants (SKU-04421 Sambal-Set 500g family + SKU-04510 Choco-Burst kids range) below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods; S&OP confirms Plant 3 Johor changeover cost RM 38k/SKU and inventory write-down ~RM 1.8M. Annualised margin recovery RM 6.1M after halal CIDB-12 lot run-out.", "justifications": [{"agent": "Brand Agent", "headline": "24 kids flavour variants below RM 12k/SKU/month margin floor for 6+ Nielsen periods", "commentary": "Portfolio scan across the kids-flavour shelf shows 24 variants — concentrated in SKU-04421 Sambal-Set 500g family and SKU-04510 Choco-Burst kids range — running below the RM 12k/SKU/month gross-margin floor for 6 consecutive Nielsen periods. Nielsen weighted distribution on these SKUs has slipped from 64% to 52% over 13 weeks. Mother-brand cannibalisation analysis shows 68% of lost volume migrates within the portfolio (to SKU-04420 Sambal-Set 250g and SKU-04500 Choco-Burst core), so net category exit is limited to 18%.", "evidence": ["24 SKUs below RM 12k/SKU/month GM floor for 6 consecutive Nielsen periods (W12-W17 2026)", "Nielsen weighted distribution slipped from 64% to 52% over 13 weeks across affected variants", "Cannibalisation rebound: 68% of lost volume migrates to SKU-04420 Sambal-Set 250g + SKU-04500 Choco-Burst core", "Annualised GM recovery RM 6.1M net of RM 0.8M one-off delisting cost", "MOH food-labelling refresh due Q3 2026 — delisting before the relabel avoids RM 432 artwork sunk cost"], "actions": ["Issue 90-day delist notice to Mydin / Tesco / AEON / Lotus's / Lulu for 24 variants", "Redirect RM 1.2M of trade-spend to SKU-04420 + SKU-04500 mother-brand defensive promo", "Brief Brand Marketing on cannibalisation guard-rails and rebound tracking"], "risk": "Probability 26% that a key retailer (likely AEON) demands a cross-portfolio listing concession (e.g. forced listing of a new SKU at unfavourable terms) in exchange for accepting the delist. Probability 15% that cannibalisation rebound is overstated and we lose 8-10% of category share permanently to a competitor (Mamee or Munchy's). Mitigation: pre-negotiate slot fee waiver with AEON and AEON Big buyer before issuing the notice.", "confidence": 0.91, "signals": ["skus_below_margin_floor=24/38", "nielsen_weighted_distribution=52%", "cannibalisation_rebound=68%", "annualised_GM_recovery=RM_6.1M", "MOH_relabel_deadline=Q3_2026"]}, {"agent": "S&OP Agent", "headline": "Plant 3 Johor frees 6 changeover slots/wk; inventory write-down capped at RM 1.8M", "commentary": "Plant 3 Johor currently absorbs 6 changeover slots/wk supporting the 24 marginal variants — each changeover costs RM 38k and erodes line OEE by 4.2 pts. Delisting frees the slots for festive runs on SKU-04420 + SKU-04500 (currently capacity-constrained at 92% utilisation). Run-out plan against current halal CIDB-12-2440 lots caps inventory write-down at RM 1.8M; the remaining stock clears through 5 DCs (Penang, Klang, Johor, Kuantan, Kota Kinabalu) over 12 weeks with a 22% clearance markdown.", "evidence": ["Plant 3 Johor changeover slots freed: 6/wk, RM 38k saved per changeover (~RM 11.9M/yr)", "Line OEE recovery: +4.2 pts on Line 2 Johor, +2.8 pts on Line 4 Johor", "Inventory write-down capped at RM 1.8M against current halal CIDB-12-2440 lots", "Run-out window: 12 weeks across 5 DCs at 22% markdown; clearance modelled by S&OP run-out engine on 21 May 2026", "Plant 3 Johor freed capacity reallocated to SKU-04420 + SKU-04500 (currently 92% utilised)"], "actions": ["Lock run-out window 1 Jun – 24 Aug 2026; clear via 5 DCs at 22% markdown", "Reschedule Plant 3 Johor Line 2 + Line 4 to absorb SKU-04420 + SKU-04500 festive volume", "Issue formal delist memo to KPDN + JAKIM for the 24 affected halal lots"], "risk": "Probability 20% that the run-out window slips beyond 24 Aug because Sabah + Sarawak DC clearance lags East Malaysia retailers; this would push inventory write-down to RM 2.2M and breach finance gate. Secondary risk: Plant 3 Johor Line 4 reliability has degraded (unplanned downtime +12% YoY) — freed capacity may not fully convert. Mitigation: pre-stage Sabah + Sarawak clearance with Lulu and Servay; Plant Agent runs predictive maintenance on Line 4 in week 1 of run-out.", "confidence": 0.89, "signals": ["plant3_johor_changeover_slots_freed=6/wk", "line_OEE_recovery=+4.2pts_line2_johor", "inventory_writedown=RM_1.8M", "runout_window_weeks=12", "plant3_capacity_utilisation_post_delist=92%"]}], "signal_trend": {"name": "Kids flavour SKUs below margin floor (count)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [16, 18, 19, 20, 22, 23, 24], "threshold": 18, "annotation": "24 SKUs now sub-floor — well above the 18-SKU portfolio guardrail. Delisting window aligns with MOH Q3 relabel. Recommend ESCALATE."}}
{"decision_id": "DEC-fmcg-2026-05-24-3", "date": "2026-05-24", "priority": "P0", "decision": "Run Plant 2 Penang Saturday OT for festive backlog", "agents_involved": ["S&OP Agent", "Plant Agent"], "rm_impact": "+RM 2.8M", "recommended_action": "approve", "why": "Aidilfitri festive backlog at Plant 2 Penang reached 184,000 units across SKU-03102 2L Water 6-pack, SKU-04421 Sambal-Set 500g and SKU-02210 Personal-Care Bundle. 16-hour Saturday OT on Line 1 + Line 3 clears the backlog before the Mydin / Tesco 28 May PO window closes and protects RM 2.8M of confirmed orders.", "justifications": [{"agent": "S&OP Agent", "headline": "Backlog at Plant 2 Penang hit 184,000 units — 16h Sat OT clears 92% before PO window closes", "commentary": "Festive backlog at Plant 2 Penang reached 184,000 units against a 110,000-unit weekly throughput, driven by Aidilfitri pull on SKU-03102 2L Water 6-pack (77,280 units), SKU-04421 Sambal-Set 500g (57,040) and SKU-02210 Personal-Care Bundle (49,680). Mydin and Tesco PO window closes 28 May 2026; missing it pushes RM 2.8M of confirmed orders into the post-festive trough where margin compresses by 18%. 16-hour Saturday OT on Line 1 + Line 3 clears 92% of the backlog at RM 480k OT cost — net +RM 2.32M.", "evidence": ["Backlog at Plant 2 Penang: 184,000 units across 3 SKUs (snapshot 21 May 2026 14:00)", "Mydin + Tesco PO window closes 28 May 2026 06:00; missing the window costs RM 2.8M of confirmed orders", "OT cost: RM 480k for 16h Sat OT (Line 1 + Line 3, 142 operators) per HR shift differential", "Net P&L impact: +RM 2.32M after OT cost; ROI 4.8x vs RM 480k spend", "Klang DC + Penang DC inbound slots confirmed for Sun 26 May 06:00 delivery"], "actions": ["Approve 16h Saturday OT on Plant 2 Penang Line 1 + Line 3 for 24 + 31 May", "Confirm Sun 06:00 inbound delivery slots at Klang DC + Penang DC", "Daily backlog burn-down report to Chief of Staff via Plant Agent"], "risk": "Probability 16% that JAKIM halal lot release for CIDB-12-2440 runs slow and we lose 4-6 hours of the OT window. Probability 10% that operator no-show on Saturday OT exceeds 8% (festive absenteeism baseline) and Line 3 falls under-staffed. Mitigation: pre-clear halal lot release with JAKIM Penang office by Fri 22 May 14:00 and offer a RM 80 attendance bonus to cap absenteeism at 4%.", "confidence": 0.93, "signals": ["plant2_penang_backlog=184,000_units", "mydin_tesco_PO_window=2026-05-28_06:00", "OT_cost=RM_480k_for_16h", "net_PL_impact=+RM_2.32M", "klang_DC_inbound_slot=2026-05-26_06:00_confirmed"]}, {"agent": "Plant Agent", "headline": "Line 1 + Line 3 OEE healthy at 84%; predictive maintenance clears Sat OT window", "commentary": "Plant 2 Penang Line 1 (2L Water filler) is running at 84% OEE with no critical-path maintenance flagged for the 24/31 May Saturday OT window. Line 3 (Sambal-Set + Personal-Care multi-pack) is at 81% OEE; predictive maintenance model (vibration + bearing-temp on Asset PM2-L3-04) flags a 14% probability of unplanned stop in the next 72 hours — addressable by a 90-minute preventive intervention on Fri evening. Halal lot CIDB-12-2440 clearance window opens Fri 22 May 18:00, fully compatible with Sat 06:00 OT start.", "evidence": ["Line 1 OEE 7-day avg: 84% (target 80%); no critical maintenance flags", "Line 3 OEE 7-day avg: 81%; PdM flags 14% unplanned-stop risk on Asset PM2-L3-04 (resolvable in 90 min PM)", "Halal lot CIDB-12-2440 JAKIM release window: Fri 22 May 18:00", "Operator headcount: 142 confirmed for Sat OT; 4% absenteeism contingency holds", "Energy: TNB off-peak Sat tariff applies; OT power cost +RM 18k included in RM 480k"], "actions": ["Run 90-min preventive maintenance on Asset PM2-L3-04 Fri 22 May 19:30", "Lock halal-lot CIDB-12-2440 JAKIM release at 18:00 Fri", "Hot-standby Line 2 mechanic on call for Sat OT window"], "risk": "Probability 14% that Asset PM2-L3-04 stops despite PM, costing 2-4 OT hours on Line 3 and ~28,000 units of SKU-04421. Probability 8% that ambient humidity at Penang plant exceeds 78% Saturday morning, slowing the 2L bottle-cap torque test on Line 1. Mitigation: pre-stage spare bearing kit for PM2-L3-04 and run HVAC dehumidifier overnight Fri.", "confidence": 0.9, "signals": ["plant2_line1_OEE=84%", "plant2_line3_OEE=81%", "PdM_unplanned_stop_risk_PM2-L3-04=14%", "halal_lot_release=CIDB-12-244240", "operator_headcount_sat_OT=142_confirmed"]}], "signal_trend": {"name": "Plant 2 Penang backlog (units, 7d)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [96000, 112000, 128000, 142000, 158000, 172000, 184000], "threshold": 120000, "annotation": "Backlog breached the 120k-unit OT trigger on day 5 of the window. Sat OT recovers 92% before 28 May PO close. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-24-4", "date": "2026-05-24", "priority": "P2", "decision": "Pre-cool Klang DC 02:00–05:00 to dodge TNB ToU peak (14:00–22:00 weekdays)", "agents_involved": ["Plant Agent"], "rm_impact": "+RM 480k/month", "recommended_action": "approve", "why": "Klang DC chiller load is peaking at 1,820 kW during TNB ToU peak (14:00–22:00 weekdays) at RM 0.625/kWh. Shifting pre-cool to 02:00–05:00 off-peak window (RM 0.218/kWh) saves RM 480k/month with no SLA degradation on chilled / ambient SKUs (SKU-02210 Personal-Care, SKU-04421 Sambal-Set).", "justifications": [{"agent": "Plant Agent", "headline": "TNB ToU peak load at 1,820 kW — 02:00–05:00 pre-cool saves RM 480k/month", "commentary": "Klang DC chiller-bank load profile (last 7 days) shows 1,820 kW peak between 14:00–17:00, fully inside the TNB ToU peak window (14:00–22:00 weekdays) at RM 0.625/kWh. Thermal model (HVAC + product thermal mass) shows the DC can hold setpoint +2°C drift for 9 hours after a 02:00–05:00 pre-cool to 1°C below setpoint — entirely within GDP / MOH chilled-storage tolerance for personal-care and dry-goods. Monthly net saving RM 480k after RM 22k incremental wear on chiller compressors.", "evidence": ["Klang DC peak chiller load: 1,820 kW @ 14:00–17:00 (TNB ToU peak)", "TNB tariff differential: RM 0.625/kWh peak vs RM 0.218/kWh off-peak = RM 0.407/kWh delta", "Monthly kWh shift: ~1.18M kWh × RM 0.407 = RM 480k gross saving", "Thermal-mass model: setpoint +2°C drift for 9h post pre-cool; GDP tolerance is +3°C for 12h", "Chiller wear: RM 22k/month incremental compressor cycling (modelled across 4 York YS chillers at Klang DC)"], "actions": ["Reprogram Klang DC BMS to pre-cool 02:00–05:00 Mon-Fri starting 27 May 2026", "Add chiller-vibration trend to PdM dashboard to monitor incremental wear", "Run 30-day A/B on Klang DC vs Penang DC (control) to confirm RM 480k saving"], "risk": "Probability 20% that haze + ambient heat events (typical in June–Sep) push afternoon load back above 1,750 kW even with pre-cool, clawing back ~RM 80k/month. Probability 8% that TNB peak window shifts under MyBEET energy-policy review (rumoured for H2 2026), changing the economics. Mitigation: build a 20% buffer in the saving forecast and review monthly against actual TNB bills.", "confidence": 0.88, "signals": ["klang_DC_peak_load_kW=1,820", "TNB_peak_tariff=RM_0.625/kWh", "TNB_offpeak_tariff=RM_0.218/kWh", "thermal_drift_capacity=+2°C_for_9h", "monthly_net_saving=RM_480k"]}], "signal_trend": {"name": "Klang DC chiller peak load (kW, 7d)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [1620, 1660, 1700, 1740, 1780, 1800, 1820], "threshold": 1700, "annotation": "Peak load 1,820 kW well above the 1,700 kW pre-cool trigger; 02:00–05:00 shift recommended. Recommend APPROVE."}}
{"decision_id": "DEC-fmcg-2026-05-24-5", "date": "2026-05-24", "priority": "Esc", "decision": "Escalate: East Coast distributor 60-day AR at RM 14M", "agents_involved": ["Salesforce Agent", "Brand Agent"], "rm_impact": "-RM 4.8M write-down", "recommended_action": "escalate", "why": "East Coast distributor (Kelantan + Terengganu coverage, ~620 traditional-trade outlets) AR ageing has crossed 62 days at RM 14.0M outstanding — breaches 45-day finance covenant. Forced write-down risk RM 4.8M; brand exposure on SKU-04421 Sambal-Set 500g (43% of distributor mix) requires CEO sign-off on credit-hold and alternate-route plan.", "justifications": [{"agent": "Salesforce Agent", "headline": "East Coast distributor AR at RM 14.0M / 62 days — covenant breached, credit-hold recommended", "commentary": "East Coast distributor (covers Kelantan + Terengganu, 620 traditional-trade outlets) AR has aged to 62 days at RM 14.0M outstanding — 15+ days past the 45-day finance covenant. Cash collection over the last 4 weeks averaged RM 0.6M/wk vs RM 1.4M required to hold steady. Distributor cites Aidilfitri trade-stock build-up and secondary-collection lag from sundry outlets. Recommend immediate credit-hold on new orders + 14-day cure period before triggering force-majeure clauses. Alternate route via Pahang sub-distributor identified for critical SKU continuity.", "evidence": ["AR ageing: RM 14.0M at 62 days vs 45-day covenant", "Cash collection 4-wk avg: RM 0.6M/wk vs RM 1.4M required", "Distributor coverage: 620 traditional-trade outlets across Kelantan + Terengganu (~14% of national TT volume)", "Trade-stock at distributor warehouse: 32 days cover — 2x normal (Aidilfitri build-up)", "Alternate route via Pahang sub-distributor (Syarikat Edaran Timur) validated for SKU-04421 + SKU-03102 within 7 days"], "actions": ["Trigger formal credit-hold on East Coast distributor; CEO sign-off required", "Open 14-day cure window with payment schedule (RM 4M/wk × 3 weeks + balance forward)", "Activate Pahang sub-distributor as alternate route for SKU-04421 + SKU-03102"], "risk": "Probability 32% that the distributor disputes the credit-hold and triggers a trade-press incident in Kelantan / Terengganu — localised reputational hit but limited national impact. Probability 24% that the cure plan fails and we proceed to RM 4.8M write-down in Q3. Probability 12% that competitor (Brahim's, Adabi) captures the East Coast TT shelf in the 4-6 week alternate-route ramp-up window. Mitigation: pre-brief KPDN East Coast office on the credit dispute and lock the Pahang alternate route within 7 days.", "confidence": 0.91, "signals": ["east_coast_AR_days=62", "east_coast_AR_amount=RM_14.0M", "cash_collection_4wk_avg=RM_0.6M/wk", "distributor_trade_stock_days=32", "alternate_route_pahang_validated=true"]}, {"agent": "Brand Agent", "headline": "SKU-04421 Sambal-Set 500g brand exposure 43% of East Coast mix — protect continuity", "commentary": "SKU-04421 Sambal-Set 500g represents 43% of East Coast distributor mix and holds 28% share of the Kelantan + Terengganu sambal category (Nielsen Scantrack W17 2026). A 4-6 week absence from the shelf during the alternate-route ramp would let Brahim's and Adabi capture an estimated 5-7 pts of share — equivalent to RM 1.8M of annualised brand value. Brand Agent recommends a defensive RM 280k co-op promo through the Pahang alternate route to hold facings while the AR dispute resolves.", "evidence": ["SKU-04421 = 43% of East Coast distributor mix; 28% category share in Kelantan + Terengganu (Nielsen W17 2026)", "Brand value at risk if 4-6 week shelf gap: RM 1.8M annualised", "Competitor watch: Brahim's at 22% share, Adabi at 16%; both have active trade promos in the region", "Defensive co-op promo cost: RM 280k over 6 weeks via Pahang sub-distributor", "JAKIM halal status unchanged — no continuity risk on lot supply"], "actions": ["Fund RM 280k defensive co-op promo via Pahang alternate route from 1 Jun 2026", "Brief Brand Marketing on competitor watch (Brahim's, Adabi) — daily Nielsen pull", "Track share retention weekly; tripwire at 25% to escalate to CEO"], "risk": "Probability 28% that the Pahang sub-distributor cannot achieve >70% planogram compliance in the East Coast TT base within 6 weeks, limiting the defensive promo's effectiveness. Probability 18% that localised sentiment in Kelantan / Terengganu turns against the brand because of the visible distributor switch, costing 1-2 pts of share permanently. Mitigation: localise the co-op promo with East Coast language + imagery and brief 12 key Kelantan / Terengganu sundry associations directly.", "confidence": 0.88, "signals": ["SKU04421_share_east_coast=28%", "east_coast_mix_share=43%", "brand_value_at_risk=RM_1.8M", "competitor_brahims_share=22%", "defensive_promo_budget=RM_280k"]}], "signal_trend": {"name": "East Coast distributor AR ageing (days, 7d)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [44, 48, 52, 55, 58, 60, 62], "threshold": 45, "annotation": "AR ageing crossed the 45-day covenant on day 3 of the window; now at 62 days. Escalate to CEO for credit-hold + cure plan."}}