{
 "as_of": "2026-10-18",
 "source_url": "https://www.tandiu.cn/token-budget",
 "currency": "CNY",
 "workdays_per_month": 21.75,
 "method": "各岗位月均Token消耗为示例性估算模型，基于典型AI工具使用场景的假设参数（非实测/非问卷数据），供预算参考；实际消耗因团队工具链、任务复杂度差异可能有数倍出入，建议按自身场景调整假设参数重新估算。算法/后端/量化分析师三个岗位按Claude Code、Codex等AI编程agent的真实重度使用校准（社区数据显示Sonnet档重度用户约¥6-12美元/天，个别同时跑多个agent或长时间自动化的极限用户可能是此估算的2-5倍甚至更高，本表按'重度但非极限'的单人交互场景估算，不是使用上限）；其余岗位（含量化交易员）仍按传统单轮问答式交互估算，与编程agent的多轮工具调用/大段上下文重复发送模式不是一回事，量级差一个数量级以上是正常的。 2026-10-14 起每个岗位分轻度/中度/重度三档使用度：原 12 个岗位的参数即「中度」档；新增岗位与轻度/重度档同为场景假设推算。",
 "capability_metric": "Artificial Analysis 智力指数（AA Intelligence Index），来自 evaluations_latest.json 的已匹配模型；未参与公开评测的模型不计入有能力门槛要求的推荐候选。",
 "usage_tiers": [
  {
   "id": "light",
   "name": "轻度",
   "desc": "偶尔用对话助手查资料、改写文字，每天几次到十几次"
  },
  {
   "id": "standard",
   "name": "中度",
   "desc": "AI 嵌入日常工作流，每天几十次，处理文档、代码片段或数据"
  },
  {
   "id": "heavy",
   "name": "重度",
   "desc": "Agent、长上下文或批量自动化，AI 持续参与主要工作"
  }
 ],
 "groups": [
  {
   "id": "tech",
   "name": "技术研发"
  },
  {
   "id": "product",
   "name": "产品与设计"
  },
  {
   "id": "data",
   "name": "数据与量化"
  },
  {
   "id": "market",
   "name": "市场与销售"
  },
  {
   "id": "service",
   "name": "客户服务"
  },
  {
   "id": "support",
   "name": "职能支持"
  },
  {
   "id": "pro",
   "name": "行业专业岗位"
  },
  {
   "id": "front",
   "name": "一线业务"
  }
 ],
 "roles": [
  {
   "id": "algo",
   "name": "算法/机器学习工程师",
   "group": "tech",
   "scenario": "模型调优、论文/源码理解、长上下文调试（编程agent）",
   "min_aa_index": 50,
   "monthly_salary_cny": 47000,
   "salary_source": "https://www.roberthalf.cn/cn/zh/insights/salary-guide/technology",
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 15,
     "avg_input_tokens": 6000,
     "avg_output_tokens": 800,
     "monthly_input_tokens": 1957500,
     "monthly_output_tokens": 261000,
     "optimal": {
      "model": "Claude Opus 5.5",
      "vendor": "Anthropic",
      "aa_index": 57.6,
      "monthly_cost_cny": 87.37
     },
     "domestic": null
    },
    "standard": {
     "desc": "模型调优、论文/源码理解、长上下文调试（编程agent）",
     "queries_per_workday": 60,
     "avg_input_tokens": 40000,
     "avg_output_tokens": 3000,
     "monthly_input_tokens": 52200000,
     "monthly_output_tokens": 3915000,
     "optimal": {
      "model": "Claude Opus 5.5",
      "vendor": "Anthropic",
      "aa_index": 57.6,
      "monthly_cost_cny": 1922.16
     },
     "domestic": null
    },
    "heavy": {
     "desc": "多个编程 agent 并行、长时间自主跑实验",
     "queries_per_workday": 150,
     "avg_input_tokens": 60000,
     "avg_output_tokens": 4000,
     "monthly_input_tokens": 195750000,
     "monthly_output_tokens": 13050000,
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      "vendor": "Anthropic",
      "aa_index": 57.6,
      "monthly_cost_cny": 6989.68
     },
     "domestic": null
    }
   }
  },
  {
   "id": "backend",
   "name": "后端/全栈开发",
   "group": "tech",
   "scenario": "日常编码、报错排查、接口文档（编程agent）",
   "min_aa_index": 45,
   "monthly_salary_cny": 26000,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 15,
     "avg_input_tokens": 4000,
     "avg_output_tokens": 600,
     "monthly_input_tokens": 1305000,
     "monthly_output_tokens": 195750,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 4.94
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 4.94
     }
    },
    "standard": {
     "desc": "日常编码、报错排查、接口文档（编程agent）",
     "queries_per_workday": 50,
     "avg_input_tokens": 22000,
     "avg_output_tokens": 2200,
     "monthly_input_tokens": 23925000,
     "monthly_output_tokens": 2392500,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
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      "monthly_cost_cny": 83.61
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 83.61
     }
    },
    "heavy": {
     "desc": "编程 agent 全程参与开发、重构与排障",
     "queries_per_workday": 120,
     "avg_input_tokens": 50000,
     "avg_output_tokens": 3500,
     "monthly_input_tokens": 130500000,
     "monthly_output_tokens": 9135000,
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      "aa_index": 46.3,
      "monthly_cost_cny": 433.28
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 433.28
     }
    }
   }
  },
  {
   "id": "frontend",
   "name": "前端/移动端开发",
   "group": "tech",
   "scenario": "页面与交互开发、组件改写、样式调试（编程agent）",
   "min_aa_index": 45,
   "monthly_salary_cny": null,
   "salary_source": null,
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     "desc": "偶尔对话问答、查资料改写",
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     "avg_input_tokens": 4000,
     "avg_output_tokens": 600,
     "monthly_input_tokens": 1305000,
     "monthly_output_tokens": 195750,
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     },
     "domestic": {
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     }
    },
    "standard": {
     "desc": "页面与交互开发、组件改写、样式调试（编程agent）",
     "queries_per_workday": 45,
     "avg_input_tokens": 20000,
     "avg_output_tokens": 2200,
     "monthly_input_tokens": 19575000,
     "monthly_output_tokens": 2153250,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 69.55
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 69.55
     }
    },
    "heavy": {
     "desc": "编程 agent 生成页面、改组件、跑端到端测试",
     "queries_per_workday": 110,
     "avg_input_tokens": 45000,
     "avg_output_tokens": 3500,
     "monthly_input_tokens": 107662500,
     "monthly_output_tokens": 8373750,
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      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 362.33
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
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    }
   }
  },
  {
   "id": "qa",
   "name": "测试/QA工程师",
   "group": "tech",
   "scenario": "测试用例生成、缺陷改写、日志归因",
   "min_aa_index": 37,
   "monthly_salary_cny": 17000,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 8,
     "avg_input_tokens": 2000,
     "avg_output_tokens": 400,
     "monthly_input_tokens": 348000,
     "monthly_output_tokens": 69600,
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      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.47
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.58
     }
    },
    "standard": {
     "desc": "测试用例生成、缺陷改写、日志归因",
     "queries_per_workday": 15,
     "avg_input_tokens": 2500,
     "avg_output_tokens": 500,
     "monthly_input_tokens": 815625,
     "monthly_output_tokens": 163125,
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      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 1.09
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 1.37
     }
    },
    "heavy": {
     "desc": "测试 agent 自动生成并执行用例、归因失败",
     "queries_per_workday": 60,
     "avg_input_tokens": 20000,
     "avg_output_tokens": 2000,
     "monthly_input_tokens": 26100000,
     "monthly_output_tokens": 2610000,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 26.21
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 34.95
     }
    }
   }
  },
  {
   "id": "devops",
   "name": "运维/SRE",
   "group": "tech",
   "scenario": "脚本编写、告警分析、变更评审",
   "min_aa_index": 45,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 8,
     "avg_input_tokens": 3000,
     "avg_output_tokens": 500,
     "monthly_input_tokens": 522000,
     "monthly_output_tokens": 87000,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 2.03
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 2.03
     }
    },
    "standard": {
     "desc": "脚本编写、告警分析、变更评审",
     "queries_per_workday": 25,
     "avg_input_tokens": 10000,
     "avg_output_tokens": 1200,
     "monthly_input_tokens": 5437500,
     "monthly_output_tokens": 652500,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 19.64
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 19.64
     }
    },
    "heavy": {
     "desc": "运维 agent 读日志/指标自动排障",
     "queries_per_workday": 80,
     "avg_input_tokens": 30000,
     "avg_output_tokens": 2500,
     "monthly_input_tokens": 52200000,
     "monthly_output_tokens": 4350000,
     "optimal": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 177.36
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 177.36
     }
    }
   }
  },
  {
   "id": "data_eng",
   "name": "数据工程师",
   "group": "tech",
   "scenario": "ETL/数仓 SQL、数据管道开发（编程agent）",
   "min_aa_index": 45,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 10,
     "avg_input_tokens": 3000,
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     "monthly_input_tokens": 652500,
     "monthly_output_tokens": 108750,
     "optimal": {
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     },
     "domestic": {
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      "aa_index": 46.3,
      "monthly_cost_cny": 2.53
     }
    },
    "standard": {
     "desc": "ETL/数仓 SQL、数据管道开发（编程agent）",
     "queries_per_workday": 35,
     "avg_input_tokens": 15000,
     "avg_output_tokens": 1800,
     "monthly_input_tokens": 11418750,
     "monthly_output_tokens": 1370250,
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      "monthly_cost_cny": 41.24
     },
     "domestic": {
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      "aa_index": 46.3,
      "monthly_cost_cny": 41.24
     }
    },
    "heavy": {
     "desc": "agent 批量改写数据管道、生成数据质量检查",
     "queries_per_workday": 90,
     "avg_input_tokens": 40000,
     "avg_output_tokens": 3000,
     "monthly_input_tokens": 78300000,
     "monthly_output_tokens": 5872500,
     "optimal": {
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      "vendor": "小米",
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      "monthly_cost_cny": 262.25
     },
     "domestic": {
      "model": "MiMo-V2.6-Pro",
      "vendor": "小米",
      "aa_index": 46.3,
      "monthly_cost_cny": 262.25
     }
    }
   }
  },
  {
   "id": "security",
   "name": "安全工程师",
   "group": "tech",
   "scenario": "代码审计、漏洞分析、日志溯源",
   "min_aa_index": 50,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
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     "desc": "偶尔对话问答、查资料改写",
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     "avg_input_tokens": 4000,
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     "monthly_input_tokens": 522000,
     "monthly_output_tokens": 78300,
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     },
     "domestic": null
    },
    "standard": {
     "desc": "代码审计、漏洞分析、日志溯源",
     "queries_per_workday": 20,
     "avg_input_tokens": 12000,
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     "monthly_input_tokens": 5220000,
     "monthly_output_tokens": 522000,
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      "monthly_cost_cny": 209.69
     },
     "domestic": null
    },
    "heavy": {
     "desc": "审计 agent 扫全量代码与日志",
     "queries_per_workday": 60,
     "avg_input_tokens": 40000,
     "avg_output_tokens": 2500,
     "monthly_input_tokens": 52200000,
     "monthly_output_tokens": 3262500,
     "optimal": {
      "model": "Claude Opus 5.5",
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      "monthly_cost_cny": 1834.79
     },
     "domestic": null
    }
   }
  },
  {
   "id": "pm",
   "name": "产品经理",
   "group": "product",
   "scenario": "PRD撰写、竞品分析、需求拆解",
   "min_aa_index": 35,
   "monthly_salary_cny": 22000,
   "salary_source": "https://www.jobui.com/salary/quanguo-chanpinjingli/",
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 5,
     "avg_input_tokens": 1500,
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     "monthly_input_tokens": 163125,
     "monthly_output_tokens": 65250,
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     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.38
     }
    },
    "standard": {
     "desc": "PRD撰写、竞品分析、需求拆解",
     "queries_per_workday": 10,
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     "monthly_input_tokens": 435000,
     "monthly_output_tokens": 195750,
     "optimal": {
      "model": "Claude Haiku 5.5",
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     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 1.09
     }
    },
    "heavy": {
     "desc": "agent 做竞品调研、批量整理用户反馈",
     "queries_per_workday": 40,
     "avg_input_tokens": 8000,
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     "monthly_input_tokens": 6960000,
     "monthly_output_tokens": 1305000,
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     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 11.36
     }
    }
   }
  },
  {
   "id": "designer",
   "name": "UI/UX 设计师",
   "group": "product",
   "scenario": "交互文案、设计说明、用研纪要（不含图像生成）",
   "min_aa_index": 30,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
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     "monthly_input_tokens": 108750,
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      "monthly_cost_cny": 0.25
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.29
     }
    },
    "standard": {
     "desc": "交互文案、设计说明、用研纪要（不含图像生成）",
     "queries_per_workday": 15,
     "avg_input_tokens": 2000,
     "avg_output_tokens": 800,
     "monthly_input_tokens": 652500,
     "monthly_output_tokens": 261000,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 1.31
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 1.53
     }
    },
    "heavy": {
     "desc": "批量生成交互文案与多语言稿、整理可用性测试",
     "queries_per_workday": 40,
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   "id": "analyst",
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     "monthly_output_tokens": 261000,
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     "monthly_output_tokens": 2153250,
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     "monthly_output_tokens": 9135000,
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     "domestic": null
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   }
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  {
   "id": "quant_trader",
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     "monthly_input_tokens": 652500,
     "monthly_output_tokens": 87000,
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     "domestic": {
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      "aa_index": 46.3,
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     "monthly_output_tokens": 104400,
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     "monthly_output_tokens": 522000,
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     "monthly_output_tokens": 3262500,
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     "domestic": {
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  },
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   "salary_source": null,
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     "avg_input_tokens": 1000,
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     "monthly_input_tokens": 108750,
     "monthly_output_tokens": 54375,
     "optimal": {
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      "aa_index": 43.4,
      "monthly_cost_cny": 0.25
     },
     "domestic": {
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      "aa_index": 41.8,
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     "monthly_input_tokens": 815625,
     "monthly_output_tokens": 261000,
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      "aa_index": 43.4,
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     "domestic": {
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      "aa_index": 41.8,
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     "monthly_output_tokens": 1305000,
     "optimal": {
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     "domestic": {
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      "aa_index": 41.8,
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     "monthly_input_tokens": 174000,
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     "optimal": {
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  },
  {
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    },
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     "monthly_input_tokens": 1631250,
     "monthly_output_tokens": 652500,
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     "desc": "批量生成商品详情、多语言上新、评论舆情分析",
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     "optimal": {
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  {
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     "monthly_output_tokens": 261000,
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    "heavy": {
     "desc": "AI 全程辅助坐席，每通对话都带知识库检索上下文",
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     "monthly_output_tokens": 1305000,
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     "domestic": {
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   }
  },
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     "monthly_output_tokens": 52200,
     "optimal": {
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     "domestic": {
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    },
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     "monthly_output_tokens": 234900,
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     "domestic": {
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    },
    "heavy": {
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     "monthly_output_tokens": 1305000,
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   }
  },
  {
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     "desc": "偶尔对话问答、查资料改写",
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     "avg_input_tokens": 1500,
     "avg_output_tokens": 400,
     "monthly_input_tokens": 130500,
     "monthly_output_tokens": 34800,
     "optimal": {
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      "monthly_cost_cny": 0.2
     },
     "domestic": {
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    },
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     "domestic": {
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     "desc": "报表/凭证批量核对与分析",
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     "domestic": {
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   }
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  {
   "id": "legal",
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     "desc": "偶尔对话问答、查资料改写",
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     "monthly_input_tokens": 195750,
     "monthly_output_tokens": 39150,
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     "domestic": null
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    "standard": {
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     "monthly_output_tokens": 104400,
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     "domestic": null
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     "monthly_input_tokens": 16312500,
     "monthly_output_tokens": 1359375,
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      "monthly_cost_cny": 618.88
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     "domestic": null
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   }
  },
  {
   "id": "clerk",
   "name": "文员/行政",
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     "monthly_input_tokens": 52200,
     "monthly_output_tokens": 26100,
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    "heavy": {
     "desc": "公文、会议纪要与流程单据全量 AI 起草",
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     "monthly_input_tokens": 1087500,
     "monthly_output_tokens": 435000,
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     "domestic": {
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   "id": "procurement",
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     "monthly_output_tokens": 43500,
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     "monthly_output_tokens": 87000,
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     "desc": "整套卷宗/判例长上下文分析与文书起草",
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   "id": "doctor",
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  },
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   "id": "teacher",
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     "monthly_output_tokens": 1305000,
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     "monthly_output_tokens": 652500,
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     "desc": "文献综述 agent 精读大量论文",
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   }
  },
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     "desc": "每位客户的资产配置建议与沟通稿全量生成",
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      "aa_index": 43.4,
      "monthly_cost_cny": 6.77
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 8.52
     }
    }
   }
  },
  {
   "id": "translator",
   "name": "翻译/本地化",
   "group": "pro",
   "scenario": "文档与界面翻译、术语统一、校对",
   "min_aa_index": 35,
   "monthly_salary_cny": null,
   "salary_source": null,
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    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 10,
     "avg_input_tokens": 2000,
     "avg_output_tokens": 2000,
     "monthly_input_tokens": 435000,
     "monthly_output_tokens": 435000,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 1.75
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 1.89
     }
    },
    "standard": {
     "desc": "文档与界面翻译、术语统一、校对",
     "queries_per_workday": 40,
     "avg_input_tokens": 3000,
     "avg_output_tokens": 3000,
     "monthly_input_tokens": 2610000,
     "monthly_output_tokens": 2610000,
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      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 10.48
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 11.36
     }
    },
    "heavy": {
     "desc": "全量机翻后人工校对（输出量大）",
     "queries_per_workday": 120,
     "avg_input_tokens": 5000,
     "avg_output_tokens": 5000,
     "monthly_input_tokens": 13050000,
     "monthly_output_tokens": 13050000,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 52.42
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 56.79
     }
    }
   }
  },
  {
   "id": "store_ops",
   "name": "门店运营/店长",
   "group": "front",
   "scenario": "排班与盘点、促销方案、顾客问答",
   "min_aa_index": 0,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
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     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 2,
     "avg_input_tokens": 800,
     "avg_output_tokens": 400,
     "monthly_input_tokens": 34800,
     "monthly_output_tokens": 17400,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.08
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.09
     }
    },
    "standard": {
     "desc": "排班与盘点、促销方案、顾客问答",
     "queries_per_workday": 6,
     "avg_input_tokens": 1500,
     "avg_output_tokens": 600,
     "monthly_input_tokens": 195750,
     "monthly_output_tokens": 78300,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.39
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.46
     }
    },
    "heavy": {
     "desc": "日报、陈列与促销方案全量 AI 生成",
     "queries_per_workday": 20,
     "avg_input_tokens": 3000,
     "avg_output_tokens": 1000,
     "monthly_input_tokens": 1305000,
     "monthly_output_tokens": 435000,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 2.33
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 2.77
     }
    }
   }
  },
  {
   "id": "frontline",
   "name": "一线/产线员工",
   "group": "front",
   "scenario": "制度与操作规程问答、简单表单",
   "min_aa_index": 0,
   "monthly_salary_cny": null,
   "salary_source": null,
   "usage": {
    "light": {
     "desc": "偶尔对话问答、查资料改写",
     "queries_per_workday": 1,
     "avg_input_tokens": 500,
     "avg_output_tokens": 200,
     "monthly_input_tokens": 10875,
     "monthly_output_tokens": 4350,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.02
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.03
     }
    },
    "standard": {
     "desc": "制度与操作规程问答、简单表单",
     "queries_per_workday": 3,
     "avg_input_tokens": 800,
     "avg_output_tokens": 300,
     "monthly_input_tokens": 52200,
     "monthly_output_tokens": 19575,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.1
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.12
     }
    },
    "heavy": {
     "desc": "工位终端随时问规程、报异常",
     "queries_per_workday": 10,
     "avg_input_tokens": 1500,
     "avg_output_tokens": 500,
     "monthly_input_tokens": 326250,
     "monthly_output_tokens": 108750,
     "optimal": {
      "model": "Claude Haiku 5.5",
      "vendor": "Anthropic",
      "aa_index": 43.4,
      "monthly_cost_cny": 0.58
     },
     "domestic": {
      "model": "GLM-5.3-Flash",
      "vendor": "智谱",
      "aa_index": 41.8,
      "monthly_cost_cny": 0.69
     }
    }
   }
  }
 ]
}