Enhance OpenAI prompt to explicitly mention user's budget amount and base recommendations on it

app/smart_recommendation.py

@@ -1442,16 +1442,22 @@ class SmartBudgetRecommender:
             summary = (
                 f"Category: {category}\n"
                 f"⚠️ IMPORTANT: This is a NEW BUDGET with NO historical spending data.\n"
-                f"The user has provided a budget amount of {avg_expense:,.2f} for this category.\n"
-                f"This is the ONLY data point available - there is NO spending history to analyze.\n\n"
+                f"💰 USER'S BUDGET AMOUNT: The user has SET/PLANNED a budget of {avg_expense:,.2f} for this category.\n"
+                f"This is the budget amount the user wants to allocate - this is the ONLY data point available.\n"
+                f"There is NO spending history to analyze - this is a fresh budget.\n\n"
+                f"🎯 YOUR TASK: Provide a recommendation based on the user's budget amount of {avg_expense:,.2f}\n\n"
                 f"Your recommendation should be based on:\n"
-                f"  1. The provided budget amount: {avg_expense:,.2f}\n"
+                f"  1. The user's provided budget amount: {avg_expense:,.2f} (this is what they want to set)\n"
                 f"  2. Category-specific knowledge (e.g., Food & Drinks inflation, Transport volatility)\n"
                 f"  3. General best practices (add 10-15% buffer for new budgets to account for variability)\n"
                 f"  4. Economic factors (inflation typically 2-5% annually, category-specific inflation)\n\n"
+                f"💡 KEY INSIGHT: The user has indicated they want to budget {avg_expense:,.2f} for this category.\n"
+                f"   - If this amount seems reasonable for the category, recommend keeping it or a small increase (5-10%)\n"
+                f"   - If this category typically requires more (e.g., Food & Drinks with inflation), recommend increase (10-20%)\n"
+                f"   - Always add a buffer for unexpected expenses and inflation\n\n"
                 f"DO NOT reference fake trends or historical patterns - this is a new budget!\n"
                 f"Recommend a budget that accounts for typical variability and inflation for this category.\n"
-                f"For new budgets, typically recommend 10-15% increase from the provided amount to create a safety buffer.\n"
+                f"For new budgets, typically recommend 10-15% increase from the user's provided amount to create a safety buffer.\n"
             )
         else:
             # This is based on real historical data