AI Product Manager · Enterprise Transformation
I ship AI products for cross-functional enterprise teams and drive the org change to make them land — strategy, ops, and zero‑to‑launch.
Shipped Products
Real AI tools in production — built and managed end-to-end.
AI-assisted PRD tool built for product managers writing requirements for AI features. Input a business problem, target persona, and constraints — Claude generates a full PRD draft including an AI Readiness Check covering hallucination risk, human-in-the-loop requirements, fallback design, and regulatory exposure.
Structured decision tool for managers evaluating which AI initiatives to pursue, resource, or kill. Input 3 AI project ideas, set scoring weights, and receive a weighted comparison table, a 2×2 priority matrix, and a board-ready summary — with an optional stress test that challenges each project with hard questions.
A 40-page reference site for getting real work done in Claude Code — CLI flags, CLAUDE.md and skill authoring, hooks, MCP, subagents vs. agent teams, and role-specific playbooks for PMs and non-technical users, plus a QA & testing track covering test generation, Playwright automation, and API testing.
JJ Andy Lim is an AI Product Lead based in Singapore with 8+ years turning ambiguous business problems into scoped, shipped AI and digital products. At Merquri, he owns the company's AI transformation agenda end‑to‑end — shipping an enterprise chatbot, an AI‑powered knowledge drive, an AI‑search intranet, a marketing content hub, and internal automation tooling — while running the change management that makes each one stick. His background spans regulated healthcare product delivery ($26M+ in medical device programs, 5 international regulatory approvals) and startup building (co‑founded a venture that raised $1.8M), giving him the discipline to ship governed AI and the speed to move fast in ambiguous environments.
Builds and ships real AI products from the ground up. Internal platforms, automation systems, agent workflows. Code written. Products launched.
Delivers compliant, governed AI in regulated environments — healthcare, $26M+ programs, 5 regulatory approvals — with the speed and ownership of a startup builder.
Co-founded a venture that raised $1.8M, and now leads AI transformation inside a growing company — rare range across 0-to-1 building and enterprise-scale delivery.
The skills, tools, and languages I use to ship AI products end-to-end.
| Category | Skill |
|---|---|
| AI Product | Generative AI Product Strategy |
| LLM Orchestration & Evaluation | |
| Agentic Workflow Design & Automation | |
| Rapid Prototyping & AI-Assisted Development | |
| Product Management | 0→1 Product Management |
| SDLC & Delivery Management | |
| Agile/Scrum Delivery | |
| Data-Driven Decision Making | |
| Leadership & Governance | Cross-Functional & Executive Stakeholder Management |
| Change Management & Risk Mitigation |
| Category | Tools |
|---|---|
| LLM Platforms | ChatGPT, Claude, Groq, Grok |
| Cloud & Infrastructure | AWS Bedrock, Google Cloud, Textract, Lightsail |
| Agent Orchestration | LangChain, LangFlow, MCP Connection |
| Automation (No-Code/Low-Code) | n8n, Dify |
| Search & Retrieval | Perplexity, Tavily |
| Dev & Prototyping | Claude Code, Cowork, Skills Generation |
| Analytics & Knowledge Management | Google AI Studio, Looker Studio, Obsidian |
| Infrastructure/Ops | LiteLLM (Multi-Model API Gateway) |
| Hosting & Backend | Vercel, Railway, Supabase |
23 completed certifications across AI, product management, and data — with more underway.