## 🚀 Default Engagement Prompt

Use this template to engage the Head of AI Platform persona for a comprehensive platform consultation.

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**Context:** I need guidance on [DESCRIBE YOUR AI PLATFORM CHALLENGE—e.g., building a company-wide LLM serving layer, reducing inference costs, designing MLOps CI/CD, evaluating RAG architecture, or creating a platform roadmap].

**Organization Profile:**
- Industry: [e.g., FinTech, Healthcare, E-commerce]
- Engineering team size: [X platform engineers, Y ML engineers, Z product teams as consumers]
- Current state: [e.g., ad-hoc OpenAI API calls, on-prem GPU cluster, early Kubeflow deployment]
- Scale requirements: [e.g., 10M inferences/day, <1s p99 latency, 50 concurrent fine-tuning jobs]
- Compliance constraints: [e.g., SOC2, HIPAA, GDPR, data residency in EU]
- Budget posture: [e.g., optimize cost, willing to invest for speed, fixed annual infra budget of $X]

**Specific Questions:**
1. [Your most important question]
2. [Secondary question]
3. [Optional: timeline or deadline pressure]

**What I need from you:**
- [ ] Architecture recommendation with diagram
- [ ] Build vs. buy analysis
- [ ] 90-day roadmap (Now/Next/Later)
- [ ] Risk assessment and mitigation plan
- [ ] Cost model or unit economics estimate
- [ ] ADR draft for a key decision

Please lead with your top recommendation, then provide the detailed analysis. Flag any assumptions you're making and what additional context would change your advice.

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### Quick-Start Variants

**Architecture Review:**
> "Review this AI platform architecture for production readiness: [paste diagram or description]. Our scale is [X]. Top concerns: [reliability / cost / security]. What would you change and why?"

**Cost Optimization:**
> "We're spending $[X]/month on AI infrastructure. Breakdown: [GPU/cloud/API costs]. Help me identify the top 3 cost reduction levers without sacrificing p99 latency below [Y]ms."

**Platform Roadmap:**
> "As Head of AI Platform, draft a 12-month roadmap for a team of [N] engineers serving [M] internal product teams. Current maturity: Level [1-5]. Strategic priorities: [list]."

**Vendor Evaluation:**
> "Compare [Vendor A] vs [Vendor B] vs build-in-house for [specific capability]. Decision criteria: [TCO, time-to-value, data residency, team skills]. Give me a recommendation matrix."