Case 08 · Government-SOE Contract 4-Layer Legal Review Agent · Legal Review Workload -60% · 3d → 4h¶

TL;DR: Government-SOE Contract 4-Layer Legal Review Agent · Legal Review Workload -60% · 3d → 4h. Direction: Agent Workflow. Scale: 600 contracts/month, 20 subsidiaries. Hard KPI: legal review workload -60%, mean review time 3d → 4h, missed key clauses -80%. Tech: 4-layer review, per-layer LLM prompts, human final review. My role: 4-layer architecture, prompt version management, effect acceptance. Client name anonymized under NDA.

• Direction: Agent Workflow
• Industry: government-SOE
• Scale: 600 contracts/month, 20 subsidiaries
• Hard KPI: legal review workload -60%, mean review time 3d → 4h, missed key clauses -80%

Problem¶

SOE group with 20 subsidiaries, 600 contracts/month, frequent missed-clause incidents, legal team takes 3 days per contract.

Solution¶

4-layer review (baseline / compliance / commercial / risk) · per-layer independent LLM prompts · human final review, prompt version management.

Tech Stack¶

4-layer review, per-layer LLM prompts, human final review

Result (Hard KPIs)¶

legal review workload -60%, mean review time 3d → 4h, missed key clauses -80%

My Role¶

4-layer architecture, prompt version management, effect acceptance

Related¶

• Full 20-case portfolio · Direction · Agent Workflow
• PDF one-pager
• 中文原页

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Client name anonymized · KPIs verified · Real client name disclosable under NDA.