Complete Execution Output (JSON):
{
"analyze_client_profile": {
"analysis_timestamp": "2025-07-17T08:39:30.910031",
"behavioral_patterns": [
"Price-sensitive to fees and charges",
"Seeks regular market updates",
"Technology-savvy user"
],
"confidence_score": 0.91,
"engagement_level": {
"rating": "Medium",
"score": 0.66
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:39:30.910031\", \"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\", \"Seeks regular market updates\", \"Technology-savvy user\"], \"engagement_level\": {\"score\": 0.66, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.91}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.212425,
"end_time": "2025-07-17T08:39:30.974013",
"message_sent": true,
"start_time": "2025-07-17T08:39:29.761588",
"timestamp": "2025-07-17T08:39:30.974013",
"worker_executed": true,
"workers_notified": true
},
"investment_preferences": {
"investment_horizon": "Medium-term",
"preferred_products": [
"equity",
"mutual_funds"
],
"risk_appetite": "MODERATE"
},
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:39:30.910031\", \"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\", \"Seeks regular market updates\", \"Technology-savvy user\"], \"engagement_level\": {\"score\": 0.66, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.91}\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": {
"assessment_timestamp": "2025-07-17T08:39:32.170706",
"churn_risk_score": 0.47,
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"assessment_timestamp\": \"2025-07-17T08:39:32.170706\", \"risk_level\": \"MEDIUM\", \"risk_description\": \"Monitor closely\", \"churn_risk_score\": 0.47, \"risk_factors\": [\"Reduced trading activity\"], \"portfolio_risk\": {\"level\": \"LOW\", \"concentration_ratio\": 0.6, \"diversification_score\": 0.4}, \"relationship_health\": {\"score\": 0.53, \"status\": \"At Risk\"}, \"recommended_interventions\": [\"Enhanced engagement campaign\", \"Educational content delivery\", \"Regular market updates\", \"Product demonstrations\"], \"next_review_date\": \"2025-07-31\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.224459,
"end_time": "2025-07-17T08:39:32.239756",
"message_sent": true,
"start_time": "2025-07-17T08:39:31.015297",
"timestamp": "2025-07-17T08:39:32.239756",
"worker_executed": true,
"workers_notified": true
},
"next_review_date": "2025-07-31",
"output": "__OUTPUTS__ {\"assessment_timestamp\": \"2025-07-17T08:39:32.170706\", \"risk_level\": \"MEDIUM\", \"risk_description\": \"Monitor closely\", \"churn_risk_score\": 0.47, \"risk_factors\": [\"Reduced trading activity\"], \"portfolio_risk\": {\"level\": \"LOW\", \"concentration_ratio\": 0.6, \"diversification_score\": 0.4}, \"relationship_health\": {\"score\": 0.53, \"status\": \"At Risk\"}, \"recommended_interventions\": [\"Enhanced engagement campaign\", \"Educational content delivery\", \"Regular market updates\", \"Product demonstrations\"], \"next_review_date\": \"2025-07-31\"}\n",
"portfolio_risk": {
"concentration_ratio": 0.6,
"diversification_score": 0.4,
"level": "LOW"
},
"recommended_interventions": [
"Enhanced engagement campaign",
"Educational content delivery",
"Regular market updates",
"Product demonstrations"
],
"relationship_health": {
"score": 0.53,
"status": "At Risk"
},
"return_code": 0,
"risk_description": "Monitor closely",
"risk_factors": [
"Reduced trading activity"
],
"risk_level": "MEDIUM",
"status": "completed",
"stderr": "",
"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": "SB928"
},
"behavioral_data": {
"login_frequency": "daily",
"mobile_app_usage": "medium",
"research_report_downloads": 24,
"support_interactions": 0,
"webinar_attendance": 5
},
"client_id": "C001",
"communication_preferences": {
"channel": "email",
"content_type": "research_reports",
"frequency": "weekly"
},
"portfolio": {
"active_loans": 1,
"cash_balance": 71339,
"equity_holdings": 510000,
"insurance_policies": 3,
"mutual_funds": 212500,
"total_aum": 850000
},
"transaction_history": {
"avg_monthly_volume": 41693,
"last_transaction_date": "2025-06-22",
"preferred_segments": [
"equity",
"mutual_funds"
],
"total_trades_ytd": 90,
"trading_frequency": "medium"
}
},
"collection_timestamp": "2025-07-17T08:39:29.655268",
"data_quality_score": 1.0,
"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\": \"SB928\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 1, \"total_aum\": 850000, \"cash_balance\": 71339}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-22\", \"avg_monthly_volume\": 41693, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 90}, \"behavioral_data\": {\"login_frequency\": \"daily\", \"mobile_app_usage\": \"medium\", \"support_interactions\": 0, \"webinar_attendance\": 5, \"research_report_downloads\": 24}, \"communication_preferences\": {\"channel\": \"email\", \"frequency\": \"weekly\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:39:29.655268\", \"data_quality_score\": 1.0}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.216874,
"end_time": "2025-07-17T08:39:29.734439",
"message_sent": true,
"start_time": "2025-07-17T08:39:28.517565",
"timestamp": "2025-07-17T08:39:29.734439",
"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\": \"SB928\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 1, \"total_aum\": 850000, \"cash_balance\": 71339}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-22\", \"avg_monthly_volume\": 41693, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 90}, \"behavioral_data\": {\"login_frequency\": \"daily\", \"mobile_app_usage\": \"medium\", \"support_interactions\": 0, \"webinar_attendance\": 5, \"research_report_downloads\": 24}, \"communication_preferences\": {\"channel\": \"email\", \"frequency\": \"weekly\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:39:29.655268\", \"data_quality_score\": 1.0}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "collect_client_data"
},
"create_engagement_campaign": {
"campaign_timestamp": "2025-07-17T08:39:33.693548",
"campaign_type": "ENGAGEMENT_BOOST",
"client_id": "C001",
"communication_schedule": {
"week_1": [
"Welcome to enhanced engagement program",
"Personalized market insights"
],
"week_2": [
"Webinar invitation",
"Educational content delivery"
],
"week_3": [
"Portfolio optimization tips",
"New product announcements"
],
"week_4": [
"Month-end review",
"Satisfaction survey"
]
},
"content_recommendations": [
"Market Analysis Webinar",
"Technical Analysis Basics",
"Tax-Saving Opportunities",
"SIP Benefits Masterclass"
],
"duration": "30 days",
"engagement_activities": [
{
"date": "2025-07-31",
"priority": "HIGH",
"title": "Technical Analysis Basics",
"type": "webinar_invitation"
},
{
"frequency": "Weekly",
"priority": "MEDIUM",
"title": "Weekly Market Commentary",
"type": "market_insights"
},
{
"date": "2025-07-28",
"priority": "LOW",
"title": "New Trading Platform Features",
"type": "product_demo"
},
{
"date": "2025-08-30",
"priority": "MEDIUM",
"title": "Quarterly Portfolio Health Check",
"type": "portfolio_review"
}
],
"escalation_conditions": [
"No engagement within 7 days",
"Declined webinar invitations",
"Reduced platform usage"
],
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"campaign_timestamp\": \"2025-07-17T08:39:33.693548\", \"client_id\": \"C001\", \"campaign_type\": \"ENGAGEMENT_BOOST\", \"duration\": \"30 days\", \"engagement_activities\": [{\"type\": \"webinar_invitation\", \"title\": \"Technical Analysis Basics\", \"date\": \"2025-07-31\", \"priority\": \"HIGH\"}, {\"type\": \"market_insights\", \"title\": \"Weekly Market Commentary\", \"frequency\": \"Weekly\", \"priority\": \"MEDIUM\"}, {\"type\": \"product_demo\", \"title\": \"New Trading Platform Features\", \"date\": \"2025-07-28\", \"priority\": \"LOW\"}, {\"type\": \"portfolio_review\", \"title\": \"Quarterly Portfolio Health Check\", \"date\": \"2025-08-30\", \"priority\": \"MEDIUM\"}], \"content_recommendations\": [\"Market Analysis Webinar\", \"Technical Analysis Basics\", \"Tax-Saving Opportunities\", \"SIP Benefits Masterclass\"], \"communication_schedule\": {\"week_1\": [\"Welcome to enhanced engagement program\", \"Personalized market insights\"], \"week_2\": [\"Webinar invitation\", \"Educational content delivery\"], \"week_3\": [\"Portfolio optimization tips\", \"New product announcements\"], \"week_4\": [\"Month-end review\", \"Satisfaction survey\"]}, \"success_metrics\": {\"target_engagement_increase\": \"25%\", \"webinar_attendance_goal\": \"2 sessions\", \"platform_usage_increase\": \"30%\", \"content_consumption_target\": \"5 pieces\"}, \"personalization_elements\": {\"preferred_communication_time\": \"10:00 AM - 12:00 PM\", \"content_format\": \"Video + PDF summary\", \"interaction_style\": \"Educational focus\"}, \"escalation_conditions\": [\"No engagement within 7 days\", \"Declined webinar invitations\", \"Reduced platform usage\"]}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.259093,
"end_time": "2025-07-17T08:39:33.772841",
"message_sent": true,
"start_time": "2025-07-17T08:39:32.513748",
"timestamp": "2025-07-17T08:39:33.772841",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"campaign_timestamp\": \"2025-07-17T08:39:33.693548\", \"client_id\": \"C001\", \"campaign_type\": \"ENGAGEMENT_BOOST\", \"duration\": \"30 days\", \"engagement_activities\": [{\"type\": \"webinar_invitation\", \"title\": \"Technical Analysis Basics\", \"date\": \"2025-07-31\", \"priority\": \"HIGH\"}, {\"type\": \"market_insights\", \"title\": \"Weekly Market Commentary\", \"frequency\": \"Weekly\", \"priority\": \"MEDIUM\"}, {\"type\": \"product_demo\", \"title\": \"New Trading Platform Features\", \"date\": \"2025-07-28\", \"priority\": \"LOW\"}, {\"type\": \"portfolio_review\", \"title\": \"Quarterly Portfolio Health Check\", \"date\": \"2025-08-30\", \"priority\": \"MEDIUM\"}], \"content_recommendations\": [\"Market Analysis Webinar\", \"Technical Analysis Basics\", \"Tax-Saving Opportunities\", \"SIP Benefits Masterclass\"], \"communication_schedule\": {\"week_1\": [\"Welcome to enhanced engagement program\", \"Personalized market insights\"], \"week_2\": [\"Webinar invitation\", \"Educational content delivery\"], \"week_3\": [\"Portfolio optimization tips\", \"New product announcements\"], \"week_4\": [\"Month-end review\", \"Satisfaction survey\"]}, \"success_metrics\": {\"target_engagement_increase\": \"25%\", \"webinar_attendance_goal\": \"2 sessions\", \"platform_usage_increase\": \"30%\", \"content_consumption_target\": \"5 pieces\"}, \"personalization_elements\": {\"preferred_communication_time\": \"10:00 AM - 12:00 PM\", \"content_format\": \"Video + PDF summary\", \"interaction_style\": \"Educational focus\"}, \"escalation_conditions\": [\"No engagement within 7 days\", \"Declined webinar invitations\", \"Reduced platform usage\"]}\n",
"personalization_elements": {
"content_format": "Video + PDF summary",
"interaction_style": "Educational focus",
"preferred_communication_time": "10:00 AM - 12:00 PM"
},
"return_code": 0,
"status": "completed",
"stderr": "",
"success_metrics": {
"content_consumption_target": "5 pieces",
"platform_usage_increase": "30%",
"target_engagement_increase": "25%",
"webinar_attendance_goal": "2 sessions"
},
"task_id": "create_engagement_campaign"
},
"execution_summary": {
"completed_tasks": 8,
"dependencies_detected": false,
"end_time": "2025-07-17T08:42:37.703263",
"execution_mode": "distributed",
"start_time": "2025-07-17T08:39:27.899481",
"total_tasks": 9
},
"generate_performance_metrics": {
"analytics_timestamp": "2025-07-17T08:42:36.290253",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"execution_metrics\": {\"total_execution_time\": \"16 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.97, \"ai_confidence_average\": 0.95}, \"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\": false, \"response_positive\": false, \"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"retention_probability_improvement\": \"+23%\", \"engagement_score_improvement\": \"+26%\", \"cross_sell_opportunities_identified\": 4, \"client_satisfaction_impact\": \"+20%\"}, \"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\": \"2025-08-16T08:42:36.290184\", \"recommended_action\": \"escalate\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"analytics_timestamp\": \"2025-07-17T08:42:36.290253\", \"report_confidence\": 0.91}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.196964,
"end_time": "2025-07-17T08:42:36.349172",
"message_sent": true,
"start_time": "2025-07-17T08:42:35.152208",
"timestamp": "2025-07-17T08:42:36.349172",
"worker_executed": true,
"workers_notified": true
},
"metrics_generated": true,
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"execution_metrics\": {\"total_execution_time\": \"16 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.97, \"ai_confidence_average\": 0.95}, \"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\": false, \"response_positive\": false, \"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"retention_probability_improvement\": \"+23%\", \"engagement_score_improvement\": \"+26%\", \"cross_sell_opportunities_identified\": 4, \"client_satisfaction_impact\": \"+20%\"}, \"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\": \"2025-08-16T08:42:36.290184\", \"recommended_action\": \"escalate\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"analytics_timestamp\": \"2025-07-17T08:42:36.290253\", \"report_confidence\": 0.91}\n",
"performance_metrics": {
"business_impact": {
"client_satisfaction_impact": "+20%",
"cross_sell_opportunities_identified": 4,
"engagement_score_improvement": "+26%",
"estimated_revenue_impact": "\u20b954260",
"retention_probability_improvement": "+23%"
},
"client_id": "123",
"execution_id": "419aba45-fe66-4a17-a239-2a16ebf1df67",
"execution_metrics": {
"ai_confidence_average": 0.95,
"data_quality_score": 0.97,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "16 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Expand cross-selling opportunity matrix"
],
"next_actions": {
"escalation_needed": false,
"follow_up_required": false,
"next_review_date": "2025-08-16T08:42:36.290184",
"recommended_action": "escalate"
},
"processing_timestamp": "2025-07-17T08:42:36.290164",
"response_metrics": {
"engagement_score": 0,
"response_positive": false,
"response_received": false,
"tracking_quality": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"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": 0.91,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "generate_performance_metrics"
},
"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": true,
"route": "engagement_path"
}
],
"duration_seconds": 0.000777,
"ended_at": "2025-07-17T08:39:32.376796",
"evaluation_details": {
"condition_index": 1,
"matched_condition": {
"condition": "${assess_client_risk.risk_level} == \u0027MEDIUM\u0027",
"name": "medium_risk_client",
"result": true,
"route": "engagement_path"
}
},
"execution_details": {
"actual_result": {
"output": "Route selected: engagement_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"engagement_path\", \"route_reason\": \"condition_matched: medium_risk_client\", \"evaluation_details\": {\"matched_condition\": {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": true, \"route\": \"engagement_path\"}, \"condition_index\": 1}, \"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\": true, \"route\": \"engagement_path\"}], \"duration_seconds\": 0.000777, \"started_at\": \"2025-07-17T08:39:32.376019\", \"ended_at\": \"2025-07-17T08:39:32.376796\"}",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 0.171848,
"end_time": "2025-07-17T08:39:32.440173",
"message_sent": true,
"start_time": "2025-07-17T08:39:32.268325",
"timestamp": "2025-07-17T08:39:32.440173",
"worker_executed": true,
"workers_notified": true
},
"output": "Route selected: engagement_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"engagement_path\", \"route_reason\": \"condition_matched: medium_risk_client\", \"evaluation_details\": {\"matched_condition\": {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": true, \"route\": \"engagement_path\"}, \"condition_index\": 1}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${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\": true, \"route\": \"engagement_path\"}], \"duration_seconds\": 0.000777, \"started_at\": \"2025-07-17T08:39:32.376019\", \"ended_at\": \"2025-07-17T08:39:32.376796\"}",
"return_code": 0,
"route_reason": "condition_matched: medium_risk_client",
"router_type": "condition",
"selected_route": "engagement_path",
"started_at": "2025-07-17T08:39:32.376019",
"status": "completed",
"stderr": "",
"task_id": "risk_based_router"
},
"simulate_response_tracking": {
"analysis_timestamp": "2025-07-17T08:42:35.066343",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": false, \"is_positive\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_channel\": null, \"response_type\": null, \"response_time_minutes\": null, \"engagement_score\": 0, \"follow_up_required\": false, \"next_action\": \"escalate\"}, \"tracking_metrics\": {\"email_open_rate\": 0.61, \"click_through_rate\": 0.21, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"sentiment_score\": 0.5}, \"analysis_timestamp\": \"2025-07-17T08:42:35.066343\", \"recommendation\": \"Retry with different approach\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.202116,
"end_time": "2025-07-17T08:42:35.128300",
"message_sent": true,
"start_time": "2025-07-17T08:42:33.926184",
"timestamp": "2025-07-17T08:42:35.128300",
"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\": false, \"is_positive\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_channel\": null, \"response_type\": null, \"response_time_minutes\": null, \"engagement_score\": 0, \"follow_up_required\": false, \"next_action\": \"escalate\"}, \"tracking_metrics\": {\"email_open_rate\": 0.61, \"click_through_rate\": 0.21, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"sentiment_score\": 0.5}, \"analysis_timestamp\": \"2025-07-17T08:42:35.066343\", \"recommendation\": \"Retry with different approach\"}\n",
"recommendation": "Retry with different approach",
"response_data": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0,
"follow_up_required": false,
"has_response": false,
"is_positive": false,
"next_action": "escalate",
"response_channel": null,
"response_time_minutes": null,
"response_timestamp": "2025-07-17T08:42:35.066297",
"response_type": null
},
"response_tracked": true,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "simulate_response_tracking",
"tracking_metrics": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"status": "FAILED",
"task_outputs": {
"analyze_client_profile": {
"analysis_timestamp": "2025-07-17T08:39:30.910031",
"behavioral_patterns": [
"Price-sensitive to fees and charges",
"Seeks regular market updates",
"Technology-savvy user"
],
"confidence_score": 0.91,
"engagement_level": {
"rating": "Medium",
"score": 0.66
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:39:30.910031\", \"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\", \"Seeks regular market updates\", \"Technology-savvy user\"], \"engagement_level\": {\"score\": 0.66, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.91}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.212425,
"end_time": "2025-07-17T08:39:30.974013",
"message_sent": true,
"start_time": "2025-07-17T08:39:29.761588",
"timestamp": "2025-07-17T08:39:30.974013",
"worker_executed": true,
"workers_notified": true
},
"investment_preferences": {
"investment_horizon": "Medium-term",
"preferred_products": [
"equity",
"mutual_funds"
],
"risk_appetite": "MODERATE"
},
"output": "__OUTPUTS__ {\"analysis_timestamp\": \"2025-07-17T08:39:30.910031\", \"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\", \"Seeks regular market updates\", \"Technology-savvy user\"], \"engagement_level\": {\"score\": 0.66, \"rating\": \"Medium\"}, \"investment_preferences\": {\"preferred_products\": [\"equity\", \"mutual_funds\"], \"risk_appetite\": \"MODERATE\", \"investment_horizon\": \"Medium-term\"}, \"confidence_score\": 0.91}\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": {
"assessment_timestamp": "2025-07-17T08:39:32.170706",
"churn_risk_score": 0.47,
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"assessment_timestamp\": \"2025-07-17T08:39:32.170706\", \"risk_level\": \"MEDIUM\", \"risk_description\": \"Monitor closely\", \"churn_risk_score\": 0.47, \"risk_factors\": [\"Reduced trading activity\"], \"portfolio_risk\": {\"level\": \"LOW\", \"concentration_ratio\": 0.6, \"diversification_score\": 0.4}, \"relationship_health\": {\"score\": 0.53, \"status\": \"At Risk\"}, \"recommended_interventions\": [\"Enhanced engagement campaign\", \"Educational content delivery\", \"Regular market updates\", \"Product demonstrations\"], \"next_review_date\": \"2025-07-31\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.224459,
"end_time": "2025-07-17T08:39:32.239756",
"message_sent": true,
"start_time": "2025-07-17T08:39:31.015297",
"timestamp": "2025-07-17T08:39:32.239756",
"worker_executed": true,
"workers_notified": true
},
"next_review_date": "2025-07-31",
"output": "__OUTPUTS__ {\"assessment_timestamp\": \"2025-07-17T08:39:32.170706\", \"risk_level\": \"MEDIUM\", \"risk_description\": \"Monitor closely\", \"churn_risk_score\": 0.47, \"risk_factors\": [\"Reduced trading activity\"], \"portfolio_risk\": {\"level\": \"LOW\", \"concentration_ratio\": 0.6, \"diversification_score\": 0.4}, \"relationship_health\": {\"score\": 0.53, \"status\": \"At Risk\"}, \"recommended_interventions\": [\"Enhanced engagement campaign\", \"Educational content delivery\", \"Regular market updates\", \"Product demonstrations\"], \"next_review_date\": \"2025-07-31\"}\n",
"portfolio_risk": {
"concentration_ratio": 0.6,
"diversification_score": 0.4,
"level": "LOW"
},
"recommended_interventions": [
"Enhanced engagement campaign",
"Educational content delivery",
"Regular market updates",
"Product demonstrations"
],
"relationship_health": {
"score": 0.53,
"status": "At Risk"
},
"return_code": 0,
"risk_description": "Monitor closely",
"risk_factors": [
"Reduced trading activity"
],
"risk_level": "MEDIUM",
"status": "completed",
"stderr": "",
"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": "SB928"
},
"behavioral_data": {
"login_frequency": "daily",
"mobile_app_usage": "medium",
"research_report_downloads": 24,
"support_interactions": 0,
"webinar_attendance": 5
},
"client_id": "C001",
"communication_preferences": {
"channel": "email",
"content_type": "research_reports",
"frequency": "weekly"
},
"portfolio": {
"active_loans": 1,
"cash_balance": 71339,
"equity_holdings": 510000,
"insurance_policies": 3,
"mutual_funds": 212500,
"total_aum": 850000
},
"transaction_history": {
"avg_monthly_volume": 41693,
"last_transaction_date": "2025-06-22",
"preferred_segments": [
"equity",
"mutual_funds"
],
"total_trades_ytd": 90,
"trading_frequency": "medium"
}
},
"collection_timestamp": "2025-07-17T08:39:29.655268",
"data_quality_score": 1.0,
"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\": \"SB928\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 1, \"total_aum\": 850000, \"cash_balance\": 71339}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-22\", \"avg_monthly_volume\": 41693, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 90}, \"behavioral_data\": {\"login_frequency\": \"daily\", \"mobile_app_usage\": \"medium\", \"support_interactions\": 0, \"webinar_attendance\": 5, \"research_report_downloads\": 24}, \"communication_preferences\": {\"channel\": \"email\", \"frequency\": \"weekly\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:39:29.655268\", \"data_quality_score\": 1.0}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.216874,
"end_time": "2025-07-17T08:39:29.734439",
"message_sent": true,
"start_time": "2025-07-17T08:39:28.517565",
"timestamp": "2025-07-17T08:39:29.734439",
"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\": \"SB928\"}, \"portfolio\": {\"equity_holdings\": 510000, \"mutual_funds\": 212500, \"insurance_policies\": 3, \"active_loans\": 1, \"total_aum\": 850000, \"cash_balance\": 71339}, \"transaction_history\": {\"last_transaction_date\": \"2025-06-22\", \"avg_monthly_volume\": 41693, \"preferred_segments\": [\"equity\", \"mutual_funds\"], \"trading_frequency\": \"medium\", \"total_trades_ytd\": 90}, \"behavioral_data\": {\"login_frequency\": \"daily\", \"mobile_app_usage\": \"medium\", \"support_interactions\": 0, \"webinar_attendance\": 5, \"research_report_downloads\": 24}, \"communication_preferences\": {\"channel\": \"email\", \"frequency\": \"weekly\", \"content_type\": \"research_reports\"}}, \"data_sources\": [\"trading_system\", \"crm\", \"support_system\", \"mobile_app\"], \"collection_timestamp\": \"2025-07-17T08:39:29.655268\", \"data_quality_score\": 1.0}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "collect_client_data"
},
"create_engagement_campaign": {
"campaign_timestamp": "2025-07-17T08:39:33.693548",
"campaign_type": "ENGAGEMENT_BOOST",
"client_id": "C001",
"communication_schedule": {
"week_1": [
"Welcome to enhanced engagement program",
"Personalized market insights"
],
"week_2": [
"Webinar invitation",
"Educational content delivery"
],
"week_3": [
"Portfolio optimization tips",
"New product announcements"
],
"week_4": [
"Month-end review",
"Satisfaction survey"
]
},
"content_recommendations": [
"Market Analysis Webinar",
"Technical Analysis Basics",
"Tax-Saving Opportunities",
"SIP Benefits Masterclass"
],
"duration": "30 days",
"engagement_activities": [
{
"date": "2025-07-31",
"priority": "HIGH",
"title": "Technical Analysis Basics",
"type": "webinar_invitation"
},
{
"frequency": "Weekly",
"priority": "MEDIUM",
"title": "Weekly Market Commentary",
"type": "market_insights"
},
{
"date": "2025-07-28",
"priority": "LOW",
"title": "New Trading Platform Features",
"type": "product_demo"
},
{
"date": "2025-08-30",
"priority": "MEDIUM",
"title": "Quarterly Portfolio Health Check",
"type": "portfolio_review"
}
],
"escalation_conditions": [
"No engagement within 7 days",
"Declined webinar invitations",
"Reduced platform usage"
],
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"campaign_timestamp\": \"2025-07-17T08:39:33.693548\", \"client_id\": \"C001\", \"campaign_type\": \"ENGAGEMENT_BOOST\", \"duration\": \"30 days\", \"engagement_activities\": [{\"type\": \"webinar_invitation\", \"title\": \"Technical Analysis Basics\", \"date\": \"2025-07-31\", \"priority\": \"HIGH\"}, {\"type\": \"market_insights\", \"title\": \"Weekly Market Commentary\", \"frequency\": \"Weekly\", \"priority\": \"MEDIUM\"}, {\"type\": \"product_demo\", \"title\": \"New Trading Platform Features\", \"date\": \"2025-07-28\", \"priority\": \"LOW\"}, {\"type\": \"portfolio_review\", \"title\": \"Quarterly Portfolio Health Check\", \"date\": \"2025-08-30\", \"priority\": \"MEDIUM\"}], \"content_recommendations\": [\"Market Analysis Webinar\", \"Technical Analysis Basics\", \"Tax-Saving Opportunities\", \"SIP Benefits Masterclass\"], \"communication_schedule\": {\"week_1\": [\"Welcome to enhanced engagement program\", \"Personalized market insights\"], \"week_2\": [\"Webinar invitation\", \"Educational content delivery\"], \"week_3\": [\"Portfolio optimization tips\", \"New product announcements\"], \"week_4\": [\"Month-end review\", \"Satisfaction survey\"]}, \"success_metrics\": {\"target_engagement_increase\": \"25%\", \"webinar_attendance_goal\": \"2 sessions\", \"platform_usage_increase\": \"30%\", \"content_consumption_target\": \"5 pieces\"}, \"personalization_elements\": {\"preferred_communication_time\": \"10:00 AM - 12:00 PM\", \"content_format\": \"Video + PDF summary\", \"interaction_style\": \"Educational focus\"}, \"escalation_conditions\": [\"No engagement within 7 days\", \"Declined webinar invitations\", \"Reduced platform usage\"]}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.259093,
"end_time": "2025-07-17T08:39:33.772841",
"message_sent": true,
"start_time": "2025-07-17T08:39:32.513748",
"timestamp": "2025-07-17T08:39:33.772841",
"worker_executed": true,
"workers_notified": true
},
"output": "__OUTPUTS__ {\"campaign_timestamp\": \"2025-07-17T08:39:33.693548\", \"client_id\": \"C001\", \"campaign_type\": \"ENGAGEMENT_BOOST\", \"duration\": \"30 days\", \"engagement_activities\": [{\"type\": \"webinar_invitation\", \"title\": \"Technical Analysis Basics\", \"date\": \"2025-07-31\", \"priority\": \"HIGH\"}, {\"type\": \"market_insights\", \"title\": \"Weekly Market Commentary\", \"frequency\": \"Weekly\", \"priority\": \"MEDIUM\"}, {\"type\": \"product_demo\", \"title\": \"New Trading Platform Features\", \"date\": \"2025-07-28\", \"priority\": \"LOW\"}, {\"type\": \"portfolio_review\", \"title\": \"Quarterly Portfolio Health Check\", \"date\": \"2025-08-30\", \"priority\": \"MEDIUM\"}], \"content_recommendations\": [\"Market Analysis Webinar\", \"Technical Analysis Basics\", \"Tax-Saving Opportunities\", \"SIP Benefits Masterclass\"], \"communication_schedule\": {\"week_1\": [\"Welcome to enhanced engagement program\", \"Personalized market insights\"], \"week_2\": [\"Webinar invitation\", \"Educational content delivery\"], \"week_3\": [\"Portfolio optimization tips\", \"New product announcements\"], \"week_4\": [\"Month-end review\", \"Satisfaction survey\"]}, \"success_metrics\": {\"target_engagement_increase\": \"25%\", \"webinar_attendance_goal\": \"2 sessions\", \"platform_usage_increase\": \"30%\", \"content_consumption_target\": \"5 pieces\"}, \"personalization_elements\": {\"preferred_communication_time\": \"10:00 AM - 12:00 PM\", \"content_format\": \"Video + PDF summary\", \"interaction_style\": \"Educational focus\"}, \"escalation_conditions\": [\"No engagement within 7 days\", \"Declined webinar invitations\", \"Reduced platform usage\"]}\n",
"personalization_elements": {
"content_format": "Video + PDF summary",
"interaction_style": "Educational focus",
"preferred_communication_time": "10:00 AM - 12:00 PM"
},
"return_code": 0,
"status": "completed",
"stderr": "",
"success_metrics": {
"content_consumption_target": "5 pieces",
"platform_usage_increase": "30%",
"target_engagement_increase": "25%",
"webinar_attendance_goal": "2 sessions"
},
"task_id": "create_engagement_campaign"
},
"generate_performance_metrics": {
"analytics_timestamp": "2025-07-17T08:42:36.290253",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"execution_metrics\": {\"total_execution_time\": \"16 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.97, \"ai_confidence_average\": 0.95}, \"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\": false, \"response_positive\": false, \"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"retention_probability_improvement\": \"+23%\", \"engagement_score_improvement\": \"+26%\", \"cross_sell_opportunities_identified\": 4, \"client_satisfaction_impact\": \"+20%\"}, \"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\": \"2025-08-16T08:42:36.290184\", \"recommended_action\": \"escalate\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"analytics_timestamp\": \"2025-07-17T08:42:36.290253\", \"report_confidence\": 0.91}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.196964,
"end_time": "2025-07-17T08:42:36.349172",
"message_sent": true,
"start_time": "2025-07-17T08:42:35.152208",
"timestamp": "2025-07-17T08:42:36.349172",
"worker_executed": true,
"workers_notified": true
},
"metrics_generated": true,
"output": "__OUTPUTS__ {\"metrics_generated\": true, \"performance_metrics\": {\"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"client_id\": \"123\", \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"execution_metrics\": {\"total_execution_time\": \"16 seconds\", \"tasks_completed\": 12, \"tasks_successful\": 12, \"success_rate\": 100.0, \"data_quality_score\": 0.97, \"ai_confidence_average\": 0.95}, \"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\": false, \"response_positive\": false, \"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"retention_probability_improvement\": \"+23%\", \"engagement_score_improvement\": \"+26%\", \"cross_sell_opportunities_identified\": 4, \"client_satisfaction_impact\": \"+20%\"}, \"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\": \"2025-08-16T08:42:36.290184\", \"recommended_action\": \"escalate\"}, \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"analytics_timestamp\": \"2025-07-17T08:42:36.290253\", \"report_confidence\": 0.91}\n",
"performance_metrics": {
"business_impact": {
"client_satisfaction_impact": "+20%",
"cross_sell_opportunities_identified": 4,
"engagement_score_improvement": "+26%",
"estimated_revenue_impact": "\u20b954260",
"retention_probability_improvement": "+23%"
},
"client_id": "123",
"execution_id": "419aba45-fe66-4a17-a239-2a16ebf1df67",
"execution_metrics": {
"ai_confidence_average": 0.95,
"data_quality_score": 0.97,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "16 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Expand cross-selling opportunity matrix"
],
"next_actions": {
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"follow_up_required": false,
"next_review_date": "2025-08-16T08:42:36.290184",
"recommended_action": "escalate"
},
"processing_timestamp": "2025-07-17T08:42:36.290164",
"response_metrics": {
"engagement_score": 0,
"response_positive": false,
"response_received": false,
"tracking_quality": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"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": 0.91,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "generate_performance_metrics"
},
"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": "${assess_client_risk.risk_level} == \u0027MEDIUM\u0027",
"name": "medium_risk_client",
"result": true,
"route": "engagement_path"
}
],
"duration_seconds": 0.000777,
"ended_at": "2025-07-17T08:39:32.376796",
"evaluation_details": {
"condition_index": 1,
"matched_condition": {
"condition": "${assess_client_risk.risk_level} == \u0027MEDIUM\u0027",
"name": "medium_risk_client",
"result": true,
"route": "engagement_path"
}
},
"execution_details": {
"actual_result": {
"output": "Route selected: engagement_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"engagement_path\", \"route_reason\": \"condition_matched: medium_risk_client\", \"evaluation_details\": {\"matched_condition\": {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": true, \"route\": \"engagement_path\"}, \"condition_index\": 1}, \"all_conditions_checked\": [{\"name\": \"high_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027HIGH\u0027\", \"result\": false, \"route\": \"retention_path\"}, {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": true, \"route\": \"engagement_path\"}], \"duration_seconds\": 0.000777, \"started_at\": \"2025-07-17T08:39:32.376019\", \"ended_at\": \"2025-07-17T08:39:32.376796\"}",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 0.171848,
"end_time": "2025-07-17T08:39:32.440173",
"message_sent": true,
"start_time": "2025-07-17T08:39:32.268325",
"timestamp": "2025-07-17T08:39:32.440173",
"worker_executed": true,
"workers_notified": true
},
"output": "Route selected: engagement_path\n__OUTPUTS__ {\"router_type\": \"condition\", \"selected_route\": \"engagement_path\", \"route_reason\": \"condition_matched: medium_risk_client\", \"evaluation_details\": {\"matched_condition\": {\"name\": \"medium_risk_client\", \"condition\": \"${assess_client_risk.risk_level} == \u0027MEDIUM\u0027\", \"result\": true, \"route\": \"engagement_path\"}, \"condition_index\": 1}, \"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\": true, \"route\": \"engagement_path\"}], \"duration_seconds\": 0.000777, \"started_at\": \"2025-07-17T08:39:32.376019\", \"ended_at\": \"2025-07-17T08:39:32.376796\"}",
"return_code": 0,
"route_reason": "condition_matched: medium_risk_client",
"router_type": "condition",
"selected_route": "engagement_path",
"started_at": "2025-07-17T08:39:32.376019",
"status": "completed",
"stderr": "",
"task_id": "risk_based_router"
},
"simulate_response_tracking": {
"analysis_timestamp": "2025-07-17T08:42:35.066343",
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"response_tracked\": true, \"response_data\": {\"client_id\": \"123\", \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"has_response\": false, \"is_positive\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_channel\": null, \"response_type\": null, \"response_time_minutes\": null, \"engagement_score\": 0, \"follow_up_required\": false, \"next_action\": \"escalate\"}, \"tracking_metrics\": {\"email_open_rate\": 0.61, \"click_through_rate\": 0.21, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"sentiment_score\": 0.5}, \"analysis_timestamp\": \"2025-07-17T08:42:35.066343\", \"recommendation\": \"Retry with different approach\"}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.202116,
"end_time": "2025-07-17T08:42:35.128300",
"message_sent": true,
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"timestamp": "2025-07-17T08:42:35.128300",
"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\": false, \"is_positive\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_channel\": null, \"response_type\": null, \"response_time_minutes\": null, \"engagement_score\": 0, \"follow_up_required\": false, \"next_action\": \"escalate\"}, \"tracking_metrics\": {\"email_open_rate\": 0.61, \"click_through_rate\": 0.21, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"sentiment_score\": 0.5}, \"analysis_timestamp\": \"2025-07-17T08:42:35.066343\", \"recommendation\": \"Retry with different approach\"}\n",
"recommendation": "Retry with different approach",
"response_data": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0,
"follow_up_required": false,
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"is_positive": false,
"next_action": "escalate",
"response_channel": null,
"response_time_minutes": null,
"response_timestamp": "2025-07-17T08:42:35.066297",
"response_type": null
},
"response_tracked": true,
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "simulate_response_tracking",
"tracking_metrics": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"update_learning_model": {
"algorithm_updates": {
"model_performance": {
"f1_score": "84.1%",
"overall_accuracy": "93.1%",
"precision": "87.1%",
"recall": "82.7%"
},
"new_features": [
"Dynamic risk scoring",
"Behavioral pattern recognition",
"Predictive engagement scoring",
"Optimal timing recommendations"
],
"updated_algorithms": [
"risk_assessment_model_v2.1",
"client_segmentation_v1.8",
"recommendation_engine_v3.2",
"response_prediction_v1.5"
]
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"learning_completed\": true, \"learning_data\": {\"client_segment\": \"MF_INVESTOR\", \"risk_level\": \"MEDIUM\", \"actions_taken\": \"engagement_path\", \"response_outcome\": {\"client_id\": \"123\", \"is_positive\": false, \"next_action\": \"escalate\", \"has_response\": false, \"response_type\": null, \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"engagement_score\": 0, \"response_channel\": null, \"follow_up_required\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_time_minutes\": null}, \"success_metrics\": {\"client_id\": \"123\", \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"next_actions\": {\"next_review_date\": \"2025-08-16T08:42:36.290184\", \"escalation_needed\": false, \"follow_up_required\": false, \"recommended_action\": \"escalate\"}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"client_satisfaction_impact\": \"+20%\", \"engagement_score_improvement\": \"+26%\", \"retention_probability_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 4}, \"response_metrics\": {\"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}, \"response_positive\": false, \"response_received\": false}, \"execution_metrics\": {\"success_rate\": 100.0, \"tasks_completed\": 12, \"tasks_successful\": 12, \"data_quality_score\": 0.97, \"total_execution_time\": \"16 seconds\", \"ai_confidence_average\": 0.95}, \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"success_indicators\": {\"tracking\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"data_collection\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\"}, \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"client_characteristics\": {\"aum\": 850000, \"age\": 45, \"risk_profile\": \"MODERATE\", \"engagement_level\": \"{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}\"}, \"learning_timestamp\": \"2025-07-17T08:42:37.611584\"}, \"model_insights\": {\"patterns_identified\": [\"High AUM clients (850000+) show 23% better response to retention offers\", \"Clients in Mumbai prefer email communication\", \"MODERATE risk profile clients respond best to advisory content\"], \"accuracy_improvements\": {\"risk_assessment_model\": \"+3.3%\", \"segmentation_model\": \"+2.2%\", \"recommendation_engine\": \"+4.6%\", \"response_prediction\": \"+1.4%\"}, \"recommendations_refined\": [\"Adjust risk thresholds for better sensitivity\", \"Enhance personalization algorithms\", \"Improve timing prediction models\", \"Optimize communication channel selection\"]}, \"algorithm_updates\": {\"updated_algorithms\": [\"risk_assessment_model_v2.1\", \"client_segmentation_v1.8\", \"recommendation_engine_v3.2\", \"response_prediction_v1.5\"], \"new_features\": [\"Dynamic risk scoring\", \"Behavioral pattern recognition\", \"Predictive engagement scoring\", \"Optimal timing recommendations\"], \"model_performance\": {\"overall_accuracy\": \"93.1%\", \"precision\": \"87.1%\", \"recall\": \"82.7%\", \"f1_score\": \"84.1%\"}}, \"optimization_plans\": {\"next_optimization_cycle\": \"2025-07-24T08:42:37.611698\", \"focus_areas\": [\"Improve low-engagement client predictions\", \"Enhance cross-selling opportunity identification\", \"Optimize communication timing\", \"Refine retention strategy effectiveness\"], \"data_requirements\": [\"More historical response data\", \"Enhanced behavioral tracking\", \"Market condition correlations\", \"Competitor analysis integration\"]}, \"learning_timestamp\": \"2025-07-17T08:42:37.611712\", \"learning_confidence\": 0.87}\n",
"return_code": 0,
"status": "completed",
"stderr": ""
},
"duration_seconds": 1.20639,
"end_time": "2025-07-17T08:42:37.680538",
"message_sent": true,
"start_time": "2025-07-17T08:42:36.474148",
"timestamp": "2025-07-17T08:42:37.680538",
"worker_executed": true,
"workers_notified": true
},
"learning_completed": true,
"learning_confidence": 0.87,
"learning_data": {
"actions_taken": "engagement_path",
"client_characteristics": {
"age": 45,
"aum": 850000,
"engagement_level": "{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}",
"risk_profile": "MODERATE"
},
"client_segment": "MF_INVESTOR",
"learning_timestamp": "2025-07-17T08:42:37.611584",
"response_outcome": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0,
"follow_up_required": false,
"has_response": false,
"is_positive": false,
"next_action": "escalate",
"response_channel": null,
"response_time_minutes": null,
"response_timestamp": "2025-07-17T08:42:35.066297",
"response_type": null
},
"risk_level": "MEDIUM",
"success_metrics": {
"business_impact": {
"client_satisfaction_impact": "+20%",
"cross_sell_opportunities_identified": 4,
"engagement_score_improvement": "+26%",
"estimated_revenue_impact": "\u20b954260",
"retention_probability_improvement": "+23%"
},
"client_id": "123",
"execution_id": "419aba45-fe66-4a17-a239-2a16ebf1df67",
"execution_metrics": {
"ai_confidence_average": 0.95,
"data_quality_score": 0.97,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "16 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Expand cross-selling opportunity matrix"
],
"next_actions": {
"escalation_needed": false,
"follow_up_required": false,
"next_review_date": "2025-08-16T08:42:36.290184",
"recommended_action": "escalate"
},
"processing_timestamp": "2025-07-17T08:42:36.290164",
"response_metrics": {
"engagement_score": 0,
"response_positive": false,
"response_received": false,
"tracking_quality": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"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"
}
},
"learning_timestamp": "2025-07-17T08:42:37.611712",
"model_insights": {
"accuracy_improvements": {
"recommendation_engine": "+4.6%",
"response_prediction": "+1.4%",
"risk_assessment_model": "+3.3%",
"segmentation_model": "+2.2%"
},
"patterns_identified": [
"High AUM clients (850000+) show 23% better response to retention offers",
"Clients in Mumbai prefer email communication",
"MODERATE risk profile clients respond best to advisory content"
],
"recommendations_refined": [
"Adjust risk thresholds for better sensitivity",
"Enhance personalization algorithms",
"Improve timing prediction models",
"Optimize communication channel selection"
]
},
"optimization_plans": {
"data_requirements": [
"More historical response data",
"Enhanced behavioral tracking",
"Market condition correlations",
"Competitor analysis integration"
],
"focus_areas": [
"Improve low-engagement client predictions",
"Enhance cross-selling opportunity identification",
"Optimize communication timing",
"Refine retention strategy effectiveness"
],
"next_optimization_cycle": "2025-07-24T08:42:37.611698"
},
"output": "__OUTPUTS__ {\"learning_completed\": true, \"learning_data\": {\"client_segment\": \"MF_INVESTOR\", \"risk_level\": \"MEDIUM\", \"actions_taken\": \"engagement_path\", \"response_outcome\": {\"client_id\": \"123\", \"is_positive\": false, \"next_action\": \"escalate\", \"has_response\": false, \"response_type\": null, \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"engagement_score\": 0, \"response_channel\": null, \"follow_up_required\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_time_minutes\": null}, \"success_metrics\": {\"client_id\": \"123\", \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"next_actions\": {\"next_review_date\": \"2025-08-16T08:42:36.290184\", \"escalation_needed\": false, \"follow_up_required\": false, \"recommended_action\": \"escalate\"}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"client_satisfaction_impact\": \"+20%\", \"engagement_score_improvement\": \"+26%\", \"retention_probability_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 4}, \"response_metrics\": {\"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}, \"response_positive\": false, \"response_received\": false}, \"execution_metrics\": {\"success_rate\": 100.0, \"tasks_completed\": 12, \"tasks_successful\": 12, \"data_quality_score\": 0.97, \"total_execution_time\": \"16 seconds\", \"ai_confidence_average\": 0.95}, \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"success_indicators\": {\"tracking\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"data_collection\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\"}, \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"client_characteristics\": {\"aum\": 850000, \"age\": 45, \"risk_profile\": \"MODERATE\", \"engagement_level\": \"{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}\"}, \"learning_timestamp\": \"2025-07-17T08:42:37.611584\"}, \"model_insights\": {\"patterns_identified\": [\"High AUM clients (850000+) show 23% better response to retention offers\", \"Clients in Mumbai prefer email communication\", \"MODERATE risk profile clients respond best to advisory content\"], \"accuracy_improvements\": {\"risk_assessment_model\": \"+3.3%\", \"segmentation_model\": \"+2.2%\", \"recommendation_engine\": \"+4.6%\", \"response_prediction\": \"+1.4%\"}, \"recommendations_refined\": [\"Adjust risk thresholds for better sensitivity\", \"Enhance personalization algorithms\", \"Improve timing prediction models\", \"Optimize communication channel selection\"]}, \"algorithm_updates\": {\"updated_algorithms\": [\"risk_assessment_model_v2.1\", \"client_segmentation_v1.8\", \"recommendation_engine_v3.2\", \"response_prediction_v1.5\"], \"new_features\": [\"Dynamic risk scoring\", \"Behavioral pattern recognition\", \"Predictive engagement scoring\", \"Optimal timing recommendations\"], \"model_performance\": {\"overall_accuracy\": \"93.1%\", \"precision\": \"87.1%\", \"recall\": \"82.7%\", \"f1_score\": \"84.1%\"}}, \"optimization_plans\": {\"next_optimization_cycle\": \"2025-07-24T08:42:37.611698\", \"focus_areas\": [\"Improve low-engagement client predictions\", \"Enhance cross-selling opportunity identification\", \"Optimize communication timing\", \"Refine retention strategy effectiveness\"], \"data_requirements\": [\"More historical response data\", \"Enhanced behavioral tracking\", \"Market condition correlations\", \"Competitor analysis integration\"]}, \"learning_timestamp\": \"2025-07-17T08:42:37.611712\", \"learning_confidence\": 0.87}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "update_learning_model"
}
},
"update_learning_model": {
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"precision": "87.1%",
"recall": "82.7%"
},
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"Behavioral pattern recognition",
"Predictive engagement scoring",
"Optimal timing recommendations"
],
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"client_segmentation_v1.8",
"recommendation_engine_v3.2",
"response_prediction_v1.5"
]
},
"execution_details": {
"actual_result": {
"output": "__OUTPUTS__ {\"learning_completed\": true, \"learning_data\": {\"client_segment\": \"MF_INVESTOR\", \"risk_level\": \"MEDIUM\", \"actions_taken\": \"engagement_path\", \"response_outcome\": {\"client_id\": \"123\", \"is_positive\": false, \"next_action\": \"escalate\", \"has_response\": false, \"response_type\": null, \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"engagement_score\": 0, \"response_channel\": null, \"follow_up_required\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_time_minutes\": null}, \"success_metrics\": {\"client_id\": \"123\", \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"next_actions\": {\"next_review_date\": \"2025-08-16T08:42:36.290184\", \"escalation_needed\": false, \"follow_up_required\": false, \"recommended_action\": \"escalate\"}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"client_satisfaction_impact\": \"+20%\", \"engagement_score_improvement\": \"+26%\", \"retention_probability_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 4}, \"response_metrics\": {\"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}, \"response_positive\": false, \"response_received\": false}, \"execution_metrics\": {\"success_rate\": 100.0, \"tasks_completed\": 12, \"tasks_successful\": 12, \"data_quality_score\": 0.97, \"total_execution_time\": \"16 seconds\", \"ai_confidence_average\": 0.95}, \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"success_indicators\": {\"tracking\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"data_collection\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\"}, \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"client_characteristics\": {\"aum\": 850000, \"age\": 45, \"risk_profile\": \"MODERATE\", \"engagement_level\": \"{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}\"}, \"learning_timestamp\": \"2025-07-17T08:42:37.611584\"}, \"model_insights\": {\"patterns_identified\": [\"High AUM clients (850000+) show 23% better response to retention offers\", \"Clients in Mumbai prefer email communication\", \"MODERATE risk profile clients respond best to advisory content\"], \"accuracy_improvements\": {\"risk_assessment_model\": \"+3.3%\", \"segmentation_model\": \"+2.2%\", \"recommendation_engine\": \"+4.6%\", \"response_prediction\": \"+1.4%\"}, \"recommendations_refined\": [\"Adjust risk thresholds for better sensitivity\", \"Enhance personalization algorithms\", \"Improve timing prediction models\", \"Optimize communication channel selection\"]}, \"algorithm_updates\": {\"updated_algorithms\": [\"risk_assessment_model_v2.1\", \"client_segmentation_v1.8\", \"recommendation_engine_v3.2\", \"response_prediction_v1.5\"], \"new_features\": [\"Dynamic risk scoring\", \"Behavioral pattern recognition\", \"Predictive engagement scoring\", \"Optimal timing recommendations\"], \"model_performance\": {\"overall_accuracy\": \"93.1%\", \"precision\": \"87.1%\", \"recall\": \"82.7%\", \"f1_score\": \"84.1%\"}}, \"optimization_plans\": {\"next_optimization_cycle\": \"2025-07-24T08:42:37.611698\", \"focus_areas\": [\"Improve low-engagement client predictions\", \"Enhance cross-selling opportunity identification\", \"Optimize communication timing\", \"Refine retention strategy effectiveness\"], \"data_requirements\": [\"More historical response data\", \"Enhanced behavioral tracking\", \"Market condition correlations\", \"Competitor analysis integration\"]}, \"learning_timestamp\": \"2025-07-17T08:42:37.611712\", \"learning_confidence\": 0.87}\n",
"return_code": 0,
"status": "completed",
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},
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"end_time": "2025-07-17T08:42:37.680538",
"message_sent": true,
"start_time": "2025-07-17T08:42:36.474148",
"timestamp": "2025-07-17T08:42:37.680538",
"worker_executed": true,
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},
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"age": 45,
"aum": 850000,
"engagement_level": "{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}",
"risk_profile": "MODERATE"
},
"client_segment": "MF_INVESTOR",
"learning_timestamp": "2025-07-17T08:42:37.611584",
"response_outcome": {
"campaign_route": "UNRESOLVED_risk_based_router.selected_route",
"client_id": "123",
"engagement_score": 0,
"follow_up_required": false,
"has_response": false,
"is_positive": false,
"next_action": "escalate",
"response_channel": null,
"response_time_minutes": null,
"response_timestamp": "2025-07-17T08:42:35.066297",
"response_type": null
},
"risk_level": "MEDIUM",
"success_metrics": {
"business_impact": {
"client_satisfaction_impact": "+20%",
"cross_sell_opportunities_identified": 4,
"engagement_score_improvement": "+26%",
"estimated_revenue_impact": "\u20b954260",
"retention_probability_improvement": "+23%"
},
"client_id": "123",
"execution_id": "419aba45-fe66-4a17-a239-2a16ebf1df67",
"execution_metrics": {
"ai_confidence_average": 0.95,
"data_quality_score": 0.97,
"success_rate": 100.0,
"tasks_completed": 12,
"tasks_successful": 12,
"total_execution_time": "16 seconds"
},
"improvement_recommendations": [
"Implement A/B testing for communication strategies",
"Improve response time tracking accuracy",
"Expand cross-selling opportunity matrix"
],
"next_actions": {
"escalation_needed": false,
"follow_up_required": false,
"next_review_date": "2025-08-16T08:42:36.290184",
"recommended_action": "escalate"
},
"processing_timestamp": "2025-07-17T08:42:36.290164",
"response_metrics": {
"engagement_score": 0,
"response_positive": false,
"response_received": false,
"tracking_quality": {
"click_through_rate": 0.21,
"email_open_rate": 0.61,
"interaction_depth": "none",
"sentiment_score": 0.5,
"time_to_response": "No response"
}
},
"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"
}
},
"learning_timestamp": "2025-07-17T08:42:37.611712",
"model_insights": {
"accuracy_improvements": {
"recommendation_engine": "+4.6%",
"response_prediction": "+1.4%",
"risk_assessment_model": "+3.3%",
"segmentation_model": "+2.2%"
},
"patterns_identified": [
"High AUM clients (850000+) show 23% better response to retention offers",
"Clients in Mumbai prefer email communication",
"MODERATE risk profile clients respond best to advisory content"
],
"recommendations_refined": [
"Adjust risk thresholds for better sensitivity",
"Enhance personalization algorithms",
"Improve timing prediction models",
"Optimize communication channel selection"
]
},
"optimization_plans": {
"data_requirements": [
"More historical response data",
"Enhanced behavioral tracking",
"Market condition correlations",
"Competitor analysis integration"
],
"focus_areas": [
"Improve low-engagement client predictions",
"Enhance cross-selling opportunity identification",
"Optimize communication timing",
"Refine retention strategy effectiveness"
],
"next_optimization_cycle": "2025-07-24T08:42:37.611698"
},
"output": "__OUTPUTS__ {\"learning_completed\": true, \"learning_data\": {\"client_segment\": \"MF_INVESTOR\", \"risk_level\": \"MEDIUM\", \"actions_taken\": \"engagement_path\", \"response_outcome\": {\"client_id\": \"123\", \"is_positive\": false, \"next_action\": \"escalate\", \"has_response\": false, \"response_type\": null, \"campaign_route\": \"UNRESOLVED_risk_based_router.selected_route\", \"engagement_score\": 0, \"response_channel\": null, \"follow_up_required\": false, \"response_timestamp\": \"2025-07-17T08:42:35.066297\", \"response_time_minutes\": null}, \"success_metrics\": {\"client_id\": \"123\", \"route_taken\": \"UNRESOLVED_risk_based_router.selected_route\", \"workflow_id\": \"UNRESOLVED_WORKFLOW_ID\", \"execution_id\": \"419aba45-fe66-4a17-a239-2a16ebf1df67\", \"next_actions\": {\"next_review_date\": \"2025-08-16T08:42:36.290184\", \"escalation_needed\": false, \"follow_up_required\": false, \"recommended_action\": \"escalate\"}, \"business_impact\": {\"estimated_revenue_impact\": \"\\u20b954260\", \"client_satisfaction_impact\": \"+20%\", \"engagement_score_improvement\": \"+26%\", \"retention_probability_improvement\": \"+23%\", \"cross_sell_opportunities_identified\": 4}, \"response_metrics\": {\"engagement_score\": 0, \"tracking_quality\": {\"email_open_rate\": 0.61, \"sentiment_score\": 0.5, \"time_to_response\": \"No response\", \"interaction_depth\": \"none\", \"click_through_rate\": 0.21}, \"response_positive\": false, \"response_received\": false}, \"execution_metrics\": {\"success_rate\": 100.0, \"tasks_completed\": 12, \"tasks_successful\": 12, \"data_quality_score\": 0.97, \"total_execution_time\": \"16 seconds\", \"ai_confidence_average\": 0.95}, \"route_performance\": {\"avg_success_rate\": 0.48, \"avg_response_time\": \"1.8 days\"}, \"success_indicators\": {\"tracking\": \"SUCCESS\", \"communication\": \"SUCCESS\", \"notifications\": \"SUCCESS\", \"data_collection\": \"SUCCESS\", \"recommendations\": \"SUCCESS\", \"risk_assessment\": \"SUCCESS\"}, \"processing_timestamp\": \"2025-07-17T08:42:36.290164\", \"improvement_recommendations\": [\"Implement A/B testing for communication strategies\", \"Improve response time tracking accuracy\", \"Expand cross-selling opportunity matrix\"]}, \"client_characteristics\": {\"aum\": 850000, \"age\": 45, \"risk_profile\": \"MODERATE\", \"engagement_level\": \"{\u0027score\u0027: 0.66, \u0027rating\u0027: \u0027Medium\u0027}\"}, \"learning_timestamp\": \"2025-07-17T08:42:37.611584\"}, \"model_insights\": {\"patterns_identified\": [\"High AUM clients (850000+) show 23% better response to retention offers\", \"Clients in Mumbai prefer email communication\", \"MODERATE risk profile clients respond best to advisory content\"], \"accuracy_improvements\": {\"risk_assessment_model\": \"+3.3%\", \"segmentation_model\": \"+2.2%\", \"recommendation_engine\": \"+4.6%\", \"response_prediction\": \"+1.4%\"}, \"recommendations_refined\": [\"Adjust risk thresholds for better sensitivity\", \"Enhance personalization algorithms\", \"Improve timing prediction models\", \"Optimize communication channel selection\"]}, \"algorithm_updates\": {\"updated_algorithms\": [\"risk_assessment_model_v2.1\", \"client_segmentation_v1.8\", \"recommendation_engine_v3.2\", \"response_prediction_v1.5\"], \"new_features\": [\"Dynamic risk scoring\", \"Behavioral pattern recognition\", \"Predictive engagement scoring\", \"Optimal timing recommendations\"], \"model_performance\": {\"overall_accuracy\": \"93.1%\", \"precision\": \"87.1%\", \"recall\": \"82.7%\", \"f1_score\": \"84.1%\"}}, \"optimization_plans\": {\"next_optimization_cycle\": \"2025-07-24T08:42:37.611698\", \"focus_areas\": [\"Improve low-engagement client predictions\", \"Enhance cross-selling opportunity identification\", \"Optimize communication timing\", \"Refine retention strategy effectiveness\"], \"data_requirements\": [\"More historical response data\", \"Enhanced behavioral tracking\", \"Market condition correlations\", \"Competitor analysis integration\"]}, \"learning_timestamp\": \"2025-07-17T08:42:37.611712\", \"learning_confidence\": 0.87}\n",
"return_code": 0,
"status": "completed",
"stderr": "",
"task_id": "update_learning_model"
}
}