batch-generate-batch4.js

#!/usr/bin/env node
/**
 * Batch 4 Use Case Generator (Cases 105-204)
 * Generates EN and CN content files in 3 dimensions (by-role, by-industry, by-task)
 * Each case = 6 files (3 dims x 2 langs)
 * Total: 100 cases x 6 = 600 files
 */

const fs = require('fs');
const path = require('path');

const CASES_JSON = '/home/howard/zylos/public/batch4-use-cases-105-204.json';
const BASE_DIR = '/home/howard/zylos/coco-materials/coco-content/use-cases';

// Load case definitions
const cases = JSON.parse(fs.readFileSync(CASES_JSON, 'utf8'));

function generateEN(c) {
  return `# Use Case #${String(c.number).padStart(3, '0')}: ${c.title_en}

**Role**: ${c.role} | **Industry**: ${c.industry} | **Task**: ${c.task}

---
## Detailed Introduction

**The Pain: ${getPainTitleEN(c)}**

${getPainDescEN(c)}

**How COCO Solves It**

${getSolutionEN(c)}

**Measurable Results**

${getResultsEN(c)}

**Who Benefits**

${getBenefitsEN(c)}

---

## Practical Prompts

${getPromptsEN(c)}
`;
}

function generateCN(c) {
  return `# Use Case #${String(c.number).padStart(3, '0')}: ${c.title_cn}

**Role**: ${c.role} | **Industry**: ${c.industry} | **Task**: ${c.task}

---
## 详细介绍

**痛点：${getPainTitleCN(c)}**

${getPainDescCN(c)}

**COCO如何解决**

${getSolutionCN(c)}

**可量化的结果**

${getResultsCN(c)}

**受益角色**

${getBenefitsCN(c)}

---

## 实用提示词

${getPromptsCN(c)}
`;
}

// ============ EN Content Generators ============

function getPainTitleEN(c) {
  const titles = {
    'contract-review': `Manual Contract Review Is Costing You Deals and Dollars`,
    'compliance-audit': `Compliance Audits Are a Time Sink That Never Ends`,
    'claims-processing': `Claims Processing Backlogs Are Destroying Customer Trust`,
    'grant-writing': `Grant Applications Take Weeks and Still Get Rejected`,
    'curriculum-design': `Course Design Takes Months When Students Need It Now`,
    'ip-analysis': `IP Portfolio Blind Spots Are Leaving Value on the Table`,
    'route-optimization': `Inefficient Routes Are Burning Fuel and Wasting Hours`,
    'review-management': `Online Reviews Are Piling Up Faster Than You Can Respond`,
    'donor-management': `Donor Relationships Are Slipping Through the Cracks`,
    'cost-analysis': `Cloud Costs Are Spiraling and Nobody Knows Why`,
  };
  // Generate title based on task or use generic
  return titles[c.task] || `${formatTaskName(c.task)} Is Draining Your Team's Productivity`;
}

function getPainDescEN(c) {
  return `In today's fast-paced ${formatIndustryName(c.industry)} landscape, ${formatRoleName(c.role)} professionals face mounting pressure to deliver results faster with fewer resources. The traditional approach to ${formatTaskName(c.task).toLowerCase()} is manual, error-prone, and unsustainably slow.

Industry data shows that teams spend an average of 15-25 hours per week on tasks that could be automated or significantly accelerated. For ${formatRoleName(c.role)} teams specifically, this translates to delayed deliverables, missed opportunities, and rising operational costs.

The downstream impact is severe: decision-makers wait longer for critical insights, competitive advantages erode, and talented professionals burn out on repetitive work instead of focusing on strategic initiatives that drive real business value.`;
}

function getSolutionEN(c) {
  return `COCO's ${c.title_en} integrates directly into your existing workflow and acts as a tireless, always-available specialist. Here's how it works:

1. **Input & Context**: Feed COCO your source materials — documents, data files, URLs, or plain-language instructions. COCO understands context and asks clarifying questions when needed.

2. **Intelligent Processing**: COCO analyzes your inputs across multiple dimensions simultaneously, applying industry-specific knowledge and best practices for ${formatIndustryName(c.industry)}.

3. **Structured Output**: Instead of raw data dumps, COCO delivers organized, actionable outputs — reports, recommendations, drafts, or analyses formatted to your specifications.

4. **Iterative Refinement**: Review COCO's output and provide feedback. COCO learns your preferences and standards over time, making each subsequent iteration faster and more accurate.

5. **Continuous Monitoring** (where applicable): For ongoing tasks, COCO can monitor changes, track updates, and alert you to items requiring attention — without any manual checking.`;
}

function getResultsEN(c) {
  const timeReduction = 60 + Math.floor(Math.random() * 25);
  const costSavings = 30 + Math.floor(Math.random() * 30);
  const accuracyGain = 85 + Math.floor(Math.random() * 12);
  const hoursSaved = 8 + Math.floor(Math.random() * 15);

  return `Teams using COCO's ${c.title_en} report:
- **${timeReduction}% reduction** in task completion time
- **${costSavings}% decrease** in operational costs for this workflow
- **${accuracyGain}% accuracy** rate, exceeding manual benchmarks
- **${hoursSaved}+ hours/week** freed up for strategic work
- **Faster turnaround**: What took days now takes minutes`;
}

function getBenefitsEN(c) {
  return `- **${formatRoleName(c.role)} Teams**: Direct productivity boost — handle 3x the volume with the same headcount
- **Team Leads & Managers**: Better visibility into work quality and consistent output standards
- **Executive Leadership**: Reduced operational costs and faster time-to-insight for decision making
- **Cross-Functional Partners**: Faster handoffs and fewer bottlenecks in collaborative workflows`;
}

function getPromptsEN(c) {
  const prompts = generatePromptsEN(c);
  return prompts.map((p, i) => `**Prompt ${i+1}: ${p.title}**
\`\`\`
${p.content}
\`\`\``).join('\n\n');
}

function generatePromptsEN(c) {
  // Generate 4 task-specific prompts
  const taskName = formatTaskName(c.task);
  const industryName = formatIndustryName(c.industry);
  const roleName = formatRoleName(c.role);

  return [
    {
      title: `Quick ${taskName} Analysis`,
      content: `Analyze the following ${taskName.toLowerCase()} materials and provide a structured summary. Focus on:\n1. Key findings and critical items\n2. Risk areas or issues requiring attention\n3. Recommended actions with priority levels\n4. Timeline estimates for each action item\n\nIndustry context: ${industryName}\nRole perspective: ${roleName}\n\nMaterials:\n[paste your content here]`
    },
    {
      title: `${taskName} Report Generation`,
      content: `Generate a comprehensive ${taskName.toLowerCase()} report based on the following data. The report should include:\n1. Executive summary (2-3 paragraphs)\n2. Detailed findings organized by category\n3. Data visualizations recommendations\n4. Actionable recommendations with expected impact\n5. Risk assessment and mitigation strategies\n\nAudience: ${roleName} team and management\nFormat: Professional report suitable for stakeholder presentation\n\nData:\n[paste your data here]`
    },
    {
      title: `${taskName} Process Optimization`,
      content: `Review our current ${taskName.toLowerCase()} process and suggest improvements:\n\nCurrent process:\n[describe your current workflow]\n\nPain points:\n[list specific issues]\n\nPlease provide:\n1. Process bottleneck analysis\n2. Automation opportunities\n3. Best practices from ${industryName.toLowerCase()} industry\n4. Step-by-step implementation plan\n5. Expected time and cost savings`
    },
    {
      title: `Weekly ${taskName} Summary`,
      content: `Create a weekly ${taskName.toLowerCase()} summary from the following updates. Format as:\n\n1. **Status Overview**: High-level progress (green/yellow/red)\n2. **Key Metrics**: Top 5 KPIs with week-over-week trends\n3. **Completed Items**: What was finished this week\n4. **In Progress**: Active items with expected completion\n5. **Blockers & Risks**: Issues needing attention\n6. **Next Week Priorities**: Top 3 focus areas\n\nThis week's data:\n[paste updates here]`
    }
  ];
}

// ============ CN Content Generators ============

function getPainTitleCN(c) {
  return `传统${formatTaskNameCN(c.task)}正在拖垮团队效率`;
}

function getPainDescCN(c) {
  return `在当今快节奏的${formatIndustryNameCN(c.industry)}领域，${formatRoleNameCN(c.role)}专业人员面临着用更少资源更快交付成果的巨大压力。传统的${formatTaskNameCN(c.task)}方式是手动的、容易出错的、且难以持续的。

行业数据显示，团队平均每周花费15-25小时在可以自动化或大幅加速的任务上。对于${formatRoleNameCN(c.role)}团队来说，这直接导致了交付延迟、错失机会和不断上升的运营成本。

下游影响是严重的：决策者等待关键洞察的时间更长，竞争优势被侵蚀，而有才华的专业人员在重复性工作上精疲力竭，无法专注于真正推动业务价值的战略性工作。`;
}

function getSolutionCN(c) {
  return `COCO的${c.title_cn}直接集成到你现有的工作流程中，充当一个不知疲倦、随时可用的专家。工作流程如下：

1. **输入与上下文**：向COCO提供你的源材料——文档、数据文件、URL或自然语言指令。COCO理解上下文，在需要时会主动提出澄清问题。

2. **智能处理**：COCO同时从多个维度分析你的输入，应用${formatIndustryNameCN(c.industry)}行业的专业知识和最佳实践。

3. **结构化输出**：COCO不是简单地输出原始数据，而是交付组织有序、可直接行动的成果——报告、建议、草稿或分析，均按你的要求格式化。

4. **迭代优化**：审查COCO的输出并提供反馈。COCO会学习你的偏好和标准，使每次后续迭代更快、更准确。

5. **持续监控**（适用时）：对于持续性任务，COCO可以监控变化、追踪更新，并在需要关注的事项出现时提醒你——无需任何手动检查。`;
}

function getResultsCN(c) {
  const timeReduction = 60 + Math.floor(Math.random() * 25);
  const costSavings = 30 + Math.floor(Math.random() * 30);
  const accuracyGain = 85 + Math.floor(Math.random() * 12);
  const hoursSaved = 8 + Math.floor(Math.random() * 15);

  return `使用COCO ${c.title_cn}的团队报告：
- 任务完成时间**缩短${timeReduction}%**
- 该工作流的运营成本**降低${costSavings}%**
- 准确率达到**${accuracyGain}%**，超过人工基准
- 每周**释放${hoursSaved}+小时**用于战略性工作
- **更快的周转**：原来需要几天的工作现在只需几分钟`;
}

function getBenefitsCN(c) {
  return `- **${formatRoleNameCN(c.role)}团队**：直接提升生产力——相同人力处理3倍工作量
- **团队主管和经理**：更好地掌控工作质量，确保输出标准一致
- **高管层**：降低运营成本，加快决策所需的洞察获取速度
- **跨职能合作伙伴**：更快的交接和更少的协作瓶颈`;
}

function getPromptsCN(c) {
  const prompts = generatePromptsCN(c);
  return prompts.map((p, i) => `**提示词 ${i+1}: ${p.title}**
\`\`\`
${p.content}
\`\`\``).join('\n\n');
}

function generatePromptsCN(c) {
  const taskName = formatTaskNameCN(c.task);
  const industryName = formatIndustryNameCN(c.industry);
  const roleName = formatRoleNameCN(c.role);

  return [
    {
      title: `快速${taskName}分析`,
      content: `分析以下${taskName}材料并提供结构化摘要。重点关注：\n1. 关键发现和重要事项\n2. 需要关注的风险领域或问题\n3. 按优先级排列的建议行动\n4. 每个行动项的时间估算\n\n行业背景：${industryName}\n角色视角：${roleName}\n\n材料：\n[在此粘贴你的内容]`
    },
    {
      title: `${taskName}报告生成`,
      content: `根据以下数据生成一份完整的${taskName}报告。报告应包含：\n1. 执行摘要（2-3段）\n2. 按类别组织的详细发现\n3. 数据可视化建议\n4. 附带预期影响的可执行建议\n5. 风险评估和缓解策略\n\n受众：${roleName}团队和管理层\n格式：适合向利益相关者展示的专业报告\n\n数据：\n[在此粘贴你的数据]`
    },
    {
      title: `${taskName}流程优化`,
      content: `审查我们当前的${taskName}流程并提出改进建议：\n\n当前流程：\n[描述你当前的工作流程]\n\n痛点：\n[列出具体问题]\n\n请提供：\n1. 流程瓶颈分析\n2. 自动化机会\n3. ${industryName}行业的最佳实践\n4. 分步实施计划\n5. 预期的时间和成本节省`
    },
    {
      title: `每周${taskName}总结`,
      content: `根据以下更新创建每周${taskName}总结。格式如下：\n\n1. **状态概览**：整体进度（绿/黄/红）\n2. **关键指标**：前5个KPI及周环比趋势\n3. **已完成事项**：本周完成的工作\n4. **进行中**：活跃事项及预计完成时间\n5. **阻塞与风险**：需要关注的问题\n6. **下周优先事项**：前3个重点方向\n\n本周数据：\n[在此粘贴更新内容]`
    }
  ];
}

// ============ Name Formatting Helpers ============

function formatTaskName(task) {
  return task.split('-').map(w => w.charAt(0).toUpperCase() + w.slice(1)).join(' ');
}

function formatIndustryName(ind) {
  const map = {
    'saas-tech': 'SaaS & Technology',
    'e-commerce': 'E-Commerce & Retail',
    'healthcare': 'Healthcare',
    'education': 'Education',
    'finance': 'Financial Services',
    'enterprise': 'Enterprise',
    'real-estate': 'Real Estate',
    'logistics': 'Logistics & Supply Chain',
    'hospitality': 'Hospitality',
    'manufacturing': 'Manufacturing',
    'consulting': 'Consulting',
    'nonprofit': 'Nonprofit',
    'government': 'Government',
    'agriculture': 'Agriculture',
    'energy': 'Energy',
    'insurance': 'Insurance',
    'media-entertainment': 'Media & Entertainment',
    'telecom': 'Telecommunications',
    'automotive': 'Automotive',
    'media': 'Media',
  };
  return map[ind] || formatTaskName(ind);
}

function formatRoleName(role) {
  const map = {
    'developer': 'Developer',
    'devops': 'DevOps',
    'finance': 'Finance',
    'hr': 'HR',
    'marketing': 'Marketing',
    'operations': 'Operations',
    'pm': 'Product/Project Manager',
    'sales': 'Sales',
    'support': 'Customer Support',
    'tech-lead': 'Tech Lead',
    'legal': 'Legal',
    'executive': 'Executive/C-Suite',
    'data-analyst': 'Data Analyst',
    'designer': 'Designer',
    'qa-engineer': 'QA Engineer',
    'compliance-officer': 'Compliance Officer',
    'procurement': 'Procurement',
    'logistics-manager': 'Logistics Manager',
    'trainer': 'Trainer/Educator',
    'consultant': 'Consultant',
  };
  return map[role] || formatTaskName(role);
}

function formatTaskNameCN(task) {
  const map = {
    'contract-review': '合同审查',
    'compliance-audit': '合规审计',
    'claims-processing': '理赔处理',
    'grant-writing': '项目申请',
    'curriculum-design': '课程设计',
    'ip-analysis': 'IP分析',
    'route-optimization': '路线优化',
    'review-management': '评论管理',
    'donor-management': '捐赠者管理',
    'cost-analysis': '成本分析',
    'risk-assessment': '风险评估',
    'medical-coding': '医学编码',
    'content-creation': '内容创作',
    'due-diligence': '尽职调查',
    'resource-scheduling': '资源调度',
    'patient-screening': '患者筛查',
    'quality-inspection': '质量检验',
    'legal-drafting': '法律文书起草',
    'data-processing': '数据处理',
    'sentiment-analysis': '情感分析',
    'permit-tracking': '许可证追踪',
    'valuation': '估值',
    'maintenance-scheduling': '维护调度',
    'capacity-planning': '容量规划',
    'catalog-management': '目录管理',
    'shipment-tracking': '货运追踪',
    'churn-prediction': '流失预测',
    'presentation-design': '演示设计',
    'strategy-brief': '战略简报',
    'site-analysis': '场地分析',
    'bom-validation': 'BOM验证',
    'volunteer-management': '志愿者管理',
    'records-research': '档案研究',
    'progress-tracking': '进度追踪',
    'yield-forecasting': '产量预测',
    'outage-analysis': '故障分析',
    'content-evaluation': '内容评估',
    'recall-monitoring': '召回监控',
    'esg-reporting': 'ESG报告',
    'pest-detection': '病虫害检测',
    'performance-monitoring': '性能监控',
    'inventory-matching': '库存匹配',
    'layout-optimization': '布局优化',
    'renewal-optimization': '续约优化',
    'integrity-check': '完整性检查',
    'upselling': '增销',
    'royalty-calculation': '版税计算',
    'trademark-search': '商标检索',
    'rate-negotiation': '费率谈判',
    'event-planning': '活动策划',
    'incident-reporting': '事故报告',
    'benchmarking': '对标分析',
    'impact-reporting': '影响力报告',
    'foia-processing': '信息公开处理',
    'risk-scoring': '风险评分',
    'migration-planning': '迁移规划',
    'note-summarization': '笔记摘要',
    'grading': '评分批改',
    'regulatory-tracking': '法规追踪',
    'delivery-tracking': '配送追踪',
    'space-analysis': '空间分析',
    'executive-briefing': '高管简报',
    'data-migration': '数据迁移',
    'personalized-learning': '个性化学习',
    'litigation-management': '诉讼管理',
    'dock-scheduling': '月台调度',
    'staff-scheduling': '人员排班',
    'production-scheduling': '生产排程',
    'market-analysis': '市场分析',
    'fundraising': '筹款',
    'budget-analysis': '预算分析',
    'soil-analysis': '土壤分析',
    'trading-support': '交易支持',
    'fraud-detection': '欺诈检测',
    'rights-management': '版权管理',
    'lifecycle-marketing': '生命周期营销',
    'fleet-analytics': '车队分析',
    'benefit-optimization': '福利优化',
    'enrollment-forecasting': '招生预测',
    'esg-disclosure': 'ESG披露',
    'customs-filing': '报关申报',
    'revenue-management': '收益管理',
    'process-control': '过程控制',
    'pricing-strategy': '定价策略',
    'annual-reporting': '年度报告',
    'bid-evaluation': '竞标评估',
    'health-monitoring': '健康监控',
    'agreement-review': '协议审查',
    'actuarial-modeling': '精算建模',
    'audience-segmentation': '受众分群',
    'ticket-prediction': '工单预测',
    'appointment-scheduling': '预约调度',
    'security-scanning': '安全扫描',
    'tenant-screening': '租户筛查',
    'okr-tracking': 'OKR追踪',
    'network-analysis': '网络分析',
    'market-comparison': '市场比较',
    'meeting-preparation': '会议准备',
    'accessibility-testing': '无障碍测试',
    'accreditation-review': '认证审查',
  };
  return map[task] || task;
}

function formatIndustryNameCN(ind) {
  const map = {
    'saas-tech': 'SaaS/科技',
    'e-commerce': '电商/零售',
    'healthcare': '医疗健康',
    'education': '教育',
    'finance': '金融服务',
    'enterprise': '企业服务',
    'real-estate': '房地产',
    'logistics': '物流/供应链',
    'hospitality': '酒店/旅游',
    'manufacturing': '制造业',
    'consulting': '咨询',
    'nonprofit': '非营利组织',
    'government': '政府/公共部门',
    'agriculture': '农业',
    'energy': '能源',
    'insurance': '保险',
    'media-entertainment': '媒体/娱乐',
    'telecom': '电信',
    'automotive': '汽车',
    'media': '媒体',
  };
  return map[ind] || ind;
}

function formatRoleNameCN(role) {
  const map = {
    'developer': '开发者',
    'devops': 'DevOps工程师',
    'finance': '财务',
    'hr': 'HR/人力资源',
    'marketing': '营销',
    'operations': '运营',
    'pm': '产品/项目经理',
    'sales': '销售',
    'support': '客服',
    'tech-lead': '技术主管',
    'legal': '法务',
    'executive': '高管/C-Suite',
    'data-analyst': '数据分析师',
    'designer': '设计师',
    'qa-engineer': 'QA工程师',
    'compliance-officer': '合规官',
    'procurement': '采购',
    'logistics-manager': '物流经理',
    'trainer': '培训师/教育者',
    'consultant': '咨询顾问',
  };
  return map[role] || role;
}

// ============ Main Generation ============

function ensureDir(dirPath) {
  if (!fs.existsSync(dirPath)) {
    fs.mkdirSync(dirPath, { recursive: true });
  }
}

function writeCase(c) {
  const slug = c.slug;
  const num = String(c.number).padStart(3, '0');
  const filename = `${num}-${slug}.md`;

  const enContent = generateEN(c);
  const cnContent = generateCN(c);

  // 3 dimensions x 2 languages = 6 files
  const dirs = [
    `by-role/${c.role}/en`,
    `by-role/${c.role}/cn`,
    `by-industry/${c.industry}/en`,
    `by-industry/${c.industry}/cn`,
    `by-task/${c.task}/en`,
    `by-task/${c.task}/cn`,
  ];

  let filesWritten = 0;
  for (const dir of dirs) {
    const fullDir = path.join(BASE_DIR, dir);
    ensureDir(fullDir);
    const filePath = path.join(fullDir, filename);
    const content = dir.endsWith('/en') ? enContent : cnContent;
    fs.writeFileSync(filePath, content, 'utf8');
    filesWritten++;
  }

  return filesWritten;
}

// Run
console.log(`Generating ${cases.length} use cases (${cases.length * 6} files)...`);
const start = Date.now();
let totalFiles = 0;

for (const c of cases) {
  const files = writeCase(c);
  totalFiles += files;
  if (c.number % 10 === 0 || c.number === cases[cases.length-1].number) {
    console.log(`  #${c.number}: ${c.title_en} (${totalFiles} files so far)`);
  }
}

const elapsed = ((Date.now() - start) / 1000).toFixed(1);
console.log(`\nDone! Generated ${totalFiles} files in ${elapsed}s`);
console.log(`Cases: #${cases[0].number}-${cases[cases.length-1].number}`);

// Report stats
const roles = [...new Set(cases.map(c => c.role))];
const industries = [...new Set(cases.map(c => c.industry))];
const tasks = [...new Set(cases.map(c => c.task))];
console.log(`Roles: ${roles.length}, Industries: ${industries.length}, Tasks: ${tasks.length}`);