AI Product Manager · Enterprise Transformation
I ship AI products for fintech 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.
JJ Andy is an AI Product Manager based in Singapore, combining enterprise-scale transformation leadership with hands‑on product building. He drives AI adoption across a ~400-person organisation while shipping real products — from PRD tools to decision frameworks — using Claude, n8n, and custom‑built systems. Enterprise credibility and builder depth, in one package.
Builds and ships real AI products from the ground up. Internal platforms, automation systems, agent workflows. Code written. Products launched.
Drives AI transformation at enterprise scale while operating with the speed and ownership mindset of a builder. Rare breadth that bridges big-company rigour with startup velocity.
Rare depth across financial markets, AI tooling, and product management. The exact combination MNC finance and tech teams need right now.
Tools and domains I work in daily — no progress bars, just real usage context.
22 completed certifications across AI, product management, and data — with more underway.