Layperson Judgment Summary & Judicial Logic Breakdown Card: Pay-per-Article Side Hustle Reaching 5,000 RMB Monthly
Workflow: Receive litigants' judgment PDF files or China Judgments Online public links during two fixed daily time slots. First, u
Key Fields
FIELD STAMPS🔧 Workflow
Receive litigants' judgment PDF files or China Judgments Online public links during two fixed daily time slots. First, use LLMs to extract three main threads: core facts of the case, focus of controversy, and the court's reasoning. Then, generate a 3-page plain-language summary card according to a fixed template, covering four modules: plain-language case restoration, step-by-step breakdown of judicial logic, labeling of appeal risk points, and similar case reference tips. Each delivery must undergo manual review for factual and legal expression accuracy, resulting in an annotated PDF delivered to the litigant. Single-article processing time is controlled within 2 hours.
🛠 Setup Requirements
Requires basic legal common sense (passing the objective bar exam or studying law in university). Setting up the judgment analysis prompt template library using Claude 3.5 Sonnet or DeepSeek-V3 takes about 1 week. The core training objective is to standardize the model's output to ensure plain-language clarity without unexplained professional jargon. Meanwhile, service boundaries must be clearly defined: only factual statements and logic breakdowns are provided, and no formal legal advice is given to avoid illegal practice risks.
🧰 Toolchain
- 🔧 Claude 3.5 Sonnet
- 🔧 DeepSeek-V3
- 🔧 China Judgments Online
- 🔧 WPS PDF
💰 Revenue
① Pay-per-article judgment plain-language summary for litigants and families (main revenue): individual clients pay per article at 400-600 RMB/article × 10-15 orders/month = 4,000-9,000 RMB/month. Self-reported monthly average is around 5,000 RMB, accounting for about 87% of monthly revenue (converted estimate based on case source, without independent verification). ② Subsequent document and similar case search add-ons (per transaction): repeat customer rate is about 30%, and additional commissions bring about 15% incremental revenue = about 750 RMB/month, accounting for about 13% of monthly revenue (converted). ③ Monthly consultant subscription (benchmarkable scalable path): similar nearby legal text processing services charge 800 RMB/month per client for monthly maintenance. Summary services can be packaged into monthly consultant subscriptions, though the number of clients has not been verified (case claim, lack of independent verification), and this revenue share is unspecified. ④ Opportunity item: hourly legal interpretation consultation — similar market services start at 300-500 RMB/hour (case self-report, unverified by third parties). Immediate consultations beyond summaries can be undertaken; monthly hours unverified, market share data unavailable.
💸 Cost
Claude API monthly subscription fee is about 200 RMB, DeepSeek API monthly fee is about 50 RMB, PDF processing tool uses the free version of WPS, with no other fixed costs. The marginal cost per article is about 2 RMB.
⏱ Time Investment
Dedicate 3-4 hours daily, focusing on receiving and processing materials from 14:00 to 16:00 in the afternoon, replying to client inquiries from 19:00 to 21:00 in the evening. Weekend order volume is 1.5 times that of weekdays.
🚀 Getting Started
Step 1: Collect 10 public civil judgments and use LLMs to generate summary templates, repeatedly testing expression accuracy and readability to ensure the output meets non-professional reading needs. Step 2: Publish 3-5 free judgment interpretation sample posts under legal topics on Xiaohongshu and Zhihu to accumulate initial traffic. Step 3: Guide traffic from comment sections to WeChat private domain to complete the first transaction. Scale up after running through the complete delivery process.
🔑 Keys to Success
- ✅ Plain-language translation accuracy of judicial logic without professional jargon ambiguity
- ✅ Standardized card format to lower marginal delivery costs
- ✅ Clear service boundaries without issuing formal legal advice to avoid illegal practice risks
- ✅ Retrieval efficiency on China Judgments Online to quickly match corresponding cause-of-action precedents
- ✅ Client inquiry response speed to increase repeat purchase rates
⚠️ 风险
- ⚠️ Litigants overly relying on summaries instead of formal lawyer consultations, leading to misjudgment and subsequent complaints
- ⚠️ Compliance risks arising from the dissemination of confidential or sensitive case documents without desensitization
- ⚠️ LLM errors in extracting judicial logic for niche causes of action, resulting in client financial losses
- ⚠️ Liability definition risks caused by litigants using summary content as formal legal documents
📌 Real Cases
- 📌 A side-hustle case study on AI legal assistants reported by DuckDB Lab shows that using Claude to process contract review legal texts can generate over 5,000 RMB per month. Judgment plain-language summaries belong to the same high-unit-price vertical text processing scenario, featuring higher unit prices and repeat purchase rates.
- 📌 The GitHub open-source project krionwu23/legal-case-report has been implemented in multiple law firms for similar case research report generation, charging 200-500 RMB per report. Individual users providing simplified summaries per article can achieve a stable output of over 10 orders per month.
- 📌 Legal knowledge base AI Skill case studies published by Xiangyu Workflow show that judgment interpretation services for litigants charge 300-800 RMB per article, with practitioners taking on over 20 orders per month and monthly income exceeding 8,000 RMB.
- https://www.duckdblab.com/zh/post/ai-%E6%B3%95%E5%BE%8B%E5%8A%A9%E6%89%8B%E5%89%AF%E4%B8%9A%E7%94%A8-claude-%E5%A4%84%E7%90%86%E5%90%88%E5%90%8C%E5%AE%A1%E6%9F%A5%E6%9C%88%E5%85%A5-5000/
- https://github.com/krionwu23/legal-case-report
- https://xiangyugongzuoliu.com/legal-knowledge-base-ai-skill/
- https://www.163.com/dy/article/KULVS3N00556HVFN.html