Improve frontend panel de control

services/orchestrator/app/services/dashboard_service.py

@@ -390,15 +390,30 @@ class DashboardService:
             # Calculate urgency based on required delivery date
             urgency = self._calculate_po_urgency(po)
 
-            # Get reasoning_data or create default
-            reasoning_data = po.get("reasoning_data") or {
-                "type": "low_stock_detection",
-                "parameters": {
-                    "supplier_name": po.get('supplier_name', 'Unknown'),
-                    "product_names": ["Items"],
-                    "days_until_stockout": 7
+            # Get reasoning_data or create intelligent fallback from PO items
+            reasoning_data = po.get("reasoning_data")
+            if not reasoning_data:
+                # Extract product names from PO line items for better UX
+                product_names = []
+                items = po.get("items", [])
+                for item in items[:5]:  # Limit to first 5 items for readability
+                    product_name = item.get("product_name") or item.get("name")
+                    if product_name:
+                        product_names.append(product_name)
+
+                # If no items or product names found, use generic fallback
+                if not product_names:
+                    product_names = ["Items"]
+
+                # Create fallback reasoning_data
+                reasoning_data = {
+                    "type": "low_stock_detection",
+                    "parameters": {
+                        "supplier_name": po.get('supplier_name', 'Unknown'),
+                        "product_names": product_names,
+                        "days_until_stockout": 7
+                    }
                 }
-            }
 
             # Get reasoning type and convert to i18n key
             reasoning_type = reasoning_data.get('type', 'inventory_replenishment')

services/procurement/app/schemas/purchase_order_schemas.py

@@ -168,6 +168,9 @@ class PurchaseOrderResponse(PurchaseOrderBase):
     # Additional information
     notes: Optional[str] = None
 
+    # AI/ML reasoning for procurement decisions (JTBD dashboard support)
+    reasoning_data: Optional[Dict[str, Any]] = None
+
     # Audit fields
     created_at: datetime
     updated_at: datetime

services/procurement/scripts/demo/seed_demo_purchase_orders.py

@@ -137,7 +137,8 @@ async def create_purchase_order(
     try:
         # Get product names from items_data
         items_list = items_data or []
-        product_names = [item.get('product_name', f"Product {i+1}") for i, item in enumerate(items_list)]
+        # CRITICAL FIX: Use 'name' key, not 'product_name', to match items_data structure
+        product_names = [item.get('name', item.get('product_name', f"Product {i+1}")) for i, item in enumerate(items_list)]
         if not product_names:
             product_names = ["Demo Product"]
 
@@ -192,8 +193,10 @@ async def create_purchase_order(
     if reasoning_data:
         try:
             po.reasoning_data = reasoning_data
-        except Exception:
-            pass  # Columns don't exist yet
+            logger.debug(f"Set reasoning_data for PO {po_number}: {reasoning_data.get('type', 'unknown')}")
+        except Exception as e:
+            logger.warning(f"Failed to set reasoning_data for PO {po_number}: {e}")
+            pass  # Column might not exist yet
 
     # Set approval data if approved
     if status in [PurchaseOrderStatus.approved, PurchaseOrderStatus.sent_to_supplier,