智能资源调度决策分析-pro

创建时间: 2026-06-29 11:01 | 步骤: 13 个

工作流描述

标准化商业决策生成工作流,根据用户输入的业务目标与资源约束,串联意图解析、结构建模、资源能力评估、调度优化、策略生成、投资分析、商业分析、决策融合、执行规划与报告生成,并通过提示词转化生成5类商业可视化图表

工作流输出

流程步骤 共 13 步

1业务意图解析
2商业结构建模
3资源能力建模
4资源调度优化
5策略生成与对比
6投资决策分析
7商业成立性分析
8决策融合
9执行计划生成
10最终商业决策报告生成
11商业可视化提示词生成
12批量生成可视化图表
13轮询图表生成状态
工作流定义 (JSON)408 行
{
  "workflow_id": "smart_resource_scheduling_decision_analysis",
  "input": {
    "resources": {
      "field_name": "resources",
      "default": "",
      "description": "资源描述;用自然语言描述可用资源(人力/资金/渠道/内容/技术)",
      "example": "有2名剪辑师,每人3条/天产能,1万元预算,抖音+小红书账号",
      "required": true,
      "type": "string"
    },
    "priority": {
      "field_name": "priority",
      "default": "ROI优先",
      "description": "优先级偏好;如ROI/速度/稳定性权重",
      "example": "ROI优先,其次增长速度",
      "required": false,
      "type": "string"
    },
    "strategy_mode": {
      "field_name": "strategy_mode",
      "default": "平衡",
      "description": "策略模式;保守/平衡/激进/机会导向",
      "example": "平衡",
      "required": false,
      "type": "string"
    },
    "context": {
      "field_name": "context",
      "default": "通用商业场景",
      "description": "背景信息;行业、阶段、市场环境",
      "example": "电商行业冷启动阶段",
      "required": false,
      "type": "string"
    },
    "constraints": {
      "field_name": "constraints",
      "default": "",
      "description": "约束条件;预算、时间、风险偏好、执行限制等",
      "example": "预算1万元,周期90天,风险中等",
      "required": true,
      "type": "string"
    },
    "goal": {
      "field_name": "goal",
      "default": "",
      "description": "决策目标;用一句话描述业务目标(增长/投资/降本/扩张等)",
      "example": "提升短视频GMV 30%",
      "required": true,
      "type": "string"
    },
    "aspect_ratio": {
      "field_name": "aspect_ratio",
      "default": "1:1",
      "description": "生成图表的宽高比,可选值:1:1、3:4、4:3、16:9、9:16",
      "example": "1:1",
      "required": false,
      "type": "string"
    }
  },
  "steps": [
    {
      "id": "step_1_intent_analyzer",
      "point_code": "",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "intent_analyzer",
      "status": "PENDING",
      "name": "业务意图解析",
      "action": "run",
      "params": {
        "resources": "{{@input.resources}}",
        "priority": "{{@input.priority}}",
        "strategy_mode": "{{@input.strategy_mode}}",
        "context": "{{@input.context}}",
        "constraints": "{{@input.constraints}}",
        "goal": "{{@input.goal}}"
      }
    },
    {
      "point_code": "",
      "id": "step_2_business_structuring",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "business_structuring",
      "status": "PENDING",
      "name": "商业结构建模",
      "action": "run",
      "params": {
        "structured_intent": "{{@step_1_intent_analyzer.result.data.structured_intent}}",
        "constraints": "{{@input.constraints}}",
        "kpi_system": "{{@step_1_intent_analyzer.result.data.kpi_system}}"
      },
      "depends_on": [
        "step_1_intent_analyzer"
      ]
    },
    {
      "point_code": "",
      "id": "step_3_resource_intelligence",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "resource_intelligence",
      "status": "PENDING",
      "name": "资源能力建模",
      "action": "run",
      "params": {
        "business_model": "{{@step_2_business_structuring.result.data.business_model}}",
        "resources": "{{@input.resources}}",
        "constraints": "{{@input.constraints}}"
      },
      "depends_on": [
        "step_2_business_structuring"
      ]
    },
    {
      "point_code": "",
      "id": "step_4_resource_scheduling",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "resource_scheduling",
      "status": "PENDING",
      "name": "资源调度优化",
      "action": "run",
      "params": {
        "resource_capabilities": "{{@step_3_resource_intelligence.result.data.resource_capabilities}}",
        "priority": "{{@input.priority}}",
        "constraints": "{{@input.constraints}}",
        "decision_boundaries": "{{@step_2_business_structuring.result.data.decision_boundaries}}"
      },
      "depends_on": [
        "step_3_resource_intelligence"
      ]
    },
    {
      "point_code": "",
      "id": "step_5_strategy_generation",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "strategy_generation",
      "status": "PENDING",
      "name": "策略生成与对比",
      "action": "run",
      "params": {
        "business_model": "{{@step_2_business_structuring.result.data.business_model}}",
        "allocation_plan": "{{@step_4_resource_scheduling.result.data.allocation_plan}}",
        "strategy_mode": "{{@input.strategy_mode}}"
      },
      "depends_on": [
        "step_4_resource_scheduling"
      ]
    },
    {
      "point_code": "",
      "id": "step_6_investment_decision",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "investment_decision",
      "status": "PENDING",
      "name": "投资决策分析",
      "action": "run",
      "params": {
        "business_model": "{{@step_2_business_structuring.result.data.business_model}}",
        "allocation_plan": "{{@step_4_resource_scheduling.result.data.allocation_plan}}",
        "constraints": "{{@input.constraints}}"
      },
      "depends_on": [
        "step_4_resource_scheduling"
      ]
    },
    {
      "point_code": "",
      "id": "step_7_business_analysis",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "business_analysis",
      "status": "PENDING",
      "name": "商业成立性分析",
      "action": "run",
      "params": {
        "business_model": "{{@step_2_business_structuring.result.data.business_model}}",
        "context": "{{@input.context}}",
        "strategy_list": "{{@step_5_strategy_generation.result.data.strategy_list}}"
      },
      "depends_on": [
        "step_2_business_structuring",
        "step_5_strategy_generation"
      ]
    },
    {
      "point_code": "",
      "id": "step_8_decision_fusion",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "decision_fusion",
      "status": "PENDING",
      "name": "决策融合",
      "action": "run",
      "params": {
        "investment_grade": "{{@step_6_investment_decision.result.data.investment_grade}}",
        "allocation_plan": "{{@step_4_resource_scheduling.result.data.allocation_plan}}",
        "business_logic_proof": "{{@step_7_business_analysis.result.data.business_logic_proof}}",
        "strategy_list": "{{@step_5_strategy_generation.result.data.strategy_list}}"
      },
      "depends_on": [
        "step_4_resource_scheduling",
        "step_6_investment_decision",
        "step_7_business_analysis",
        "step_5_strategy_generation"
      ]
    },
    {
      "point_code": "",
      "id": "step_9_execution_planning",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "execution_planning",
      "status": "PENDING",
      "name": "执行计划生成",
      "action": "run",
      "params": {
        "resource_capabilities": "{{@step_3_resource_intelligence.result.data.resource_capabilities}}",
        "optimal_decision": "{{@step_8_decision_fusion.result.data.optimal_decision}}",
        "schedule_structure": "{{@step_4_resource_scheduling.result.data.schedule_structure}}"
      },
      "depends_on": [
        "step_8_decision_fusion",
        "step_4_resource_scheduling",
        "step_3_resource_intelligence"
      ]
    },
    {
      "point_code": "",
      "id": "step_10_final_report_generate",
      "result": [],
      "backend_type": "prompt_api",
      "api_code": "final_report_generate",
      "status": "PENDING",
      "name": "最终商业决策报告生成",
      "action": "run",
      "params": {
        "financial_indicators": "{{@step_6_investment_decision.result.data.financial_indicators}}",
        "investment_grade": "{{@step_6_investment_decision.result.data.investment_grade}}",
        "risk_list": "{{@step_7_business_analysis.result.data.risk_list}}",
        "business_logic_proof": "{{@step_7_business_analysis.result.data.business_logic_proof}}",
        "execution_plan": "{{@step_9_execution_planning.result.data.execution_plan}}",
        "optimal_decision": "{{@step_8_decision_fusion.result.data.optimal_decision}}"
      },
      "depends_on": [
        "step_8_decision_fusion",
        "step_6_investment_decision",
        "step_7_business_analysis",
        "step_9_execution_planning"
      ]
    },
    {
      "result": [],
      "iterator": [
        "decision_card",
        "investment_curve",
        "resource_map",
        "strategy_matrix",
        "business_logic_map"
      ],
      "status": "PENDING",
      "aggregates": [
        {
          "field": "data.chart_prompts",
          "into": "all_chart_prompts"
        }
      ],
      "params": {
        "allocation_plan": "{{@step_4_resource_scheduling.result.data.allocation_plan}}",
        "business_logic_proof": "{{@step_7_business_analysis.result.data.business_logic_proof}}",
        "strategy_comparison_matrix": "{{@step_5_strategy_generation.result.data.strategy_comparison_matrix}}",
        "chart_type": "{{@chart_type_item}}",
        "decision_summary_card": "{{@step_10_final_report_generate.result.data.decision_summary_card}}"
      },
      "depends_on": [
        "step_10_final_report_generate",
        "step_5_strategy_generation",
        "step_4_resource_scheduling",
        "step_7_business_analysis"
      ],
      "id": "step_11_chart_prompt_generate",
      "point_code": "",
      "api_code": "chart_prompt_generate",
      "backend_type": "prompt_api",
      "item_name": "chart_type_item",
      "name": "商业可视化提示词生成",
      "action": "foreach"
    },
    {
      "result": [],
      "iterator": "{{@step_11_chart_prompt_generate.result.data.aggregated.all_chart_prompts}}",
      "status": "PENDING",
      "aggregates": [
        {
          "field": "data.result_url",
          "into": "all_image_urls"
        },
        {
          "field": "data.task_id",
          "into": "all_task_ids"
        }
      ],
      "params": {
        "prompt": "{{@chart_prompt_item.prompt}}",
        "aspect_ratio": "{{@input.aspect_ratio}}"
      },
      "depends_on": [
        "step_11_chart_prompt_generate"
      ],
      "id": "step_12_generate_images",
      "point_code": "1",
      "api_code": "3373",
      "backend_type": "sys_api",
      "item_name": "chart_prompt_item",
      "name": "批量生成可视化图表",
      "action": "foreach"
    },
    {
      "result": [],
      "iterator": "{{@step_12_generate_images.result.data.aggregated.all_image_urls}}",
      "status": "PENDING",
      "aggregates": [
        {
          "field": "data.result_url",
          "into": "final_image_urls"
        }
      ],
      "params": {
        "result_url": "{{@image_url_item}}"
      },
      "depends_on": [
        "step_12_generate_images"
      ],
      "polling": {
        "interval_seconds": 6,
        "timeout_seconds": 600,
        "success_condition": "{{@step_13_poll_images.result.data.task_status}} === 'SUCCEEDED'"
      },
      "point_code": "",
      "id": "step_13_poll_images",
      "api_code": "polling",
      "backend_type": "sys_api",
      "item_name": "image_url_item",
      "name": "轮询图表生成状态",
      "action": "foreach"
    }
  ],
  "output": {
    "financial_indicators": {
      "field_name": "financial_indicators",
      "description": "金融指标(ROI、IRR、回收周期)",
      "value": "{{@step_6_investment_decision.result.data.financial_indicators}}",
      "type": "object"
    },
    "visualization_urls": {
      "field_name": "visualization_urls",
      "description": "生成的5类商业可视化图表URL(决策卡片、投资曲线、资源分配图、策略对比图、商业逻辑图)",
      "value": "{{@step_13_poll_images.result.data.aggregated.final_image_urls}}",
      "type": "array"
    },
    "allocation_plan": {
      "field_name": "allocation_plan",
      "description": "资源分配方案(财务分配、人力分配)",
      "value": "{{@step_4_resource_scheduling.result.data.allocation_plan}}",
      "type": "object"
    },
    "final_report": {
      "field_name": "final_report",
      "description": "完整商业决策报告(一句话结论、决策依据、风险与对冲、执行路径)",
      "value": "{{@step_10_final_report_generate.result.data.final_report}}",
      "type": "object"
    },
    "business_logic_proof": {
      "field_name": "business_logic_proof",
      "description": "商业成立逻辑证明(市场层、模式层、增长逻辑)",
      "value": "{{@step_7_business_analysis.result.data.business_logic_proof}}",
      "type": "object"
    },
    "strategy_comparison_matrix": {
      "field_name": "strategy_comparison_matrix",
      "description": "策略对比矩阵(多策略多维度对比排名)",
      "value": "{{@step_5_strategy_generation.result.data.strategy_comparison_matrix}}",
      "type": "object"
    },
    "execution_plan": {
      "field_name": "execution_plan",
      "description": "执行计划(时间规划、任务拆解、资源绑定、KPI拆解、依赖关系)",
      "value": "{{@step_9_execution_planning.result.data.execution_plan}}",
      "type": "object"
    },
    "optimal_decision": {
      "field_name": "optimal_decision",
      "description": "最优决策方案(策略名称、推荐理由)",
      "value": "{{@step_8_decision_fusion.result.data.optimal_decision}}",
      "type": "object"
    },
    "decision_summary_card": {
      "field_name": "decision_summary_card",
      "description": "决策摘要卡片数据(推荐策略、投资等级、ROI预测、风险等级、回收周期)",
      "value": "{{@step_10_final_report_generate.result.data.decision_summary_card}}",
      "type": "object"
    }
  }
}