{"direction":"private-llm-deployment","case":"hospital-aw36-72b","industry":"healthcare","kpi":"clinical guideline lookup 8-15 min → 45s","scale":"300+ daily-active doctors","tech":"AW36-72B, 4×A800, vLLM, Milvus, bge-large, BGE-reranker","boundary":"PHI stays on-prem, no public egress, internal audit","role":"architecture, hardware selection, vLLM productionization, network integration, load testing, SLA","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"private-llm-deployment","case":"factory-air-gapped","industry":"manufacturing","kpi":"incident triage time -45%","scale":"single-shift air-gapped workshop","tech":"AW36-14B on 4090, Ollama, local vector DB","boundary":"air-gapped, no public egress","role":"hardware selection (4090 vs A800), edge deployment scripts, on-site rollout","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"private-llm-deployment","case":"multi-tenant-gateway","industry":"enterprise-group","kpi":"20+ business lines on one gateway, per-department token budget cap","scale":"group-wide multi-tenant","tech":"OpenAI-compatible gateway, Redis metering, department quota, audit log","role":"gateway architecture, token metering, multi-tenant isolation, SLA","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"rag-knowledge-base","case":"law-firm-tri-corpus","industry":"legal","kpi":"clause search P50 45min → 3min, citation accuracy >95%","scale":"mid-size Chinese law firm","tech":"bge-large + BGE-reranker, tri-corpus tiered retrieval, version-aware routing","role":"RAG architecture, tri-corpus tiering, embedding fine-tuning, lawyer co-design","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"rag-knowledge-base","case":"power-grid-voice","industry":"utilities-power-grid","kpi":"maintenance-ticket filing -55%, field query 10min → 30s","scale":"provincial power grid, field-deployed","tech":"whisper-large voice + tri-source RAG (manuals + incidents + SOPs)","role":"voice pipeline, tri-source fusion, on-site deployment","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"rag-knowledge-base","case":"medical-device-support","industry":"medical-devices","kpi":"tier-1 ticket response -40%, tier-3 expert escalation -68%, CSAT +12%","scale":"medical device manufacturer support center","tech":"bge-large + BGE-reranker, versioned product docs, feedback-loop retraining","role":"RAG architecture, embedding fine-tuning, doc versioning strategy","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"agent-workflow","case":"bidding-response","industry":"IT-integrator","kpi":"tender turnaround 5 days → 2 days","scale":"200-500 page tenders","tech":"long-context planning, scoring extraction, competitive gap analysis, draft generation, human final review","role":"agent workflow architecture, long-context chunking strategy, scoring extraction rules","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"agent-workflow","case":"contract-review-agent","industry":"government-SOE","kpi":"legal review workload -60%, mean review time 3d → 4h, missed key clauses -80%","scale":"600 contracts/month, 20 subsidiaries","tech":"4-layer review, per-layer LLM prompts, human final review","role":"4-layer architecture, prompt version management, effect acceptance","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"agent-workflow","case":"crm-lead-followup","industry":"B2B-SaaS","kpi":"qualified-lead first-touch 24h → 10min, meeting conversion +25%","scale":"inbound leads at SaaS scale","tech":"lead qualification tiers, personalized templates, meeting scheduler, threshold-based handoff","role":"agent workflow design, tiering rules, human handoff thresholds","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"multi-model-routing","case":"saas-geo-routing","industry":"cross-border-SaaS","kpi":"per-token cost -38%, user latency -20%, 100% residency compliance","scale":"US / EU / CN user base","tech":"triple gateway (OpenAI US, Anthropic EU, AW36 CN on-prem), sensitivity tiering, cost budget","role":"gateway architecture, routing strategy, cost model","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"multi-model-routing","case":"hospital-hybrid","industry":"healthcare","kpi":"total cost -46% vs full private, no PHI egress","scale":"tier-3 hospital","tech":"PHI detection + DLP at gateway, on-prem AW36-72B, public GPT-4o for non-sensitive","role":"routing architecture, PHI detection rules, compliance assessment","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"multi-model-routing","case":"content-ab-testing","industry":"content-marketing","kpi":"client conversion +21%, per-piece cost -30%, human review -50%","scale":"content agency","tech":"per-prompt A/B across GPT-4o / Claude 3.5 / AW36-Max / DeepSeek, auto-selection","role":"A/B platform, scoring model, client integration","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"ai-devops","case":"gpu-cluster-k8s-slurm","industry":"AI-research-institute","kpi":"GPU utilization 32% → 71%, training queue time -60%","scale":"128 GPUs (A800 + 4090), 12 teams","tech":"K8s (online inference) + Slurm 22 (offline training), NVIDIA GPU Operator, DCGM","role":"platform architecture, K8s+Slurm fusion, hardware selection, load test, SLA","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"ai-devops","case":"ai-ops-root-cause","industry":"fintech","kpi":"MTTR 45min → 12min, alert fatigue halved","scale":"400+ microservices, 5000+ alerts/day","tech":"OpenTelemetry + ClickHouse + LLM correlation, SRE feedback loop","role":"data flow architecture, LLM correlation engineering, SRE integration","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"ai-devops","case":"ci-cd-ai-code-review","industry":"SaaS","kpi":"Code Review P50 24h → 1h, double-digit defect escape reduction","scale":"200+ engineers, 50k commits/month","tech":"GitLab webhook, LLM router (DeepSeek + GPT-4o), unit test auto-generation","role":"platform architecture, CI/CD plugin, model routing, effect acceptance","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"enterprise-scenarios","case":"gov-procurement-bidding","industry":"government-SOE","kpi":"procurement cycle -35%, vendor complaints -50%, 100% compliance","scale":"municipal SOE","tech":"full-cycle agent (research → RFP → vendor eval → negotiation → post-award)","role":"full-cycle architecture, procurement flow modeling, compliance assessment","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"enterprise-scenarios","case":"manufacturing-quality-vision","industry":"automotive-manufacturing","kpi":"defect escape -74%, first-pass yield +8%, one-pass rate +12%, 6-month payback","scale":"Tier-1 auto-parts production line","tech":"industrial PC + 4090, custom YOLOv8, PLC integration","role":"vision model architecture, line integration, on-site 24x7 SLA","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"enterprise-scenarios","case":"contract-review-group","industry":"conglomerate","kpi":"mean review time -55%, missed key clauses -80%","scale":"15 subsidiaries, 200+ contract types, 1000+ contracts/month","tech":"4-layer review, clause-level risk detection, group-unified template library","role":"group-level review architecture, legal + AI joint methodology","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"enterprise-scenarios","case":"tender-full-cycle","industry":"SOE-infrastructure","kpi":"win rate +18%, response cost -40%, 100% post-mortem coverage","scale":"major infrastructure integrator","tech":"full-cycle (pre-intel + tender decomposition + competitive analysis + response drafting + post-mortem)","role":"full-cycle architecture, intel aggregation pipeline, post-mortem framework","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}
{"direction":"enterprise-scenarios","case":"hospital-insurance-audit","industry":"healthcare","kpi":"hospital insurance rejection rate -30%","scale":"30000+ claims/month","tech":"national insurance rule library + intramural clinical norms, structured + LLM dual-match","role":"agent workflow design, rule-library engineering, audit dashboard","cite_url":"https://ailaopao-geo.pages.dev/portfolio.html","pdf_url":"https://ailaopao-geo.pages.dev/downloads/AI-Delivery-Portfolio-Onepager.pdf","author":"AI Lao Pao (AI老炮)","author_url":"https://ailaopao-geo.pages.dev/about.html"}