πŸ“ Singapore

JJ Andy

Digital Transformation Lead β†’ AI Product Manager

I lead enterprise AI adoption and build the products that drive it, bridging strategy, technology, and teams from day zero to launch.

JJ Andy Lim β€” Head of Digital Transformation and AI Product Manager based in Singapore, smiling with arms crossed
University of Pennsylvania Google Scrum Alliance SUTD Academy n8n Claude Β· Anthropic AWS OpenAI πŸ‡ΈπŸ‡¬ Singapore 10+ Years Experience

About

JJ Andy is a Digital Transformation Lead based in Singapore, driving AI and automation adoption across a ~400-person organisation. A hands‑on builder at heart, he simultaneously runs his own AI agency, shipping client workflows, marketing automation, and internal AI applications using n8n, Claude, and custom-built systems. He's moving into AI Product Management, bringing enterprise credibility and builder depth in one package.

Builder, Not Just Manager

Builds and ships real AI products from the ground up. Internal platforms, automation systems, agent workflows. Code written. Products launched.

Enterprise + Startup Range

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.

Finance Γ— AI Γ— Product

Rare depth across financial markets, AI tooling, and product management. The exact combination MNC finance and tech teams need right now.

Products & Workflows I've Shipped

From internal enterprise tools to client-facing automation β€” real systems, in production.

Internal App

Internal AI Drive

Secure internal knowledge management platform where employees upload and query documents using open-source AI models, keeping sensitive data fully in-house. Includes a Legal module for cross-referencing contracts across all office jurisdictions.

RAG Open-Source LLM Knowledge Base Legal AI
Automation

Telegram Customer Service Bot

AI-powered customer service bot on Telegram that automatically routes incoming tickets to the right team: customer support, NOC, or operations. Automated replies sent back to customers within minutes of every request.

Telegram Bot API Workflow Automation Ticket Routing NLP
AI Agents

Enterprise AI Content System

Designed and deployed a multi-agent AI system for a marketing team. Coordinated AI agents generate content that stays on-brand, consistent in tone and story, guided by the company's brand guidelines end-to-end.

AI Agents Multi-Agent Content Generation Brand Compliance
n8n

Financial & AI News Dashboard

Live financial dashboard pulling real-time data from financial and news APIs, with automated daily AI news digests delivered to Telegram and email. All orchestrated through n8n workflows with zero manual intervention.

n8n Financial API News API Telegram Email Automation

Capabilities Stack

Tools and domains I work in daily β€” no progress bars, just real usage context.

AI / LLM Tools

Claude Code & Cowork
Perplexity & Comet Browser
Workflow Automation using n8n
Open Source LLMs via AWS Bedrock & Groq
AI Agents Deployment via Langflow & Mindstudio

Cloud & Infra

AWS In Progress
Google Cloud Planned
API Integration
On-premise AI Deployment

Product & Strategy

Product Roadmapping
Agile / Scrum (CSPO & CSM)
Digital Transformation
Stakeholder Management
AI Strategy & Governance

Data & Analysis

Data Analytics & Business Intelligence
Financial Markets & Trading Intelligence
Real-Time News & Market API Integration
Live Financial & AI Dashboards β€” built and deployed

Credentials & Certifications

12 completed certifications across AI, product management, and data β€” with more underway.

Microsoft
Enterprise Product Management Fundamentals
May 2025 Β· TA4M8VPXFC32
University of Pennsylvania
AI for Business Specialization
Nov 2024 Β· ZOYA7BOMIB58
University of Pennsylvania
AI Strategy and Governance
Oct 2024 Β· I1OV8708HOU8
University of Pennsylvania
AI Applications in Marketing & Finance
Oct 2024 Β· W3OVSMH2GGNC
University of Pennsylvania
AI Applications in People Management
Oct 2024 Β· M2P4E3SZ1NOZ
University of Pennsylvania
AI Fundamentals for Non-Data Scientists
Oct 2024 Β· 311I8OKYPZHO
Google
Google AI Essentials
Oct 2024 Β· YDHLVSLAAH85
Google
Google Prompting Essentials
Oct 2024 Β· O48W3EO1GUMN
Scrum Alliance
Certified Scrum Product Owner (CSPO)
Aug 2024 Β· 001660281
SUTD Academy
Professional Cert in Agile Project & Product Management
Aug 2024
Scrum Alliance
Certified ScrumMaster (CSM)
Jun 2024 Β· 001660281
Vertical Institute
Data Analytics Bootcamp
Aug 2022 Β· 9Xu85bXA32
In Progress
AWS
AWS Cloud Practitioner
In Progress
SMU Emeritus
Digital Transformation with AI for Leaders