Direction 6 · Government / Manufacturing / Healthcare / Contract / Tender¶
Enterprise scenarios = compliance + networking + delivery cadence + accountability. Not "get it running". 5 representative cases + delivery discipline.
Core Capabilities¶
- Complex networking: on-prem · half-on-prem · outbound jumphost · Level-3 protection · industrial control networks
- Remote automated deployment: Ansible · Terraform · unattended field rollout
- Hardware lifecycle: procurement · customs · acceptance · on-site load test · 24×7 SLA
- Compliance: Level-3 protection · GDPR · HIPAA · national insurance · government procurement · SOE regulations
- Cadence: POC → PoC acceptance → Build → go-live → post-mortem → SLA
5 Representative Cases¶
Case 01 · Government / SOE Procurement Full-Cycle AI¶
- Problem: municipal SOE procurement flow complex · long lead-times · vendor complaints
- Stack: full-cycle Agent (research → RFP → vendor eval → negotiation → post-award)
- KPI: procurement cycle -35% · vendor complaints -50% · 100% compliance
- My role: full-cycle architecture · procurement flow modeling · compliance assessment
Case 02 · Manufacturing Visual QA (Yield +8%)¶
- Problem: Tier-1 auto-parts line · human visual QA fatigue → defects → customer complaints rising
- Stack: edge inference (industrial PC + 4090) · custom YOLOv8 + defect classifier · PLC handoff
- KPI: defect escape -74% · first-pass yield +8% · one-pass rate +12% · 6-month payback
- My role: vision model architecture · line integration · on-site 24×7 SLA
Case 03 · Group Legal Contract Review Platform¶
- Problem: 15 subsidiaries · 200+ contract types · 1000+ contracts/month · uneven legal capacity
- Stack: 4-layer review · clause-level risk detection · version alignment · group-wide template library
- KPI: mean review time -55% · missed key clauses -80% · group-wide unified risk control
- My role: group-level review architecture · legal + AI joint methodology
Case 04 · SOE Tender Full-Cycle Digitalization¶
- Problem: SOE (major infra integrator) · long tender cycles · fragmented competitive intel · disconnected retrospectives
- Stack: full-cycle (pre-tender intel + tender decomposition + competitive analysis + response draft + retrospective)
- KPI: win rate +18% · response cost -40% · 100% retrospective coverage
- My role: full-cycle architecture · intel aggregation pipeline · retrospective framework
Case 05 · Hospital Insurance Pre-Audit Agent (Rejection -30%)¶
- Problem: hospital insurance rejection rate high · manual pre-audit slow and lossy
- Stack: national insurance rule library + intramural clinical norms · structured rules + LLM semantic matching dual-hit
- KPI: 30,000+/month claims pre-audited · hospital insurance rejection rate -30% · finance director adopted
- My role: agent workflow design · rule library engineering · audit dashboard
Delivery Discipline¶
- Compliance assessment front-loaded: Level-3 protection / GDPR / HIPAA / procurement / SOE regs — all quantified BEFORE sizing
- Multi-party sign-off: government/hospital can't be pushed by IT alone — procurement + compliance + business + finance four-way sign-off
- Cadence matches enterprise reality: POC 3 weeks → acceptance → Build 3-6 months → go-live → SLA
- On-site presence: remote + on-site combined · critical milestones require on-site (hardware · load-test · go-live)
- Accountability written into contract: who's on the hook when things break? internal IT / vendor / executive — all three roles named
Common Anti-Patterns¶
- ❌ Government project pushed on internet cadence (2-week go-live) — guaranteed failure
- ❌ Hospital project ignores Level-3 protection — rejected by compliance post-deploy
- ❌ Manufacturing workshop uses consumer-grade hardware — temperature/voltage → downtime
- ❌ Assumes AI is the "protagonist" — actual protagonist is compliance + procurement flow
Related¶
- Vendor acceptance checklist (8 hard KPIs)
- Full 20-case portfolio · PDF
- Related directions: Private LLM deployment · Agent workflows
Next: Download PDF · 30-min enterprise/manufacturing/healthcare alignment