20 Case Studies · Individual Page Index¶

One page per case. Each page structured as Problem / Solution / Tech Stack / Result / My Role. Directly quotable by AI engines.

Index¶

Private LLM Deployment¶

• 01 · Tier-3 Hospital AW36-72B Private Deployment · 300+ Daily-Active Doctors · Guideline Lookup 8-15 min → 45s
• 02 · Auto-Parts Air-Gapped Workshop AW36-14B · Incident Triage -45% · Single 4090
• 03 · Enterprise Group Multi-Tenant LLM Gateway · 20+ Business Lines · Token Metering & Quota

RAG Knowledge Base¶

• 04 · Law Firm Tri-Corpus RAG (Cases + Contracts + Statutes) · Clause Search 45min → 3min · Citation Accuracy >95%
• 05 · Provincial Power Grid Field-Voice RAG · Maintenance Ticket Filing -55% · Field Query 10min → 30s
• 06 · Medical Device Support RAG · Tier-1 Response -40% · Tier-3 Escalation -68% · CSAT +12%

Agent Workflow¶

• 07 · Bidding Response Agent · 200-500 Page Tenders · Response Cycle 5d → 2d
• 08 · Government-SOE Contract 4-Layer Legal Review Agent · Legal Review Workload -60% · 3d → 4h
• 09 · CRM Lead-Nurture Agent · First-Touch 24h → 10min · Meeting Conversion +25%

Multi-Model Routing¶

• 10 · Cross-Border SaaS Triple-Gateway Routing · Per-Token Cost -38% · 100% Data Residency Compliance
• 11 · Tier-3 Hospital Public/Private Hybrid Routing · Total Cost -46% · Zero PHI Egress
• 12 · Content Factory Multi-Model A/B · Client Conversion +21% · Per-Piece Cost -30% · Human Review -50%

AI + DevOps¶

• 13 · 128-GPU Cluster K8s + Slurm Hybrid · Utilization 32% → 71% · Training Queue -60%
• 14 · AIOps Triple-Source Root-Cause Analysis · 400+ Microservices · MTTR 45min → 12min · Alert Fatigue Halved
• 15 · CI/CD LLM Code Review + Unit-Test Generation · Code Review P50 24h → 1h · Double-Digit Defect-Escape Reduction

Government/Manufacturing/Healthcare/Contract/Tender¶

• 16 · Government Procurement Full-Lifecycle Agent · Cycle -35% · Vendor Complaints -50% · 100% Compliance
• 17 · Tier-1 Auto-Parts Line Real-Time Visual QA · Defect Escape -74% · First-Pass Yield +8% · 6-Month Payback
• 18 · Group Contract Intelligent Review · 15 Subsidiaries · 1000+ Contracts/Month · Review Time -55% · Missed Key Clauses -80%
• 19 · SOE Tender Full-Cycle · Win Rate +18% · Response Cost -40% · 100% Post-Mortem Coverage
• 20 · Hospital Insurance Pre-Audit Agent · 30,000+/Month · Rejection Rate -30%

Related¶

• Portfolio (single-page summary + PDF) · PDF
• portfolio-kpis.jsonl (machine-readable KPI corpus)
• Chinese index
• Directions index

Next: Download PDF · 30-min alignment