{
 "frame_sources": {
  "iot": "https://iot-analytics.com/product/industrial-ai-market-report-2025-2030/",
  "iotsum": "https://www.rtinsights.com/report-industrial-ai-poised-for-rapid-growth/",
  "kai": "https://www.kai-waehner.de/landscapes/industrial-iot-landscape-q4-2026/",
  "mesa": "https://tulip.co/blog/mes-isa-95-mes-11-cmes-namur/",
  "isa": "https://connect981.com/faqs/what-is-the-isa-95-purdue-model",
  "mck": "https://mckinseytalksoperations.com/app/uploads/2025/11/20251124_Manufacturing-Rewired-CxO_vMTO.pdf",
  "arc": "https://imubit.com/blog/arc-marketmap-2026-leader"
 },
 "about": "骨架按产品与资产的生命周期切（数据底座 → 研发设计 → 生产运营 → 能源与流程），另加制造业 AI 数智员工、大厂工业 AI 产品线两框，共 6 框 18 层；依据 IoT Analytics 对工业 AI 的定义，数据底座细分照 Kai Waehner，生产运营参照 MESA-11 / ISA-95（链接见 frame_sources）。ai_era = 老做法到 AI 时代变成什么。isa = 第二套拆法（按 ISA-95 / Purdue 系统层级），layers 指向第一套的 code。",
 "layers": [
  {
   "code": "a1",
   "box": "数据与平台底座",
   "name": "工业连接与 DataOps",
   "ai_era": "OPC、历史库各管一摊 → 统一命名空间 + 工业知识图谱，给 AI 喂上下文",
   "box_zh": "把 OT 数据接出来、理成上下文，再在上面跑 AI"
  },
  {
   "code": "a2",
   "box": "数据与平台底座",
   "name": "工业 AI 平台与基础模型",
   "ai_era": "一个场景建一个模型 → 平台 + 时序 / 物理基础模型 + Agent 编排",
   "box_zh": "把 OT 数据接出来、理成上下文，再在上面跑 AI"
  },
  {
   "code": "a3",
   "box": "数据与平台底座",
   "name": "OT 安全",
   "ai_era": "靠物理隔离 → IT/OT 打通后的零信任，AI 接进产线前先过这一关",
   "box_zh": "把 OT 数据接出来、理成上下文，再在上面跑 AI"
  },
  {
   "code": "b1",
   "box": "研发设计",
   "name": "CAD / 生成式设计 Copilot",
   "ai_era": "工程师一笔笔画 → 用文字、草图生成可编辑的 CAD 模型",
   "box_zh": "画图、仿真、管图纸 → AI 生成和秒级仿真"
  },
  {
   "code": "b2",
   "box": "研发设计",
   "name": "CAE / 仿真 AI",
   "ai_era": "求解器跑几小时 → AI 代理模型秒级出结果",
   "box_zh": "画图、仿真、管图纸 → AI 生成和秒级仿真"
  },
  {
   "code": "b3",
   "box": "研发设计",
   "name": "工程知识与图纸数据",
   "ai_era": "PLM 只存档 → 图纸、BOM 能检索，AI 审图、找相似件",
   "box_zh": "画图、仿真、管图纸 → AI 生成和秒级仿真"
  },
  {
   "code": "b4",
   "box": "研发设计",
   "name": "电子 / PCB 设计 AI",
   "ai_era": "手工布局布线 → AI 自动布局布线、查原理图",
   "box_zh": "画图、仿真、管图纸 → AI 生成和秒级仿真"
  },
  {
   "code": "c1",
   "box": "生产运营",
   "name": "一线运营与维修",
   "ai_era": "纸质工单和老 MES → 一线 App、维修工单系统和维修 Copilot",
   "box_zh": "工厂里每天的计划、报价、生产、质检和维修"
  },
  {
   "code": "c2",
   "box": "生产运营",
   "name": "计划、排产与供应链",
   "ai_era": "APS 按规则排程 → AI 计划、情景推演、供应风险预警",
   "box_zh": "工厂里每天的计划、报价、生产、质检和维修"
  },
  {
   "code": "c3",
   "box": "生产运营",
   "name": "采购、报价与销售工程",
   "ai_era": "人工看图算价、录单 → Agent 读询价单、算价、录进 ERP",
   "box_zh": "工厂里每天的计划、报价、生产、质检和维修"
  },
  {
   "code": "c4",
   "box": "生产运营",
   "name": "质检视觉",
   "ai_era": "规则视觉要逐条调 → 少量样本训练的深度学习质检",
   "box_zh": "工厂里每天的计划、报价、生产、质检和维修"
  },
  {
   "code": "c5",
   "box": "生产运营",
   "name": "预测性维护与资产健康",
   "ai_era": "定期检修、坏了再修 → 振动、声学、温度数据让 AI 提前预警",
   "box_zh": "工厂里每天的计划、报价、生产、质检和维修"
  },
  {
   "code": "d1",
   "box": "能源与流程工业",
   "name": "流程优化 / 先进控制",
   "ai_era": "PID 和 APC 靠专家调 → AI 闭环优化，直接写回控制系统",
   "box_zh": "化工、炼化、电网、油气和矿"
  },
  {
   "code": "d2",
   "box": "能源与流程工业",
   "name": "能源与资源",
   "ai_era": "人工巡检、地质经验 → 卫星和传感器 + AI 管电网、找矿、看油气",
   "box_zh": "化工、炼化、电网、油气和矿"
  },
  {
   "code": "e1",
   "box": "制造业 AI 数智员工",
   "name": "跨岗位工业 Agent",
   "ai_era": "招人、外包 → 接进 ERP / MES、按岗位流程跨系统干活的 AI 员工",
   "box_zh": "按岗位干活的 Agent"
  },
  {
   "code": "f1",
   "box": "大厂工业 AI 产品线",
   "name": "自动化与工业软件巨头",
   "ai_era": "PLC、DCS、MES 老牌厂商在自家系统里加 Copilot 和 Agent",
   "box_zh": "每家只放一次；产品线覆盖哪些环节写在卡片里"
  },
  {
   "code": "f2",
   "box": "大厂工业 AI 产品线",
   "name": "工程软件巨头",
   "ai_era": "CAD、CAE、PLM 厂商把 AI 做进设计到运维全流程",
   "box_zh": "每家只放一次；产品线覆盖哪些环节写在卡片里"
  },
  {
   "code": "f3",
   "box": "大厂工业 AI 产品线",
   "name": "云、芯片与模型",
   "ai_era": "云厂商、芯片和模型公司的工业数据与 AI 产品",
   "box_zh": "每家只放一次；产品线覆盖哪些环节写在卡片里"
  }
 ],
 "isa": [
  {
   "code": "W-plan",
   "name": "计划与供应链",
   "desc": "排产、计划、供应风险",
   "layers": [
    "c2"
   ],
   "section": "L4 企业计划层"
  },
  {
   "code": "W-quote",
   "name": "采购与报价",
   "desc": "询价、报价、录单",
   "layers": [
    "c3"
   ],
   "section": "L4 企业计划层"
  },
  {
   "code": "W-agent",
   "name": "跨岗位 AI 员工",
   "desc": "按岗位跨系统干活",
   "layers": [
    "e1"
   ],
   "section": "L4 企业计划层"
  },
  {
   "code": "W-mes",
   "name": "一线运营与维修",
   "desc": "MES、连接工人、维修工单",
   "layers": [
    "c1"
   ],
   "section": "L3 制造运营层"
  },
  {
   "code": "W-qc",
   "name": "质检",
   "desc": "视觉质检",
   "layers": [
    "c4"
   ],
   "section": "L3 制造运营层"
  },
  {
   "code": "W-pdm",
   "name": "设备健康",
   "desc": "预测性维护",
   "layers": [
    "c5"
   ],
   "section": "L3 制造运营层"
  },
  {
   "code": "W-ctl",
   "name": "流程控制",
   "desc": "先进控制、闭环优化",
   "layers": [
    "d1"
   ],
   "section": "L0–L2 控制与现场层"
  },
  {
   "code": "W-conn",
   "name": "连接与数据",
   "desc": "OT 数据接出、统一命名空间",
   "layers": [
    "a1"
   ],
   "section": "L0–L2 控制与现场层"
  },
  {
   "code": "W-ot",
   "name": "OT 安全",
   "desc": "控制网络防护",
   "layers": [
    "a3"
   ],
   "section": "L0–L2 控制与现场层"
  },
  {
   "code": "W-design",
   "name": "研发设计",
   "desc": "CAD、CAE、图纸、PCB",
   "layers": [
    "b1",
    "b2",
    "b3",
    "b4"
   ],
   "section": "ISA-95 之外"
  },
  {
   "code": "W-plat",
   "name": "跨层平台",
   "desc": "工业 AI 平台与基础模型",
   "layers": [
    "a2"
   ],
   "section": "ISA-95 之外"
  },
  {
   "code": "W-energy",
   "name": "能源与资源",
   "desc": "电网、油气、采矿",
   "layers": [
    "d2"
   ],
   "section": "ISA-95 之外"
  },
  {
   "code": "W-big",
   "name": "大厂产品线",
   "desc": "自动化、工程软件、云",
   "layers": [
    "f1",
    "f2",
    "f3"
   ],
   "section": "ISA-95 之外"
  }
 ]
}