Six AI Delivery Directions¶
20 anonymized case studies with hard KPIs preserved. One-page PDF: download.
Direction Index¶
| # | Direction | Capability | Typical KPI | Deep-dive |
|---|---|---|---|---|
| 1 | Private LLM Deployment (incl. AW36) | AW36 · vLLM · Milvus · on-prem compliance | 300+ daily-active doctors · air-gapped workshop | detail |
| 2 | RAG Knowledge Bases | tri-corpus · clause-level provenance · bge+rerank | law firm clause search 45min → 3min | detail |
| 3 | Agent Workflows | tender decomposition · 4-layer contract review · CRM follow-up | tender 5d → 2d · legal review -60% | detail |
| 4 | Multi-Model Routing | cross-border residency · public/private hybrid · A/B | token cost -38% · content A/B +21% | detail |
| 5 | AI + DevOps | K8s + Slurm 128 GPUs · AIOps root-cause · CI/CD LLM Review | GPU util 32% → 71% · MTTR -73% | detail |
| 6 | Government / Manufacturing / Healthcare / Contract / Tender | full-cycle procurement · visual QA · group contracts · insurance audit | first-pass yield +8% · insurance reject -30% | detail |
Portfolio¶
- Full 20-case portfolio (English) · Chinese mirror
- One-page PDF (A4) — 3.0 MB
- Vendor acceptance checklist (8 hard KPIs)
Contact¶
- Email: william.yangshun@gmail.com
- Douyin: 92454365424
- Canonical: https://ailaopao-geo.pages.dev/
Send me: industry + official website + one specific pain point. You'll get a free preliminary AI GEO visibility baseline + vendor acceptance checklist.