Complete Execution Output (JSON):
{
"analyze_client_profile": {
"analysis_timestamp": "2025-07-17T08:22:29.098546",
"behavioral_patterns": [
"Price-sensitive to fees and charges",
"Responds well to research-based recommendations",
"Prefers long-term investments"
],
"confidence_score": 0.8,
"engagement_level": {
"rating": "Medium",
"score": 0.48
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:22:29.098546\", \"primary_segment\": \"MF_INVESTOR\", \"segment_description\": \"Mutual Fund Investor\", \"secondary_characteristics\": [\"Risk Profile: MODERATE\", \"AUM Tier: Premium\", \"Trading Activity: Medium\"], \"behavioral_patterns\": [\"Price-sensitive to fees and charges\", \"Responds well to research-based recommendations\", \"Prefers long-term investments\"], \"engagement_level\": {\"score\": 0.48, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.8}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.209464,
"end_time": "2025-07-17T08:22:29.163153",
"message_sent": true,
"start_time": "2025-07-17T08:22:27.953689",
"timestamp": "2025-07-17T08:22:29.163153",
"worker_executed": true,
"workers_notified": true
},
"investment_preferences": {
"investment_horizon": "Medium-term",
"preferred_products": [
"equity",
"mutual_funds"
],
"risk_appetite": "MODERATE"
},
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:22:29.098546\", \"primary_segment\": \"MF_INVESTOR\", \"segment_description\": \"Mutual Fund Investor\", \"secondary_characteristics\": [\"Risk Profile: MODERATE\", \"AUM Tier: Premium\", \"Trading Activity: Medium\"], \"behavioral_patterns\": [\"Price-sensitive to fees and charges\", \"Responds well to research-based recommendations\", \"Prefers long-term investments\"], \"engagement_level\": {\"score\": 0.48, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.8}\n",
"primary_segment": "MF_INVESTOR",
"return_code": 0,
"secondary_characteristics": [
"Risk Profile: MODERATE",
"AUM Tier: Premium",
"Trading Activity: Medium"
],
"segment_description": "Mutual Fund Investor",
"status": "completed",
"stderr": "",
"task_id": "analyze_client_profile"
},
"assess_client_risk": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmppxibicp7.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmppxibicp7.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "assess_client_risk"
},
"collect_client_data": {
"client_data": {
"basic_info": {
"age": 45,
"city": "Mumbai",
"kyc_status": "VERIFIED",
"name": "Rajesh Kumar",
"occupation": "Business Owner",
"registration_date": "2020-01-15",
"risk_profile": "MODERATE",
"sub_broker_id": "SB647"
},
"behavioral_data": {
"login_frequency": "monthly",
"mobile_app_usage": "low",
"research_report_downloads": 9,
"support_interactions": 0,
"webinar_attendance": 10
},
"client_id": "C001",
"communication_preferences": {
"channel": "phone",
"content_type": "research_reports",
"frequency": "daily"
},
"portfolio": {
"active_loans": 0,
"cash_balance": 46655,
"equity_holdings": 510000,
"insurance_policies": 3,
"mutual_funds": 212500,
"total_aum": 850000
},
"transaction_history": {
"avg_monthly_volume": 38051,
"last_transaction_date": "2025-06-17",
"preferred_segments": [
"equity",
"mutual_funds"
],
"total_trades_ytd": 21,
"trading_frequency": "medium"
}
},
"collection_timestamp": "2025-07-17T08:22:27.861344",
"data_quality_score": 0.92,
"data_sources": [
"trading_system",
"crm",
"support_system",
"mobile_app"
],
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"status\": \"success\", \"client_data\": {\"client_id\": \"C001\", \"basic_info\": {\"name\": \"Rajesh Kumar\", \"city\": \"Mumbai\", \"age\": 45, \"occupation\": \"Business Owner\", \"registration_date\": \"2020-01-15\", \"kyc_status\": \"VERIFIED\", \"risk_profile\": \"MODERATE\", \"sub_broker_id\": \"SB647\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 0, \"total_aum\": 850000, \"cash_balance\": 46655}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-17\", \"avg_monthly_volume\": 38051, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 21}, \"behavioral_data\": {\"login_frequency\": \"monthly\", \"mobile_app_usage\": \"low\", \"support_interactions\": 0, \"webinar_attendance\": 10, \"research_report_downloads\": 9}, \"communication_preferences\": {\"channel\": \"phone\", \"frequency\": \"daily\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:22:27.861344\", \"data_quality_score\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.211435,
"end_time": "2025-07-17T08:22:27.925653",
"message_sent": true,
"start_time": "2025-07-17T08:22:26.714218",
"timestamp": "2025-07-17T08:22:27.925653",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"status\": \"success\", \"client_data\": {\"client_id\": \"C001\", \"basic_info\": {\"name\": \"Rajesh Kumar\", \"city\": \"Mumbai\", \"age\": 45, \"occupation\": \"Business Owner\", \"registration_date\": \"2020-01-15\", \"kyc_status\": \"VERIFIED\", \"risk_profile\": \"MODERATE\", \"sub_broker_id\": \"SB647\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 0, \"total_aum\": 850000, \"cash_balance\": 46655}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-17\", \"avg_monthly_volume\": 38051, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 21}, \"behavioral_data\": {\"login_frequency\": \"monthly\", \"mobile_app_usage\": \"low\", \"support_interactions\": 0, \"webinar_attendance\": 10, \"research_report_downloads\": 9}, \"communication_preferences\": {\"channel\": \"phone\", \"frequency\": \"daily\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:22:27.861344\", \"data_quality_score\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "collect_client_data"
},
"execution_summary": {
"completed_tasks": 5,
"dependencies_detected": false,
"end_time": "2025-07-17T08:34:32.129811",
"execution_mode": "distributed",
"start_time": "2025-07-17T08:22:26.433584",
"total_tasks": 9
},
"generate_performance_metrics": {
"analytics_timestamp": "2025-07-17T08:31:31.988060",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:31:31.987906\", \"execution_metrics\": {\"total_execution_time\": \"23 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.95, \"ai_confidence_average\": 0.92}, \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"response_metrics\": {\"response_received\": true, \"response_positive\": true, \"engagement_score\": 0.33, \"tracking_quality\": {\"email_open_rate\": 0.71, \"sentiment_score\": 0.88, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"click_through_rate\": 0.29}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b940114\", \"retention_probability_improvement\": \"+28%\", \"engagement_score_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 5, \"client_satisfaction_impact\": \"+17%\"}, \"success_indicators\": {\"data_collection\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"tracking\": \"SUCCESS\"}, \"next_actions\": {\"follow_up_required\": false, \"escalation_needed\": false, \"next_review_date\": \"2025-08-16T08:31:31.987931\", \"recommended_action\": \"schedule_call\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Develop more personalized offer generation\"]}, \"analytics_timestamp\": \"2025-07-17T08:31:31.988060\", \"report_confidence\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.196822,
"end_time": "2025-07-17T08:31:32.049894",
"message_sent": true,
"start_time": "2025-07-17T08:31:30.853072",
"timestamp": "2025-07-17T08:31:32.049894",
"worker_executed": true,
"workers_notified": true
},
"metrics_generated": true,
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:31:31.987906\", \"execution_metrics\": {\"total_execution_time\": \"23 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.95, \"ai_confidence_average\": 0.92}, \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"response_metrics\": {\"response_received\": true, \"response_positive\": true, \"engagement_score\": 0.33, \"tracking_quality\": {\"email_open_rate\": 0.71, \"sentiment_score\": 0.88, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"click_through_rate\": 0.29}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b940114\", \"retention_probability_improvement\": \"+28%\", \"engagement_score_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 5, \"client_satisfaction_impact\": \"+17%\"}, \"success_indicators\": {\"data_collection\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"tracking\": \"SUCCESS\"}, \"next_actions\": {\"follow_up_required\": false, \"escalation_needed\": false, \"next_review_date\": \"2025-08-16T08:31:31.987931\", \"recommended_action\": \"schedule_call\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Develop more personalized offer generation\"]}, \"analytics_timestamp\": \"2025-07-17T08:31:31.988060\", \"report_confidence\": 0.92}\n",
"performance_metrics": {
"business_impact": {
"client_satisfaction_impact": "+17%",
"cross_sell_opportunities_identified": 5,
"engagement_score_improvement": "+23%",
"estimated_revenue_impact": "\u20b940114",
"retention_probability_improvement": "+28%"
},
"client_id": "123",
"execution_id": "3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95",
"execution_metrics": {
"ai_confidence_average": 0.92,
"data_quality_score": 0.95,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "23 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Develop more personalized offer generation"
],
"next_actions": {
"escalation_needed": false,
"follow_up_required": false,
"next_review_date": "2025-08-16T08:31:31.987931",
"recommended_action": "schedule_call"
},
"processing_timestamp": "2025-07-17T08:31:31.987906",
"response_metrics": {
"engagement_score": 0.33,
"response_positive": true,
"response_received": true,
"tracking_quality": {
"click_through_rate": 0.29,
"email_open_rate": 0.71,
"interaction_depth": "moderate",
"sentiment_score": 0.88,
"time_to_response": "34 hours"
}
},
"route_performance": {
"avg_response_time": "1.8 days",
"avg_success_rate": 0.48
},
"route_taken": "UNRESOLVED_risk_based_router.selected_route",
"success_indicators": {
"communication": "SUCCESS",
"data_collection": "SUCCESS",
"notifications": "SUCCESS",
"recommendations": "SUCCESS",
"risk_assessment": "SUCCESS",
"tracking": "SUCCESS"
},
"workflow_id": "UNRESOLVED_WORKFLOW_ID"
},
"report_confidence": 0.92,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "generate_performance_metrics"
},
"identify_upsell_opportunities": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpyr631g4v.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpyr631g4v.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "identify_upsell_opportunities"
},
"prepare_campaign_execution": {
"error": "Unsupported task type: parallel",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Unsupported task type: parallel",
"status": "FAILED",
"task_id": "prepare_campaign_execution"
},
"risk_based_router": {
"all_conditions_checked": [
{
"condition": "${assess_client_risk.risk_level} == \u0027HIGH\u0027",
"name": "high_risk_client",
"result": false,
"route": "retention_path"
},
{
"condition": "${assess_client_risk.risk_level} == \u0027MEDIUM\u0027",
"name": "medium_risk_client",
"result": false,
"route": "engagement_path"
},
{
"condition": "${assess_client_risk.risk_level} == \u0027LOW\u0027",
"name": "low_risk_client",
"result": false,
"route": "upsell_path"
}
],
"duration_seconds": 0.001791,
"ended_at": "2025-07-17T08:25:29.370227",
"evaluation_details": {},
"execution_details": {
"actual_result": {
"output": "Route selected: standard_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"standard_path\", \"route_reason\": \"no_conditions_matched\", \"evaluation_details\": {}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027HIGH\u0027\", \"result\": false, \"route\": \"retention_path\"}, {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": false, \"route\": \"engagement_path\"}, {\"name\": \"low_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027LOW\u0027\", \"result\": false, \"route\": \"upsell_path\"}], \"duration_seconds\": 0.001791, \"started_at\": \"2025-07-17T08:25:29.368436\", \"ended_at\": \"2025-07-17T08:25:29.370227\"}",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 0.17591,
"end_time": "2025-07-17T08:25:29.426489",
"message_sent": true,
"start_time": "2025-07-17T08:25:29.250579",
"timestamp": "2025-07-17T08:25:29.426489",
"worker_executed": true,
"workers_notified": true
},
"output": "Route selected: standard_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"standard_path\", \"route_reason\": \"no_conditions_matched\", \"evaluation_details\": {}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027HIGH\u0027\", \"result\": false, \"route\": \"retention_path\"}, {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": false, \"route\": \"engagement_path\"}, {\"name\": \"low_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027LOW\u0027\", \"result\": false, \"route\": \"upsell_path\"}], \"duration_seconds\": 0.001791, \"started_at\": \"2025-07-17T08:25:29.368436\", \"ended_at\": \"2025-07-17T08:25:29.370227\"}",
"return_code": 0,
"route_reason": "no_conditions_matched",
"router_type": "condition",
"selected_route": "standard_path",
"started_at": "2025-07-17T08:25:29.368436",
"status": "completed",
"stderr": "",
"task_id": "risk_based_router"
},
"simulate_response_tracking": {
"analysis_timestamp": "2025-07-17T08:31:30.756979",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": true, \"is_positive\": true, \"response_timestamp\": \"2025-07-17T08:31:30.756877\", \"response_channel\": \"mobile_app\", \"response_type\": \"acceptance\", \"response_time_minutes\": 846, \"engagement_score\": 0.33, \"follow_up_required\": false, \"next_action\": \"schedule_call\"}, \"tracking_metrics\": {\"email_open_rate\": 0.71, \"click_through_rate\": 0.29, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"sentiment_score\": 0.88}, \"analysis_timestamp\": \"2025-07-17T08:31:30.756979\", \"recommendation\": \"Continue monitoring\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.212943,
"end_time": "2025-07-17T08:31:30.827273",
"message_sent": true,
"start_time": "2025-07-17T08:31:29.614330",
"timestamp": "2025-07-17T08:31:30.827273",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": true, \"is_positive\": true, \"response_timestamp\": \"2025-07-17T08:31:30.756877\", \"response_channel\": \"mobile_app\", \"response_type\": \"acceptance\", \"response_time_minutes\": 846, \"engagement_score\": 0.33, \"follow_up_required\": false, \"next_action\": \"schedule_call\"}, \"tracking_metrics\": {\"email_open_rate\": 0.71, \"click_through_rate\": 0.29, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"sentiment_score\": 0.88}, \"analysis_timestamp\": \"2025-07-17T08:31:30.756979\", \"recommendation\": \"Continue monitoring\"}\n",
"recommendation": "Continue monitoring",
"response_data": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0.33,
"follow_up_required": false,
"has_response": true,
"is_positive": true,
"next_action": "schedule_call",
"response_channel": "mobile_app",
"response_time_minutes": 846,
"response_timestamp": "2025-07-17T08:31:30.756877",
"response_type": "acceptance"
},
"response_tracked": true,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "simulate_response_tracking",
"tracking_metrics": {
"click_through_rate": 0.29,
"email_open_rate": 0.71,
"interaction_depth": "moderate",
"sentiment_score": 0.88,
"time_to_response": "34 hours"
}
},
"status": "FAILED",
"task_outputs": {
"analyze_client_profile": {
"analysis_timestamp": "2025-07-17T08:22:29.098546",
"behavioral_patterns": [
"Price-sensitive to fees and charges",
"Responds well to research-based recommendations",
"Prefers long-term investments"
],
"confidence_score": 0.8,
"engagement_level": {
"rating": "Medium",
"score": 0.48
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:22:29.098546\", \"primary_segment\": \"MF_INVESTOR\", \"segment_description\": \"Mutual Fund Investor\", \"secondary_characteristics\": [\"Risk Profile: MODERATE\", \"AUM Tier: Premium\", \"Trading Activity: Medium\"], \"behavioral_patterns\": [\"Price-sensitive to fees and charges\", \"Responds well to research-based recommendations\", \"Prefers long-term investments\"], \"engagement_level\": {\"score\": 0.48, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.8}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.209464,
"end_time": "2025-07-17T08:22:29.163153",
"message_sent": true,
"start_time": "2025-07-17T08:22:27.953689",
"timestamp": "2025-07-17T08:22:29.163153",
"worker_executed": true,
"workers_notified": true
},
"investment_preferences": {
"investment_horizon": "Medium-term",
"preferred_products": [
"equity",
"mutual_funds"
],
"risk_appetite": "MODERATE"
},
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:22:29.098546\", \"primary_segment\": \"MF_INVESTOR\", \"segment_description\": \"Mutual Fund Investor\", \"secondary_characteristics\": [\"Risk Profile: MODERATE\", \"AUM Tier: Premium\", \"Trading Activity: Medium\"], \"behavioral_patterns\": [\"Price-sensitive to fees and charges\", \"Responds well to research-based recommendations\", \"Prefers long-term investments\"], \"engagement_level\": {\"score\": 0.48, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.8}\n",
"primary_segment": "MF_INVESTOR",
"return_code": 0,
"secondary_characteristics": [
"Risk Profile: MODERATE",
"AUM Tier: Premium",
"Trading Activity: Medium"
],
"segment_description": "Mutual Fund Investor",
"status": "completed",
"stderr": "",
"task_id": "analyze_client_profile"
},
"assess_client_risk": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmppxibicp7.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmppxibicp7.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "assess_client_risk"
},
"collect_client_data": {
"client_data": {
"basic_info": {
"age": 45,
"city": "Mumbai",
"kyc_status": "VERIFIED",
"name": "Rajesh Kumar",
"occupation": "Business Owner",
"registration_date": "2020-01-15",
"risk_profile": "MODERATE",
"sub_broker_id": "SB647"
},
"behavioral_data": {
"login_frequency": "monthly",
"mobile_app_usage": "low",
"research_report_downloads": 9,
"support_interactions": 0,
"webinar_attendance": 10
},
"client_id": "C001",
"communication_preferences": {
"channel": "phone",
"content_type": "research_reports",
"frequency": "daily"
},
"portfolio": {
"active_loans": 0,
"cash_balance": 46655,
"equity_holdings": 510000,
"insurance_policies": 3,
"mutual_funds": 212500,
"total_aum": 850000
},
"transaction_history": {
"avg_monthly_volume": 38051,
"last_transaction_date": "2025-06-17",
"preferred_segments": [
"equity",
"mutual_funds"
],
"total_trades_ytd": 21,
"trading_frequency": "medium"
}
},
"collection_timestamp": "2025-07-17T08:22:27.861344",
"data_quality_score": 0.92,
"data_sources": [
"trading_system",
"crm",
"support_system",
"mobile_app"
],
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"status\": \"success\", \"client_data\": {\"client_id\": \"C001\", \"basic_info\": {\"name\": \"Rajesh Kumar\", \"city\": \"Mumbai\", \"age\": 45, \"occupation\": \"Business Owner\", \"registration_date\": \"2020-01-15\", \"kyc_status\": \"VERIFIED\", \"risk_profile\": \"MODERATE\", \"sub_broker_id\": \"SB647\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 0, \"total_aum\": 850000, \"cash_balance\": 46655}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-17\", \"avg_monthly_volume\": 38051, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 21}, \"behavioral_data\": {\"login_frequency\": \"monthly\", \"mobile_app_usage\": \"low\", \"support_interactions\": 0, \"webinar_attendance\": 10, \"research_report_downloads\": 9}, \"communication_preferences\": {\"channel\": \"phone\", \"frequency\": \"daily\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:22:27.861344\", \"data_quality_score\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.211435,
"end_time": "2025-07-17T08:22:27.925653",
"message_sent": true,
"start_time": "2025-07-17T08:22:26.714218",
"timestamp": "2025-07-17T08:22:27.925653",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"status\": \"success\", \"client_data\": {\"client_id\": \"C001\", \"basic_info\": {\"name\": \"Rajesh Kumar\", \"city\": \"Mumbai\", \"age\": 45, \"occupation\": \"Business Owner\", \"registration_date\": \"2020-01-15\", \"kyc_status\": \"VERIFIED\", \"risk_profile\": \"MODERATE\", \"sub_broker_id\": \"SB647\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 0, \"total_aum\": 850000, \"cash_balance\": 46655}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-17\", \"avg_monthly_volume\": 38051, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 21}, \"behavioral_data\": {\"login_frequency\": \"monthly\", \"mobile_app_usage\": \"low\", \"support_interactions\": 0, \"webinar_attendance\": 10, \"research_report_downloads\": 9}, \"communication_preferences\": {\"channel\": \"phone\", \"frequency\": \"daily\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:22:27.861344\", \"data_quality_score\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "collect_client_data"
},
"generate_performance_metrics": {
"analytics_timestamp": "2025-07-17T08:31:31.988060",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:31:31.987906\", \"execution_metrics\": {\"total_execution_time\": \"23 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.95, \"ai_confidence_average\": 0.92}, \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"response_metrics\": {\"response_received\": true, \"response_positive\": true, \"engagement_score\": 0.33, \"tracking_quality\": {\"email_open_rate\": 0.71, \"sentiment_score\": 0.88, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"click_through_rate\": 0.29}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b940114\", \"retention_probability_improvement\": \"+28%\", \"engagement_score_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 5, \"client_satisfaction_impact\": \"+17%\"}, \"success_indicators\": {\"data_collection\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"tracking\": \"SUCCESS\"}, \"next_actions\": {\"follow_up_required\": false, \"escalation_needed\": false, \"next_review_date\": \"2025-08-16T08:31:31.987931\", \"recommended_action\": \"schedule_call\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Develop more personalized offer generation\"]}, \"analytics_timestamp\": \"2025-07-17T08:31:31.988060\", \"report_confidence\": 0.92}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.196822,
"end_time": "2025-07-17T08:31:32.049894",
"message_sent": true,
"start_time": "2025-07-17T08:31:30.853072",
"timestamp": "2025-07-17T08:31:32.049894",
"worker_executed": true,
"workers_notified": true
},
"metrics_generated": true,
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:31:31.987906\", \"execution_metrics\": {\"total_execution_time\": \"23 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.95, \"ai_confidence_average\": 0.92}, \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"response_metrics\": {\"response_received\": true, \"response_positive\": true, \"engagement_score\": 0.33, \"tracking_quality\": {\"email_open_rate\": 0.71, \"sentiment_score\": 0.88, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"click_through_rate\": 0.29}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b940114\", \"retention_probability_improvement\": \"+28%\", \"engagement_score_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 5, \"client_satisfaction_impact\": \"+17%\"}, \"success_indicators\": {\"data_collection\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"tracking\": \"SUCCESS\"}, \"next_actions\": {\"follow_up_required\": false, \"escalation_needed\": false, \"next_review_date\": \"2025-08-16T08:31:31.987931\", \"recommended_action\": \"schedule_call\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Develop more personalized offer generation\"]}, \"analytics_timestamp\": \"2025-07-17T08:31:31.988060\", \"report_confidence\": 0.92}\n",
"performance_metrics": {
"business_impact": {
"client_satisfaction_impact": "+17%",
"cross_sell_opportunities_identified": 5,
"engagement_score_improvement": "+23%",
"estimated_revenue_impact": "\u20b940114",
"retention_probability_improvement": "+28%"
},
"client_id": "123",
"execution_id": "3c3f858a-1ddb-42d9-a00b-ed10ec0eaa95",
"execution_metrics": {
"ai_confidence_average": 0.92,
"data_quality_score": 0.95,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "23 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Develop more personalized offer generation"
],
"next_actions": {
"escalation_needed": false,
"follow_up_required": false,
"next_review_date": "2025-08-16T08:31:31.987931",
"recommended_action": "schedule_call"
},
"processing_timestamp": "2025-07-17T08:31:31.987906",
"response_metrics": {
"engagement_score": 0.33,
"response_positive": true,
"response_received": true,
"tracking_quality": {
"click_through_rate": 0.29,
"email_open_rate": 0.71,
"interaction_depth": "moderate",
"sentiment_score": 0.88,
"time_to_response": "34 hours"
}
},
"route_performance": {
"avg_response_time": "1.8 days",
"avg_success_rate": 0.48
},
"route_taken": "UNRESOLVED_risk_based_router.selected_route",
"success_indicators": {
"communication": "SUCCESS",
"data_collection": "SUCCESS",
"notifications": "SUCCESS",
"recommendations": "SUCCESS",
"risk_assessment": "SUCCESS",
"tracking": "SUCCESS"
},
"workflow_id": "UNRESOLVED_WORKFLOW_ID"
},
"report_confidence": 0.92,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "generate_performance_metrics"
},
"identify_upsell_opportunities": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpyr631g4v.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpyr631g4v.py\", line 14, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "identify_upsell_opportunities"
},
"prepare_campaign_execution": {
"error": "Unsupported task type: parallel",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Unsupported task type: parallel",
"status": "FAILED",
"task_id": "prepare_campaign_execution"
},
"risk_based_router": {
"all_conditions_checked": [
{
"condition": "${assess_client_risk.risk_level} == \u0027HIGH\u0027",
"name": "high_risk_client",
"result": false,
"route": "retention_path"
},
{
"condition": "${assess_client_risk.risk_level} == \u0027MEDIUM\u0027",
"name": "medium_risk_client",
"result": false,
"route": "engagement_path"
},
{
"condition": "${assess_client_risk.risk_level} == \u0027LOW\u0027",
"name": "low_risk_client",
"result": false,
"route": "upsell_path"
}
],
"duration_seconds": 0.001791,
"ended_at": "2025-07-17T08:25:29.370227",
"evaluation_details": {},
"execution_details": {
"actual_result": {
"output": "Route selected: standard_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"standard_path\", \"route_reason\": \"no_conditions_matched\", \"evaluation_details\": {}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027HIGH\u0027\", \"result\": false, \"route\": \"retention_path\"}, {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": false, \"route\": \"engagement_path\"}, {\"name\": \"low_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027LOW\u0027\", \"result\": false, \"route\": \"upsell_path\"}], \"duration_seconds\": 0.001791, \"started_at\": \"2025-07-17T08:25:29.368436\", \"ended_at\": \"2025-07-17T08:25:29.370227\"}",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 0.17591,
"end_time": "2025-07-17T08:25:29.426489",
"message_sent": true,
"start_time": "2025-07-17T08:25:29.250579",
"timestamp": "2025-07-17T08:25:29.426489",
"worker_executed": true,
"workers_notified": true
},
"output": "Route selected: standard_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"standard_path\", \"route_reason\": \"no_conditions_matched\", \"evaluation_details\": {}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027HIGH\u0027\", \"result\": false, \"route\": \"retention_path\"}, {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": false, \"route\": \"engagement_path\"}, {\"name\": \"low_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027LOW\u0027\", \"result\": false, \"route\": \"upsell_path\"}], \"duration_seconds\": 0.001791, \"started_at\": \"2025-07-17T08:25:29.368436\", \"ended_at\": \"2025-07-17T08:25:29.370227\"}",
"return_code": 0,
"route_reason": "no_conditions_matched",
"router_type": "condition",
"selected_route": "standard_path",
"started_at": "2025-07-17T08:25:29.368436",
"status": "completed",
"stderr": "",
"task_id": "risk_based_router"
},
"simulate_response_tracking": {
"analysis_timestamp": "2025-07-17T08:31:30.756979",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": true, \"is_positive\": true, \"response_timestamp\": \"2025-07-17T08:31:30.756877\", \"response_channel\": \"mobile_app\", \"response_type\": \"acceptance\", \"response_time_minutes\": 846, \"engagement_score\": 0.33, \"follow_up_required\": false, \"next_action\": \"schedule_call\"}, \"tracking_metrics\": {\"email_open_rate\": 0.71, \"click_through_rate\": 0.29, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"sentiment_score\": 0.88}, \"analysis_timestamp\": \"2025-07-17T08:31:30.756979\", \"recommendation\": \"Continue monitoring\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.212943,
"end_time": "2025-07-17T08:31:30.827273",
"message_sent": true,
"start_time": "2025-07-17T08:31:29.614330",
"timestamp": "2025-07-17T08:31:30.827273",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": true, \"is_positive\": true, \"response_timestamp\": \"2025-07-17T08:31:30.756877\", \"response_channel\": \"mobile_app\", \"response_type\": \"acceptance\", \"response_time_minutes\": 846, \"engagement_score\": 0.33, \"follow_up_required\": false, \"next_action\": \"schedule_call\"}, \"tracking_metrics\": {\"email_open_rate\": 0.71, \"click_through_rate\": 0.29, \"time_to_response\": \"34 hours\", \"interaction_depth\": \"moderate\", \"sentiment_score\": 0.88}, \"analysis_timestamp\": \"2025-07-17T08:31:30.756979\", \"recommendation\": \"Continue monitoring\"}\n",
"recommendation": "Continue monitoring",
"response_data": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0.33,
"follow_up_required": false,
"has_response": true,
"is_positive": true,
"next_action": "schedule_call",
"response_channel": "mobile_app",
"response_time_minutes": 846,
"response_timestamp": "2025-07-17T08:31:30.756877",
"response_type": "acceptance"
},
"response_tracked": true,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "simulate_response_tracking",
"tracking_metrics": {
"click_through_rate": 0.29,
"email_open_rate": 0.71,
"interaction_depth": "moderate",
"sentiment_score": 0.88,
"time_to_response": "34 hours"
}
},
"update_learning_model": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpcx_28q89.py\", line 15, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpcx_28q89.py\", line 15, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "update_learning_model"
}
},
"update_learning_model": {
"error": "Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpcx_28q89.py\", line 15, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"execution_details": {
"failed": true,
"message_sent": true,
"worker_executed": true,
"workers_notified": true
},
"output": "Task failed: Python script failed with return code 1: Traceback (most recent call last):\n File \"/tmp/tmpcx_28q89.py\", line 15, in \u003cmodule\u003e\n client_data = UNRESOLVED_collect_client_data.client_data\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\nNameError: name \u0027UNRESOLVED_collect_client_data\u0027 is not defined\n",
"status": "FAILED",
"task_id": "update_learning_model"
}
}