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Services 
🧠 Product Strategy for Data & AI 
- AI use case discovery + prioritization
 - MVP definition and validation plans
 - Business alignment + success metrics
 
🛠 Delivery Support for ML & LLM Projects 
- Collaborate with engineers and researchers
 - Bridge product, tech, and stakeholder teams
 - Write tickets, specs, docs, and dev workflows
 
✨ Generative AI & LLM Product Design 
- Chatbot UX, prompt iteration, persona tuning
 - Retrieval-Augmented Generation (RAG) planning
 - Ethical and explainable AI product guidance
 
🧩 Platform & Developer Experience Consulting 
- Onboarding flows for APIs and internal tools
 - Dev portals, SDKs, and documentation strategy
 - Workflow design for AI/ML end users
 
🧠 AI Agent Product Design 
- Use case discovery: When do agents actually help?
 - Planning agent workflows and multi-step reasoning
 - Integrations, tools, and memory (e.g. LangGraph, OpenAI functions)
 - Define task boundaries, success metrics, and fallback plans