创建时间: 2026-06-29 11:01 | 步骤: 13 个
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
{
"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"
}
}
}