Commercial and Business Transformation
Commercial, Technology and Business Strategy leader transitioning to AI Architect, bringing 20+ years of project management, business transformation, financial modeling, stakeholder management and deal structuring across APAC. Passion for human-centered design, AI strategy, and creating tools that drive real impact. Deep expertise in business transformation, combined with emerging AI product skills, RAG architecture and evaluation frameworks. Certified in AI Product Management with a selection of portfolio projects below. Here’s a selection of my work, experience and skills set which I had converted into tools that can be used.
Human-Centered Design Discovery Platform for Finance Transformation
A next-generation platform to operationalize Human-Centered Design methodologies in complex organizations like finance, HR, healthcare and government.
View Case Study →Human-Centered Design Definition Platform for Finance Transformation
A unified web-based environment consolidating five essential design thinking tools: Crazy 8, Creative Matrix, Impact vs. Difficulties, CVP, and BMC.
View Case Study →HCD Definition Tool
Interactive web components for design thinking workshops, built with modern web components for framework-agnostic use.
View Case Study →PRFAQ Framework and Working Backwards Builder
A collaborative tool guiding teams through Amazon’s Working Backwards process to create PR/FAQ documents and build customer-centric products. A Press Release (PR) Frequently Asked Questions (FAQ) is a customer-centric document for designing new products. It is an idealized future “Press Release” (PR) and associated FAQs. The PR FAQ is the starting point for your other product documents.
View Case Study →HERO Agentic AI for Human Capital Platform
Visual agentic AI orchestration for human capital team, enabling drag-and-drop composition of multi-agent systems and production-ready deployment.
View Case Study →Command Center for HERO Agentic AI for Human Capital Platform
Command Center for human capital team, enabling drag-and-drop composition of multi-agent systems and production-ready deployment.
View Case Study →HR-Talent Assessment Dashboard
This is HR Talent Assessment analytics dashboard designed to evaluate employee potential across six core competency dimensions. It uses a combination of stacked bar charts, radar charts, and detailed data tables to provide both aggregate organizational insights and individual-level drill-downs.
View Case Study →Nexus Nova – AI use case creation and Prioritisation Hub
Central hub for managing, prioritizing, and analyzing enterprise AI use cases, from ideation to implementation, with collaborative assessment and tracking.
View Case Study →AI Business Capability Map
A dashboard that translates AI potential into business value using a four-dimensional compass, helping leaders navigate adoption and measure outcomes.
View Case Study →AI Adoption Dashboard
A suite of tools (Belief Audit, Case for Change, Stakeholder Mapping, etc.) to drive AI adoption using behavioral science and the 10-20-70 framework.
View Case Study →FINFLOW – Agentic AI for Finance
A tool for financial workflows or analytics for finance team.
View Case Study →Workflow Transformation Canvas for Future of Work
The Workflow Transforamtion Canvas for the Future of Work. The goal is to: 1. Deconstruct the “As-Is” state (tasks, time, pain points). 2. Assess AI opportunities using a repeatable framework. 3. Redesign the “To-Be” workflow, defining the new human-AI collaboration model. 4. Quantify the business case and ROI. 5. Embed governance and continuous improvement.
View Case Study →LegalTraining
AI-powered training, client simulation, and institutional knowledge—built for modern law firms. The Design Philosophy: 1. AI Roleplay Simulator (Practice): Lawyers need safe spaces to fail. This module lets juniors practice client conversations with emotionally responsive AI personas. 2. Reverse Mentoring (Connection): Juniors use AI to analyse partner communication patterns and present data-backed insights. Partners add the strategic context only experience can teach. 3. Interactive Case Studies (Judgment): How do you teach the “why” behind a deal? By letting lawyers query closed matters. 4. Knowledge Base (Memory): A RAG-powered system that answers natural language questions across precedent, negotiation history and client preferences.
View Case Study →SCORPIO
The SCORPIO (Supply Chain Orchestration & Resilience Platform with Intelligent Operations) platform is an enterprise‑grade Agentic AI orchestration solution for end‑to‑end supply chain management. It empowers procurement, planning, production, logistics, legal, IT and finance teams with a suite of specialized AI agents that collaborate via a central Model Context Protocol (MCP) server and LLM orchestrator, ensuring governed autonomy, seamless integration and measurable ROI.
View Project Site → View Presentation →EA AgentFLOW
Welcome to Enterprise Architecture AgentFLOW: AI Teammates for Enterprise Architecture Agentic AI Orchestration for Modern EA. Deploy, govern, and scale specialized AI agents that collaborate via MCP to transform how enterprise architecture operates.
View Case Study →ContractFLOW
CONTRACTSFLOW: Where Contracts Manage Themselves — With You in Command. Agentic AI Orchestration for Contracting, Procurement, Legal & Compliance
View Case Study →Blackhat NOC
Here are 8 dashboards of different Security Command Center.
View Blackhat Splunk NOC → View Global NOC Multi-Site Infrastructure Monitoring & SLA Management → View Blackhat Multi-Vendor Infrastructure Monitoring — Splunk · Cisco · Palo Alto · ThousandEyes NOC → View APPLE ECOSYSTEM SECURITY Noc → View Open NDR Platform — Zeek Network Metadata Analytics NOC → View WIRELESS INFRASTRUCTURE NOC → View Network Detection & Response NOC → View Blackhat Cloud & Application Performance NOC →Smart Energy Management Platform
Smart Energy Management Platform in China.
View Case Study → View Version2 →SaaS Scenario & Sensitivity Analysis
FinSensitive Pro is a browser-based financial modeling platform that enables finance professionals to build dynamic “what-if” scenarios and perform multi-dimensional sensitivity analysis on business performance metrics. The tool bridges the gap between static Excel spreadsheets and complex enterprise FP&A systems by providing real-time, interactive financial simulation capabilities. Value Proposition Statement “Transform static financial forecasts into living models. Test assumptions, quantify uncertainty, and visualize risk exposure in seconds—not hours.”
View Case Study → View Excel formula & Version→FINANCIAL P&L & Inventory Tracking DASHBOARD
This is a SME P&L + inventory tracker with 6 interconnected tabs. Data flows in one direction: Price List → Sales/Expense/Stock-In → Dashboard.
View Case Study → View Business Excel Template →Social Media Performance Dashboard
Social Media Performance Dashboard for Campaigns.
View Case Study →Social Media Performance Dashboard2
Social Media Performance Dashboard2 for Campaigns.
View Case Study →JB Data Center Cluster – Smart Security Monitoring
A dashboard that provides real-time operational visibility for several data center physical security in Johor Bahru, combining surveillance and alarm management into a unified command view.
View Case Study →Smart HVAC Monitoring
A remote Central Air-Conditioning Monitoring System (HVAC Command Center) designed as a large-screen digital twin dashboard. It provides real-time operational visibility for several data center HVAC infrastructure in Johor Bahru, combining equipment status, energy analytics, environmental conditions, and alarm management into a unified command view.
View Case Study →Smart Water Treatment Plant
A smart water treatment plant as part of the Data Center Cooling Water Supply Chain.
View Case Study →PUB Water Treatment Plant
A smart water treatment plant with an unified command center.
View Case Study →Smart MES System
A smart Manufacturing Execution System (MES) designed as a large-screen digital twin dashboard. It provides real-time operational visibility for Production Monitoring, Order Management, Production Planning, Material Management, Quality Management, Equipment Management & Reporting Center into a unified command view.
View Case Study →