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教程 08: Desktop Agent Automation for Legal Tasks

Learn to automate contract review, document processing, and legal workflows with a desktop agent, Claude Cowork or the Codex app, without writing code.

覆盖Claude: 已验证ChatGPT / Codex: 草稿Grok Bot: 已验证

撰写以来的变化最近核查: 2026年5月9日 · 1
  1. OpenAI 模型、计划与 Responses API 文档更新

    OpenAI 文档现在强调当前 GPT-5.5/GPT-5.4 时代模型、更新后的 ChatGPT 计划命名,以及用于新 API 工作流的 Responses API 和内置工具。

    建议操作: 对法律工作流,避免陈旧的 GPT-4 或固定价格建议;面向客户试点前请核查当前模型、计划、工具、保留设置和审核控制。

    来源: OpenAI models · ChatGPT pricing · GPT-5.5 in ChatGPT · Responses API migration · OpenAI tools guide · Code Interpreter tool

你将学到什么

本教程将向你展示如何使用桌面代理、Claude Cowork 或 Codex app,在不编写代码的情况下自动化法律任务——批量 NDA 处理、合同比较、尽职调查提取——。Claude 可直接处理你的本地文件。

学习目标

完成本教程后,你将能够:

  • 理解桌面代理在法律自动化中的作用
  • 为合同审查和文档处理设置桌面代理
  • 在无需编程的情况下构建自动化法律工作流
  • 创建专业文档输出(Word、Excel、PowerPoint)
  • 大规模提取和处理表格数据
  • 集成 Word 修订模式和批注生成
  • 自动化文档整理和命名
  • 执行批量翻译工作流
  • 管理客户协作和审批工作流

第 1 部分:理解面向法律工作的桌面代理

桌面代理不是在聊天框中工作,而是在你的文件夹和工具中工作:你给它一个目标,它会打开文件、执行多步骤任务、生成完成版文档,并展示每一步供你审查。

Claude Cowork

Cowork 产品页面(核查于 2026-09-02)将其描述为可“直接在你选择的文件夹和工具中”工作,并展示“每一步:它打开的文件、使用的工具以及做出的选择”。它可在网页端、桌面端(macOS 和 Windows 下载版)及移动端运行;任务可按“任意频率”安排并在无人值守情况下运行,从手机发起的任务也会继续在云端运行。它可读取和写入 Word、PDF、文本、Markdown、CSV、Excel 和 PowerPoint 文件。Computer use(操作你的屏幕)目前处于 research preview,在访问每个应用程序前都会请求许可。

Official Claude Code web screenshot showing delegated coding tasks

Claude 的官方截图来自 Claude Code。将浏览器委派工作视为无人值守代理工作:在正式投入使用前,先设定范围、测试命令,并设置人工审批门槛。

为什么桌面代理对律师很重要

Chat assistantDesktop agent
基于聊天的交互任务委派
手动处理文件直接访问文件
一次一个回复多步骤执行
通用输出专业文档

桌面代理 vs. Harvey/Legora 自动化

FeatureCowork / Codex appHarvey WorkflowsLegora Workflows
需要编程
自定义能力几乎无限基于模板基于模板
文档输出Word、Excel、PowerPointPDF 报告多种
本地文件访问仅云端仅云端
定价模式基于套餐的访问(请核实当前套餐)企业合同企业合同
工作运行位置你的机器,可在云端续跑云端云端

第 2 部分:为法律工作设置桌面代理

Requirements(来自 Cowork 页面pricing page,核查于 2026-09-02)

  • 适用于 macOS 或 Windows 的 Claude desktop app
  • Pro、Max 或 Team 套餐;Enterprise 管理员可在 Organization settings 中启用 Cowork
  • 网络连接;从手机发起的任务会继续在云端运行

访问 Cowork

  1. 打开 Claude desktop app
  2. 切换到 Cowork 标签页
  3. 选择 Claude 可在其中工作的文件夹

配置你的法律工作区

  1. 选择工作文件夹:你的案件文件夹、合同审查暂存区或模板库
  2. 安装 Legal plugin:在 Cowork 中进入 Plugins,搜索 “Legal”,点击 Install。Plugins 可捆绑 skills、connectors 和 sub-agents(Cowork 页面表述为:“Customize Cowork with plugins”)
  3. 配置执业档案:见 Tutorial 06

Computer use 目前处于 research preview,而且 Enterprise 页面说明 Cowork 活动尚未纳入审计日志或 Compliance API(核查于 2026-09-02)。在这些情况发生变化之前,需要此类控制措施的受监管工作流应避免使用 Cowork。


第 3 部分:核心法律自动化工作流

工作流 1:批量 NDA 处理

场景:你每周会收到 20 份 NDA。将分流和初步审查自动化。

Prompt

I have a folder of NDAs that need processing. For each NDA in
my /Legal/Inbox/NDAs folder:

1. Run NDA triage (standard/counsel review/full review)
2. Create a summary log in Excel with columns:
   - Filename
   - Counterparty
   - Type (mutual/one-way)
   - Triage Result
   - Key Issues Flagged
   - Recommended Action
3. Move files to appropriate subfolders:
   - /Standard_Approval for green
   - /Counsel_Review for yellow
   - /Full_Review for red
4. Generate a brief email summary I can send to the team

Save the Excel file as "NDA_Triage_[today's date].xlsx"
Save the email draft as "NDA_Summary_[today's date].docx"

代理会执行的操作

  1. 扫描 NDA 文件夹
  2. 打开并分析每份 NDA
  3. 根据 playbook 进行分类
  4. 创建整理好的 Excel 摘要
  5. 将文件移动到正确的文件夹
  6. 起草邮件摘要

预期效果:对于可重复工作流,通常能显著减少耗时,具体效果取决于文档质量、文件夹管理情况和审查标准。


工作流 2:合同比较报告

场景:客户希望了解竞争对手的条款与市场相比如何。

Prompt

I have 5 vendor agreements in /Legal/Vendor_Comparison folder.
Compare them and generate a professional report:

1. For each agreement, extract:
   - Vendor name
   - Annual cost
   - Term length
   - Liability cap
   - Indemnification scope
   - Data rights
   - SLA commitments
   - Notable unusual terms

2. Create a comparison matrix in Excel with:
   - Side-by-side comparison
   - Color coding (green=favorable, yellow=neutral, red=unfavorable)
   - Our standard position for reference

3. Generate a Word document report with:
   - Executive summary (1 page)
   - Detailed comparison analysis
   - Recommendations ranked by importance
   - Appendix with clause excerpts

Save as:
- "Vendor_Comparison_Matrix.xlsx"
- "Vendor_Comparison_Report.docx"

工作流 3:尽职调查文档处理

场景:M&A 交易需要审查数据室中的 200 多份合同。

Prompt

I need to process contracts from the data room. They're in
/Legal/DD/Contracts organized by type.

For this batch of /Legal/DD/Contracts/Customer_Agreements:

1. For each contract, extract and log:
   - Contract type
   - Counterparty
   - Effective date
   - Term/expiration
   - Annual value (if stated)
   - Auto-renewal terms
   - Change of control provisions
   - Assignment restrictions
   - Termination rights
   - Key risk flags

2. Create master Excel tracker with all data

3. Flag contracts requiring follow-up:
   - Approaching expiration (next 12 months)
   - Change of control consent required
   - Assignment restricted
   - Non-standard terms

4. Generate summary memo for deal team

Output:
- "DD_Contract_Tracker.xlsx"
- "DD_Contract_Summary_Memo.docx"

工作流 4:诉讼时间线生成

场景:为庭审准备,从案件文档中整理时间顺序。

Prompt

I have discovery documents in /Legal/SmithCase/Discovery that
I need to process into a trial timeline.

1. Scan all documents and extract:
   - Document date
   - Document type
   - Key parties involved
   - Summary of content
   - Relevance to our case theory
   - Helpful/harmful assessment

2. Create chronological timeline in Excel with:
   - Date
   - Event description
   - Document reference
   - Key quote (if applicable)
   - Our assessment (helps/hurts/neutral)

3. Generate Word document:
   - Narrative chronology (suitable for mediation brief)
   - Key events highlighted
   - Supporting document citations

4. Create PowerPoint:
   - Visual timeline for trial
   - Key dates marked
   - Clean professional design

Output:
- "SmithCase_Timeline_Master.xlsx"
- "SmithCase_Chronology_Narrative.docx"
- "SmithCase_Timeline_Presentation.pptx"

第 4 部分:表格提取与组合分析

全组合电子表格生成

场景:你需要对所有有效合同进行组合层面的风险管理分析。

Prompt

Process all contracts in /Legal/ActiveContracts and create
comprehensive portfolio analytics:

1. For each contract file, extract:
   - Contract ID
   - Contract name
   - Counterparty
   - Contract type (vendor/customer/partner/other)
   - Execution date
   - Effective date
   - Expiration date
   - Renewal dates
   - Annual value
   - Liability cap
   - Indemnity provisions
   - IP assignment scope
   - Data protection clauses
   - Termination notice period
   - Auto-renewal terms
   - Change of control restrictions
   - Key risk flags
   - Status (active/expired/pending renewal)

2. Create Excel workbook with:

   Sheet 1: Dashboard
   - Total contracts count
   - Total annual value (formula sum)
   - Expiring in next 30/90/180 days (conditional formatting)
   - Contracts requiring action (count)
   - Risk distribution pie chart

   Sheet 2: Master Data Table
   - All extracted fields
   - Sortable and filterable
   - Expiration date conditional formatting (red if <90 days)
   - Risk level color coding

   Sheet 3: Renewal Calendar
   - Sorted by expiration date
   - Assigned responsible parties
   - Renewal notice deadlines
   - Template action items

   Sheet 4: Risk Analysis
   - Contracts with liability caps <$1M
   - Missing indemnity provisions
   - Unrestricted IP assignment
   - Change of control issues
   - Non-standard termination

3. Generate summary memo highlighting:
   - Top portfolio risks
   - Expiration calendar (next 12 months)
   - Recommended priority actions
   - Estimated renewal values

Save as:
- "Portfolio_Analytics_[date].xlsx"
- "Portfolio_Risk_Summary.docx"

高级扩展 - Legora 对应做法

For the Portfolio_Analytics workbook:
1. Add Sheet 5: Vendor Spend Analysis
   - By vendor: contract count, total spend, renewal dates
   - Consolidation opportunities
   - Renegotiation candidates

2. Add Sheet 6: Compliance Checklist
   - Insurance requirements met
   - SOW sign-offs current
   - Required approvals documented
   - Annual compliance actions due

3. Generate compliance report with:
   - Audit trail of completed actions
   - Upcoming compliance deadlines
   - Responsible party assignments

第 5 部分:Microsoft Word 集成工作流

修订模式与红线自动化

场景:你需要基于己方标准条款,对供应商提出的合同进行红线修改。

Prompt

I have a vendor MSA at /Legal/VendorNegotiations/Vendor_MSA_Draft.docx

Generate a redlined version with track changes showing our position:

1. Review the vendor's current draft
2. Compare against /Legal/Templates/Standard_MSA_Template.docx
3. Apply track changes for:
   - Our standard liability cap language
   - Our standard IP indemnity
   - Our standard data protection terms
   - Removal of problematic vendor liability caps
   - Addition of our standard payment terms
   - Our standard confidentiality provisions

4. For each change, add Word comments explaining:
   - Why we're making the change
   - What our standard position is
   - Why this protects both parties

5. Add a cover memo as first page with:
   - Executive summary of changes
   - Key negotiation points
   - Our red-line positions vs. nice-to-haves
   - Suggested response strategy

Save as "Vendor_MSA_OurRedlines_[date].docx"
This file will show all changes in track changes view

代理会执行的操作

  1. 读取供应商草稿
  2. 与你的模板比较
  3. 创建修订痕迹(可见的红色删除/插入)
  4. 添加详细说明性批注
  5. 生成专业备忘录
  6. 保留格式

核查清单

  • 所有修改在修订模式中可见
  • 批注清晰,便于谈判
  • 封面备忘录准确反映修改内容
  • 文件可直接发送给供应商
  • 机密信息已正确标注

协作审查的批注生成

场景:团队成员需要审查一份合同,并通过 Word 批注记录反馈。

Prompt

Generate detailed Word comments for this contract review:

Open /Legal/Reviews/ClientAgreement_Draft.docx and add:

1. In Definitions section:
   - Highlight ambiguous terms
   - Add comments with suggested clarifications
   - Reference case law where relevant

2. In Liability section:
   - Comment on cap amounts vs. industry standard
   - Flag mutual vs. one-sided caps
   - Suggest negotiation strategy

3. In IP Rights section:
   - Comment on scope of assignment
   - Flag background IP carveouts
   - Suggest protective language

4. In Termination section:
   - Comment on notice periods
   - Flag change of control provisions
   - Note renewal vs. termination mechanics

5. Create summary comment (at top of document) with:
   - Overall assessment
   - Top 3 issues to negotiate
   - Estimated negotiation timeline

All comments should be professional, actionable, and collaborative.

Save as "ClientAgreement_ReviewComments_[date].docx"

样式执行与格式统一

场景:确保所有合同输出符合律所标准。

Prompt

Apply firm standard formatting to contracts:

For all .docx files in /Legal/Drafts:

1. Apply styles:
   - Heading 1 for article titles
   - Heading 2 for subsections
   - Normal for body text
   - Emphasis for defined terms

2. Format consistently:
   - 1-inch margins
   - Times New Roman 12pt body
   - 1.15 line spacing
   - No tabs (use tables for structured content)
   - Page breaks before new articles
   - Headers with firm name/matter name
   - Footers with date and page numbers

3. Generate style sheet with:
   - Required styles defined
   - Formatting guidelines
   - Examples of proper formatting
   - Common mistakes to avoid

4. Create before/after samples showing
   transformation from inconsistent to firm standard

Save formatted contracts with "_Formatted" suffix
Save style guide as "Firm_Contract_Style_Guide.docx"

第 6 部分:文档整理与自动化

AI 建议命名与文件夹清理

场景:你的文档文件夹中有数千个命名不一致的文件。

Prompt

Analyze and reorganize my legal document library:

Process all files in /Legal/Documents (including subfolders):

1. For each file, determine:
   - Document type (contract/memo/motion/agreement/etc.)
   - Key parties involved
   - Date
   - Matter/client name
   - Current filename

2. Suggest new organized structure:
   - /Clients/[ClientName]/[YearQuarter]/[DocumentType]/
   - Example: /Clients/ABC_Corp/2024_Q1/Agreements/

3. Create CSV with columns:
   - Current path
   - Current filename
   - Suggested new folder
   - Suggested new filename
   - Rationale
   - File type
   - Date

4. Generate implementation guide:
   - Which moves are safe
   - Which require manual review
   - Backlinks to maintain
   - Archive recommendations

5. Provide conflict resolution:
   - Duplicate files (by content)
   - Similar files with different names
   - Obsolete versions to archive

Save as:
- "Reorganization_Plan_[date].xlsx"
- "Implementation_Guide.docx"

重复检测与处理

场景:找出并整合重复合同,以节省空间并减少混乱。

Prompt

Find and flag duplicate documents:

Scan /Legal/ContractPortfolio and identify:

1. Exact duplicates (identical file content):
   - List with file locations
   - File sizes
   - Dates
   - Recommendation: keep newest, archive others

2. Near-duplicates (same document, minor variations):
   - Show differences
   - Suggest which version is "master"
   - Flag which should be archived

3. Multiple versions of same agreement:
   - Create version control summary
   - Identify most recent version
   - Archive previous versions to /Archive/
   - Create version control document

4. Generate Excel with:
   - Filename
   - File path
   - File size
   - Date
   - Match type (exact/near/version)
   - Action recommended
   - Risk if deleted

5. Create archive checklist:
   - Safe to archive immediately
   - Review before archiving
   - Do not archive (active matters)

Save as:
- "Duplicate_Analysis_[date].xlsx"
- "Archive_Checklist.docx"
- Archive old versions to /Archive/[Year]/

第 7 部分:批量翻译工作流

保留格式的多文档翻译

场景:你有英文合同需要翻译成西班牙文版本,并保持所有格式不变。

Prompt

Translate contracts while preserving formatting:

Translate all English contracts in /Legal/Contracts/English/:

1. For each .docx file:
   - Extract text with formatting markers
   - Translate to Spanish maintaining legal terminology
   - Preserve all paragraph formatting
   - Keep table structure intact
   - Maintain header/footer
   - Preserve tracked changes if present

2. Translation quality:
   - Use legal Spanish terminology
   - Maintain formality appropriate to contract type
   - Keep defined terms consistent (suggest bilingual glossary)
   - Flag ambiguous English phrases for human review

3. Create bilingual glossary:
   - English defined terms → Spanish equivalents
   - Legal terminology matching
   - Context-specific meanings
   - Usage examples from contracts

4. Generate Spanish versions with:
   - Same formatting as English
   - Matching page breaks
   - Side-by-side comparison document
   - Translation notes where needed

5. Create quality assurance document:
   - Sentences requiring human verification
   - Terminology decisions made
   - Context-specific notes for translators
   - Proofreading checklist

Save as:
- /Legal/Contracts/Spanish/[Filename]_ES.docx
- "Translation_Glossary.xlsx"
- "Translation_QA_Report.docx"

在签署或交付客户之前,始终应由合资格的法律翻译人员审查 AI 生成的译文。

高级:双语文档生成

Create unified bilingual contracts:

1. Take English contract /Legal/Contracts/Original.docx
2. Generate Spanish translation
3. Create side-by-side bilingual version with:
   - English on left, Spanish on right
   - Aligned by paragraph
   - Professional formatting
   - Table format for readability

4. Create separate documents:
   - English version (clean, ready to execute)
   - Spanish version (clean, ready to execute)
   - Bilingual reference version (internal only)

5. Generate translator's notes:
   - Terminology decisions
   - Ambiguities flagged
   - Legal system differences noted
   - Future translation consistency notes

Save as:
- "Contract_EN.docx" (English)
- "Contract_ES.docx" (Spanish)
- "Contract_Bilingual_Reference.docx"
- "Translator_Notes.docx"

跨语言版本的一致性

Prompt

Ensure translation consistency across all legal documents:

1. Analyze all Spanish translations in /Legal/Contracts/Spanish/
2. Extract defined terms and terminology from each
3. Create master terminology database:
   - English term
   - Spanish translation
   - Document sources
   - Frequency of use
   - Alternative translations considered

4. Flag inconsistencies:
   - Same English term with different Spanish translations
   - Similar terms with same translation (may be wrong)
   - Potential translation errors

5. Generate revision guide:
   - Recommendations for standardizing terminology
   - Priority fixes (high impact changes)
   - Documents requiring retranslation
   - Going-forward standards

6. Create terminology style guide:
   - Approved English→Spanish pairings
   - Rationale for each choice
   - Legal context notes
   - Examples

Save as:
- "Terminology_Database.xlsx"
- "Consistency_Report.docx"
- "Legal_Translation_Style_Guide.docx"

第 8 部分:相当于客户协作门户的工作流

安全文档共享工作流

场景:创建组织有序并附带适当文档记录的客户交付包。

Prompt

Create a client deliverable package:

Prepare documents for /Legal/ClientDeliverables/ABC_Corp_Matter/:

1. Gather documents:
   - Opinion letter (if applicable)
   - Summary memo
   - Supporting documents
   - Forms for execution
   - Cover sheet

2. Organize by document type:
   - Executive summary (first)
   - Documents requiring execution
   - Reference documents
   - Appendices

3. Generate client-facing cover memo:
   - Overview of documents
   - Required actions from client
   - Timeline for next steps
   - Key dates/deadlines
   - Responsible contacts
   - How to return executed documents

4. Create execution checklist:
   - Which documents need signatures
   - Who needs to sign
   - Signature authority verification
   - Witness/notary requirements
   - Return instructions

5. Add document index:
   - Document name
   - Purpose
   - Action required
   - Execution requirements

6. Create tracking spreadsheet:
   - Document name
   - Date sent
   - Status
   - Date received
   - Signature status
   - Notes

Save as:
- "Client_Deliverable_Package_[date]/" folder
- "Cover_Memo.docx"
- "Execution_Checklist.docx"
- "Document_Tracking.xlsx"

状态更新生成

场景:根据案件文件定期生成客户状态更新。

Prompt

Generate client status update:

Create monthly status report for ABC_Corp matter:

1. Gather all recent activity:
   - Recent actions taken
   - Pending items
   - Upcoming deadlines
   - Issues requiring client input
   - Cost summary

2. Generate client-facing memo with:
   - Executive summary (1 page)
   - Detailed activity summary (what we did)
   - Current status (where we stand)
   - Next steps (what's coming)
   - Pending client actions
   - Timeline for next phase
   - Budget status
   - Contact for questions

3. Create action items section:
   - Items pending client response
   - Deadline for each
   - Impact if deadline missed
   - Instructions for client action

4. Add timeline visual:
   - What happened this period
   - Upcoming key dates
   - Milestones
   - Deadlines

5. Generate parallel internal memo:
   - Internal status for file
   - Risk flags not shared with client
   - Strategic notes
   - Next actions for team

Save as:
- "Status_Update_[Month]_[Client].docx"
- "Internal_Matter_Status.docx"

面向客户的摘要创建

场景:将详细分析转化为客户易于理解的摘要。

Prompt

Create client-friendly summaries of technical documents:

Review /Legal/Matters/ABC_Corp/Research_Memos/:

1. For each detailed research memo:
   - Identify key conclusions
   - Extract legal standards
   - Note practical implications
   - Identify risks and opportunities
   - Simplify technical language

2. Generate two-version documents:

   Internal Version:
   - Detailed analysis
   - All legal citations
   - Nuanced analysis
   - Strategic considerations

   Client Version:
   - Executive summary (1-2 pages)
   - Plain-English explanation
   - Practical implications
   - Recommended actions
   - Simple visuals/charts
   - Minimal citations
   - No internal strategy

3. Create FAQ document:
   - Common client questions
   - Plain-language answers
   - Links to relevant sections
   - Contact for follow-ups

4. Add decision framework:
   - Options available
   - Pros/cons of each
   - Cost implications
   - Timeline
   - Recommended approach with rationale

Save as:
- "[Topic]_Internal_Analysis.docx"
- "[Topic]_Client_Summary.docx"
- "[Topic]_FAQ.docx"

审批工作流自动化

场景:自动化文档审批跟踪与升级处理。

Prompt

Set up approval workflow tracking:

Create approval system for /Legal/ToBeApproved/:

1. Scan folder for documents needing approval
2. For each document, extract:
   - Document name
   - Type of approval needed
   - Required approver
   - Date submitted
   - Client impact
   - Urgency level
   - Required turnaround

3. Generate approval tracker Excel with:
   - Document name
   - Submitted date
   - Approver assigned
   - Status (pending/approved/rejected/revise)
   - Days pending (formula)
   - SLA deadline
   - Status indicators (color coding)

4. Create escalation rules:
   - Flag if >3 days pending
   - Escalate if >7 days pending
   - Alert if SLA about to breach

5. Generate daily/weekly reports:
   - What's pending approval
   - Days pending for each
   - At-risk items (approaching deadline)
   - Action items for approvers

6. Create automated reminder emails:
   - For pending approvals >3 days
   - For approaching deadlines
   - For stakeholders waiting on approval

Save as:
- "Approval_Tracker.xlsx"
- "Approval_Status_Report.docx"
- Automated reports to /Reports/Weekly/

第 9 部分:专业文档生成

Word 文档

代理可以生成专业的 Word 文档,包括:

  • 规范格式
  • 样式和标题
  • 表格和图表
  • 修订模式(用于红线)
  • 批注

示例:合同红线请求

Review the contract at /Legal/CurrentDeal/Draft_MSA.docx

Apply our standard playbook and generate a redlined version
with track changes showing:
- Deletions struck through
- Additions in red
- Comments explaining each significant change

Save as "Draft_MSA_OurRedlines.docx"

Excel 电子表格

代理可以创建可用的 Excel 文件,包括:

  • 可运行的公式
  • 条件格式
  • 多个工作表
  • 图表
  • 数据验证

示例:合同组合分析

Analyze all contracts in /Legal/ContractPortfolio and create
an Excel workbook with:

Sheet 1: Summary Dashboard
- Total contract value
- Contracts by type (pie chart)
- Expiration calendar (next 12 months)
- Risk distribution

Sheet 2: Detailed Log
- All extracted contract data
- Conditional formatting for expiration dates
- Risk flags highlighted

Sheet 3: Renewal Calendar
- Contracts requiring action by month
- Responsible party assignment column

Save as "Contract_Portfolio_Analysis.xlsx"

PowerPoint 演示文稿

代理可以生成可直接用于演示的幻灯片:

  • 专业布局
  • 图表和可视化内容
  • 演讲者备注
  • 一致的格式

示例:董事会法律更新

Generate a board presentation covering Q1 legal matters:

Slide 1: Title - "Legal Department Q1 Update"
Slide 2: Key Metrics (contracts closed, disputes resolved, spend)
Slide 3: Major Matters Summary (table format)
Slide 4: Litigation Status (timeline visual)
Slide 5: Regulatory Developments (bullet points)
Slide 6: Looking Ahead Q2 (priorities)
Slide 7: Questions

Use professional business style. Include speaker notes
with key talking points.

Save as "Legal_Q1_Board_Update.pptx"

第 10 部分:自动化监控与提醒

设置合同到期监控

Prompt

Set up a contract monitoring workflow:

1. Every Monday, scan /Legal/ActiveContracts for:
   - Contracts expiring in next 90 days
   - Auto-renewals with notice deadlines approaching
   - Contracts requiring annual compliance actions

2. Generate weekly report:
   - List of approaching deadlines
   - Required actions
   - Responsible parties

3. Create draft reminder emails for each deadline

Save to /Legal/WeeklyReports/[date]_ContractAlerts/

监管更新监控

Prompt

Search for recent regulatory developments in [practice area]
and generate a client alert:

1. Research recent [FDA/SEC/FTC/etc.] announcements
2. Summarize key developments
3. Analyze impact on our clients
4. Draft client alert memo
5. Create short version for LinkedIn post

Save:
- "Client_Alert_[Topic].docx" (full memo)
- "LinkedIn_Post_[Topic].txt" (short version)

第 11 部分:与 Plugin 工作流集成

结合 Legal plugin 的工作流

Process the new vendor agreement in my inbox:

1. /triage-nda first to categorize urgency

2. If RED or YELLOW, then:
   /review-contract for full analysis

3. Based on review, generate:
   - Internal memo summarizing issues
   - Redlined contract with suggested changes
   - Email to business team with summary

4. Save all outputs to /Legal/[VendorName]_Review/

5. Log the review in our tracking spreadsheet

第 12 部分:桌面代理法律自动化最佳实践

应当做的事

  • 应当 从小批量开始测试工作流
  • 应当 在发送/提交前审查所有输出
  • 应当 保持有序的文件夹结构
  • 应当 在处理前备份重要文档
  • 应当 记录工作流,便于团队复现

不应当做的事

  • 不要 在缺乏控制措施时自动化特权分析
  • 不要 依赖代理得出最终法律结论
  • 不要 在缺乏适当安全措施的情况下处理客户文档
  • 不要 跳过对提取数据的核验
  • 不要 在未进行合规审查的情况下用于受监管工作流

质量控制清单

对于每一份由代理生成的交付物:

  • 抽查提取的数据是否与源文件一致
  • 验证文档格式是否正确
  • 审查任何法律结论
  • 检查特权/保密信息处理
  • 确认文件已保存到正确位置
  • 测试所有 Excel 公式
  • 在与客户/相对方共享前完成审查

第 13 部分:限制与替代做法

当前 Cowork 的限制(根据 Cowork 页面核查于 2026-09-02)

LimitationWorkaround
Computer use 处于 research preview优先使用 connectors 和文件访问;在对外共享前设置审批检查点
Cowork 活动尚未纳入审计日志或 Compliance API不要用于需要这些控制措施的受监管工作流
Enterprise 访问需由管理员启用请管理员在 Organization settings 中启用 Cowork
草稿:Cowork 内的 memory 和 Projects在每次运行中包含案件背景,直到另行核实
文件大小限制拆分大文件
复杂格式可能仍需手工润色

何时应改用传统方法

  • 高度机密事项(特权顾虑)
  • 需要审计追踪的受监管工作流
  • 复杂格式要求
  • 当人工判断至关重要时
  • 不值得为之设置自动化的一次性任务

现在就做

  • 设置你的桌面代理,并为法律文档创建一个工作文件夹
  • 用它处理一批 5–10 份文档(例如 NDA 或合同)
  • 生成一份专业文档(Word、Excel 或 PowerPoint)
  • 将文档中的表格数据提取到 Excel 中
  • 为一份合同创建带批注的修订文档

相关内容


Quick Reference: Desktop Agent Command Patterns

Batch Processing

For each [document type] in [folder]:
[list of actions]
Save results to [output location]

Report Generation

Analyze [documents/data] and create:
1. [Excel tracker with columns: X, Y, Z]
2. [Word memo with sections: A, B, C]
3. [PowerPoint with slides: 1, 2, 3]
Save all to [location]

Tabular Extraction

Extract from [documents in folder]:
[list of data points to extract]
Create Excel with columns: [X, Y, Z]
Add [formulas/formatting/charts]
Save to [location]

Track Changes & Comments

Review [document] and generate:
1. Tracked changes version
2. Detailed comments explaining each change
3. Summary memo of key issues
Save as [output filename]

Translation Workflow

Translate [documents in folder]:
[source language] → [target language]
Preserve all formatting and structure
Create glossary of terminology
Generate QA report
Save originals and translations to [location]

Client Collaboration

Create client deliverable package:
1. Organize documents by type
2. Generate cover memo
3. Create execution checklist
4. Set up tracking spreadsheet
Save to [folder]

来源

延伸阅读

On this page

1 你将学到什么2 学习目标3 第 1 部分:理解面向法律工作的桌面代理3.1 为什么桌面代理对律师很重要3.2 桌面代理 vs. Harvey/Legora 自动化4 第 2 部分:为法律工作设置桌面代理5 第 3 部分:核心法律自动化工作流5.1 工作流 1:批量 NDA 处理5.2 工作流 2:合同比较报告5.3 工作流 3:尽职调查文档处理5.4 工作流 4:诉讼时间线生成6 第 4 部分:表格提取与组合分析6.1 全组合电子表格生成7 第 5 部分:Microsoft Word 集成工作流7.1 修订模式与红线自动化7.2 协作审查的批注生成7.3 样式执行与格式统一8 第 6 部分:文档整理与自动化8.1 AI 建议命名与文件夹清理8.2 重复检测与处理9 第 7 部分:批量翻译工作流9.1 保留格式的多文档翻译9.2 跨语言版本的一致性10 第 8 部分:相当于客户协作门户的工作流10.1 安全文档共享工作流10.2 状态更新生成10.3 面向客户的摘要创建10.4 审批工作流自动化11 第 9 部分:专业文档生成11.1 Word 文档11.2 Excel 电子表格11.3 PowerPoint 演示文稿12 第 10 部分:自动化监控与提醒12.1 设置合同到期监控12.2 监管更新监控13 第 11 部分:与 Plugin 工作流集成14 第 12 部分:桌面代理法律自动化最佳实践14.1 应当做的事14.2 不应当做的事14.3 质量控制清单15 第 13 部分:限制与替代做法15.1 何时应改用传统方法16 现在就做17 相关内容18 Navigation19 Quick Reference: Desktop Agent Command Patterns19.1 Batch Processing19.2 Report Generation19.3 Tabular Extraction19.4 Track Changes & Comments19.5 Translation Workflow19.6 Client Collaboration20 来源21 延伸阅读