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.





HCD
Enterprise

HCD Discovery

A next-generation platform to operationalize Human-Centered Design methodologies in complex organizations like finance, healthcare and government.

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HCD
Design Thinking

HCD Definition

A unified web-based environment consolidating five essential design thinking tools: Crazy 8, Creative Matrix, Impact vs. Difficulties, CVP, and BMC.

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HCD
Tool

HCD Definition Tool

Interactive web components for design thinking workshops, built with modern web components for framework-agnostic use.

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Product
Collaboration

Working Backwards Builder

A collaborative tool guiding teams through Working Backwards process to create PR/FAQ documents and build customer-centric products.

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AI
Agentic

HERO Agentic AI for Human Capital Platform

Visual agent orchestration enabling drag-and-drop composition of multi-agent systems and production-ready deployment.

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AI
Portfolio

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.

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AI
Strategy

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.

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AI
Change Mgmt

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.

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Fintech

FINFLOW

[Description needed] – A tool for financial workflows or analytics.

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