OpenClaw 自动化办公:打造企业级智能工作流
OpenClaw 自动化办公:打造企业级智能工作流
在现代企业中,自动化是提升效率的关键。OpenClaw 提供了强大的自动化办公能力,可以帮助企业实现各种业务流程的自动化。本文将详细介绍如何利用 OpenClaw 构建企业级自动化办公解决方案。
自动化办公概述
核心应用场景
| 场景 | 说明 | 效率提升 |
|---|---|---|
| 客服自动化 | 自动回复、智能分流 | 70%+ |
| 审批流程 | 自动审批、提醒 | 50%+ |
| 数据收集 | 自动采集、汇总 | 80%+ |
| 报告生成 | 定时生成、自动发送 | 60%+ |
| 任务分配 | 自动分配、跟踪 | 40%+ |
客服自动化
智能客服系统
# config/skills.yaml
skills:
- path: "./skills/intent-classifier"
enabled: true
- path: "./skills/faq-answer"
enabled: true
- path: "./skills/human-handoff"
enabled: true
- path: "./skills/ticket-manager"
enabled: true
意图识别
// skills/intent-classifier/index.js
module.exports = {
name: 'intent-classifier',
description: '客户意图识别',
async execute(params, context) {
const { message } = params;
// 使用 LLM 分析用户意图
const result = await context.llm.classify({
text: message,
categories: [
'product_inquiry', // 产品咨询
'technical_support', // 技术支持
'billing', // 账单问题
'complaint', // 投诉
'feedback', // 反馈建议
'general', // 一般咨询
'human_agent' // 转人工
]
});
return {
type: 'json',
data: {
intent: result.category,
confidence: result.confidence,
entities: result.entities
}
};
}
};
FAQ 自动回复
// skills/faq-answer/index.js
const knowledgeBase = [
{
keywords: ['价格', '收费', '费用'],
answer: '我们的定价分为三档:基础版免费,专业版每月99元,企业版每月299元。'
},
{
keywords: ['如何', '使用', '教程'],
answer: '您可以在我们的帮助中心查看详细教程:https://help.example.com'
},
{
keywords: ['退款', '取消'],
answer: '我们提供7天无理由退款服务。您可以在设置-账户中申请退款。'
}
];
module.exports = {
name: 'faq-answer',
description: 'FAQ 自动回复',
async execute(params, context) {
const { message } = params;
// 关键词匹配
for (const faq of knowledgeBase) {
if (faq.keywords.some(k => message.includes(k))) {
return {
type: 'text',
content: faq.answer,
metadata: { source: 'faq' }
};
}
}
// 未匹配到 FAQ,返回 null 让其他技能处理
return null;
}
};
工单管理
// skills/ticket-manager/index.js
module.exports = {
name: 'ticket-manager',
description: '工单管理系统',
async execute(params, context) {
const { action, ticketId, data } = params;
switch (action) {
case 'create':
const ticket = await context.tickets.create({
title: data.title,
description: data.description,
priority: data.priority || 'medium',
category: data.category,
customerId: context.user.id,
status: 'open'
});
return {
type: 'text',
content: `✅ 工单已创建:#${ticket.id}\n标题:${ticket.title}\n优先级:${ticket.priority}`
};
case 'status':
const status = await context.tickets.getStatus(ticketId);
return {
type: 'text',
content: `工单 #${ticketId} 状态:${status}`
};
case 'resolve':
await context.tickets.resolve(ticketId, {
solution: data.solution,
resolvedBy: 'system'
});
return {
type: 'text',
content: `✅ 工单 #${ticketId} 已标记为已解决`
};
}
}
};
审批流程自动化
审批工作流
// skills/approval-workflow/index.js
const approvalRules = {
'leave_request': {
approvers: ['manager1', 'manager2'],
conditions: [
{ field: 'days', operator: '>', value: 3, require: 'department_head' }
],
autoApprove: { field: 'days', operator: '<=', value: 1 }
},
'expense': {
approvers: ['finance1'],
conditions: [
{ field: 'amount', operator: '>=', value: 10000, require: 'cfo' }
],
autoApprove: { field: 'amount', operator: '<', value: 1000 }
},
'purchase': {
approvers: ['procurement1'],
conditions: [
{ field: 'amount', operator: '>=', value: 50000, require: 'ceo' }
]
}
};
module.exports = {
name: 'approval-workflow',
description: '审批工作流',
async execute(params, context) {
const { type, data, action } = params;
switch (action) {
case 'submit':
return await this.submitApproval(type, data, context);
case 'approve':
return await this.approveRequest(type, data, context);
case 'reject':
return await this.rejectRequest(type, data, context);
}
},
async submitApproval(type, data, context) {
const rule = approvalRules[type];
if (!rule) {
return { type: 'text', content: '未知的审批类型' };
}
// 自动审批检查
if (rule.autoApprove) {
const { field, operator, value } = rule.autoApprove;
if (eval(`${data[field]} ${operator} ${value}`)) {
await this.autoApprove(type, data);
return { type: 'text', content: '✅ 申请已自动批准' };
}
}
// 确定审批人
let approvers = [...rule.approvers];
for (const condition of rule.conditions) {
if (eval(`${data[condition.field]} ${condition.operator} ${condition.value}`)) {
approvers.push(condition.require);
}
}
// 创建审批单
const approval = await context.approvals.create({
type,
data,
approvers: [...new Set(approvers)],
status: 'pending',
submitter: context.user.id
});
// 通知审批人
for (const approver of approvers) {
await context.notifications.send({
to: approver,
title: '新的审批请求',
content: `您有一个新的${type}审批请求`,
link: `/approvals/${approval.id}`
});
}
return {
type: 'text',
content: `✅ 审批请求已提交,等待审批人处理\n审批人:${approvers.join('、')}`
};
}
};
数据收集与汇总
自动数据收集
# config/cron.yaml
tasks:
# 每日销售数据收集
- name: "daily-sales-collection"
schedule: "0 23 * * *"
skill: "data-collector"
params:
sources:
- name: "crm"
api: "https://crm.example.com/api/sales"
- name: "ecommerce"
api: "https://shop.example.com/api/orders"
# 每周数据汇总
- name: "weekly-data-summary"
schedule: "0 18 * * 5"
skill: "data-summarizer"
params:
type: "weekly"
数据收集技能
// skills/data-collector/index.js
module.exports = {
name: 'data-collector',
description: '数据收集',
async execute(params, context) {
const { sources } = params;
const results = [];
for (const source of sources) {
try {
const data = await context.http.get(source.api, {
headers: {
Authorization: `Bearer ${process.env.API_TOKEN}`
},
params: {
date: new Date().toISOString().split('T')[0]
}
});
results.push({
source: source.name,
status: 'success',
data
});
} catch (error) {
results.push({
source: source.name,
status: 'failed',
error: error.message
});
}
}
// 存储收集的数据
await context.storage.save({
key: `data_collection_${Date.now()}`,
value: results
});
const failed = results.filter(r => r.status === 'failed');
return {
type: 'text',
content: `📊 数据收集完成\n成功:${results.length - failed.length}/${results.length}` +
(failed.length > 0 ? `\n失败:${failed.map(f => f.source).join('、')}` : '')
};
}
};
报告生成自动化
报告生成
// skills/report-generator/index.js
module.exports = {
name: 'report-generator',
description: '报告生成',
async execute(params, context) {
const { type, period, recipients, format = 'markdown' } = params;
// 获取数据
const data = await this.fetchData(type, period);
// 生成报告
let report;
switch (type) {
case 'sales':
report = await this.generateSalesReport(data, period);
break;
case 'operations':
report = await this.generateOpsReport(data, period);
break;
case 'customer':
report = await this.generateCustomerReport(data, period);
break;
default:
report = await this.generateGenericReport(data, period);
}
// 发送报告
for (const recipient of recipients) {
await this.sendReport(recipient, report, format);
}
return {
type: 'text',
content: `📊 ${type}报告已生成并发送给 ${recipients.length} 位收件人`
};
},
async fetchData(type, period) {
// 根据类型和周期获取数据
const query = {
type,
startDate: period.start,
endDate: period.end
};
return await context.database.query(query);
},
async generateSalesReport(data, period) {
const total = data.reduce((sum, d) => sum + d.amount, 0);
const count = data.length;
const avg = count > 0 ? total / count : 0;
return `
# 销售报告 (${period.start} - ${period.end})
## 概览
- 总销售额:¥${total.toLocaleString()}
- 订单数量:${count}
- 平均订单金额:¥${avg.toFixed(2)}
## 详细数据
${data.map(d => `- ${d.date}: ¥${d.amount} - ${d.product}`).join('\n')}
---
由 OpenClaw 自动生成
`;
}
};
定时报告配置
tasks:
# 每日销售报告
- name: "daily-sales-report"
schedule: "0 8 * * *"
skill: "report-generator"
params:
type: "sales"
period: "yesterday"
recipients:
- type: "email"
address: "sales@example.com"
- type: "telegram"
userId: "123456"
# 每周运营报告
- name: "weekly-ops-report"
schedule: "0 9 * * 1"
skill: "report-generator"
params:
type: "operations"
period: "last_week"
recipients:
- type: "email"
address: "ops@example.com"
# 每月客户分析
- name: "monthly-customer-report"
schedule: "0 9 1 * *"
skill: "report-generator"
params:
type: "customer"
period: "last_month"
recipients:
- type: "email"
address: "crm@example.com"
任务自动分配
智能分配
// skills/task-assigner/index.js
const assignmentRules = [
{
condition: { category: 'bug', severity: 'high' },
assignTo: { type: 'skill', value: 'senior-devs' },
priority: 1
},
{
condition: { category: 'feature', complexity: 'high' },
assignTo: { type: 'skill', value: 'tech-leads' },
priority: 2
},
{
condition: { category: 'documentation' },
assignTo: { type: 'round-robin', value: 'technical-writers' },
priority: 3
}
];
module.exports = {
name: 'task-assigner',
description: '智能任务分配',
async execute(params, context) {
const { task } = params;
// 找到匹配的规则
for (const rule of assignmentRules) {
if (this.matchCondition(task, rule.condition)) {
const assignee = await this.resolveAssignee(rule.assignTo, task);
await context.tasks.assign({
taskId: task.id,
assignee,
priority: rule.priority
});
// 通知被分配人
await context.notifications.send({
to: assignee,
title: `新任务分配:${task.title}`,
content: task.description
});
return {
type: 'text',
content: `✅ 任务已分配给 ${assignee}`
};
}
}
// 默认分配
const defaultAssignee = await this.getDefaultAssignee();
await context.tasks.assign({ taskId: task.id, assignee: defaultAssignee });
return { type: 'text', content: '任务已分配' };
},
matchCondition(task, condition) {
return Object.entries(condition).every(
([key, value]) => task[key] === value
);
}
};
自动化办公工作流
完整工作流示例:新员工入职
# 工作流配置
workflows:
- name: "employee-onboarding"
version: "1.0.0"
description: "新员工入职流程自动化"
triggers:
- type: "event"
event: "hr.new_employee"
steps:
# 步骤1:创建账号
- name: "create_account"
skill: "account-creator"
params:
type: "employee"
onSuccess: "setup_email"
# 步骤2:配置邮箱
- name: "setup_email"
skill: "email-setup"
params:
template: "standard"
onSuccess: "provision_software"
onFailure: "notify_it"
# 步骤3:分配软件
- name: "provision_software"
skill: "software-provisioner"
params:
packages:
- "office"
- "communication"
- "development"
onSuccess: "send_welcome"
# 步骤4:发送欢迎邮件
- name: "send_welcome"
skill: "welcome-mailer"
onSuccess: "notify_manager"
# 步骤5:通知直属经理
- name: "notify_manager"
skill: "notification-sender"
效率提升技巧
1. 批量处理
// 批量处理提高效率
const batchSize = 100;
for (let i = 0; i < items.length; i += batchSize) {
const batch = items.slice(i, i + batchSize);
await Promise.all(batch.map(item => processItem(item)));
}
2. 缓存优化
// 缓存常用数据
const cacheKey = `report:${type}:${period}`;
const cached = await context.cache.get(cacheKey);
if (cached) {
return cached;
}
const report = await generateReport(type, period);
await context.cache.set(cacheKey, report, 3600);
return report;
3. 并行执行
// 并行获取多个数据源
const [sales, marketing, support] = await Promise.all([
fetchSalesData(),
fetchMarketingData(),
fetchSupportData()
]);
安全与合规
权限控制
security:
# 审批权限
approval:
requireApproval: true
roles:
- name: "finance"
canApprove: ["expense", "budget"]
- name: "hr"
canApprove: ["leave", "onboarding"]
# 数据访问
dataAccess:
# 敏感字段脱敏
maskFields:
- "password"
- "creditCard"
- "ssn"
审计日志
audit:
enabled: true
logLevel: "info"
# 记录所有敏感操作
events:
- "approval.*"
- "data.export"
- "user.*"
retentionDays: 365
总结
OpenClaw 为企业自动化办公提供了完整的解决方案:
- ✅ 客服自动化:智能回复、工单管理
- ✅ 审批流程:自动审批、提醒、跟踪
- ✅ 数据收集:多数据源自动采集
- ✅ 报告生成:定时自动生成和发送
- ✅ 任务分配:智能分配和跟踪
通过合理配置,OpenClaw 可以大幅提升企业运营效率,降低人力成本。
相关阅读: - OpenClaw 自动化工作流 - OpenClaw 定时任务 - OpenClaw 最佳实践