KKathy Ong
Work

Transformations led. Products built.

Two lenses on the same practice — the enterprise transformations I lead, and the prototypes and tools I build by hand to stay close to the craft.

Featured Transformations

Enterprise outcomes, not screenshots.

Strategic initiatives I've led — framed by the business challenge, the role I played, the approach, and the outcome delivered.

Enterprise Operating System (SPARK)

01
Business Challenge

Fragmented processes, siloed systems, limited enterprise visibility.

My Role

Transformation Lead · Product Owner · Solution Architect

Approach

Designed and led the development of an enterprise operating system integrating procurement, sourcing, resiliency, forecasting, and productivity capabilities.

Outcome

Created a common digital operating environment to improve visibility, governance, and decision-making across the organisation.

Key Capabilities
Digital TransformationProduct StrategyEnterprise ArchitectureAI Integration

Supply Chain Resilience Transformation

02
Business Challenge

Limited visibility of external disruptions and supplier risks.

My Role

Product Owner · Transformation Lead

Approach

Built an AI-enabled resilience capability combining internal supply chain data with external risk intelligence.

Outcome

Improved proactive risk monitoring and resilience planning across global supplier networks.

Key Capabilities
Supply ChainAIData AnalyticsRisk Management

Procurement Transformation

03
Business Challenge

Manual procurement processes and fragmented sourcing workflows.

My Role

Business Process Re-engineering Lead · Product Owner

Approach

Designed digital procurement workflows, sourcing intelligence capabilities, and automated approval processes.

Outcome

Improved compliance, efficiency, and procurement cycle times.

Key Capabilities
BPRAutomationProduct ManagementProcurement

Business Development Transformation

04
Business Challenge

Disconnected opportunity tracking and tendering processes.

My Role

Product Owner

Approach

Designed an AI-assisted business development platform for opportunity management, tender tracking, and collaboration.

Outcome

Improved visibility of opportunities and accelerated proposal development.

Key Capabilities
Product StrategyAIBusiness DevelopmentData

Inventory Optimisation Transformation

05
Business Challenge

High inventory costs and inefficient planning processes.

My Role

Transformation Lead · Analytics Lead

Approach

Developed forecasting and optimisation capabilities to improve planning decisions.

Outcome

Projected savings exceeding SGD 3 million.

Key Capabilities
AnalyticsForecastingSupply ChainDecision Science
Things I've Built

Prototypes, products and tools — built by hand.

The builder side of the practice. Personal products you can visit, and company tools documented without exposing what's confidential.

Personal Builds
AI Swimming Coach
Personal

AI Swimming Coach

Personalised swimming training plans, technique feedback and performance tracking powered by AI — for swimmers of all levels.

Claude APIReactTypeScriptSupabase
Lesson

Sport coaching apps live or die on specificity. Generic advice gets ignored; targeted, progressive plans drive actual behaviour change.

Renovation Planner App
Personal

Renovation Planner App

AI-powered renovation planning tool that helps homeowners scope projects, estimate budgets, sequence works and manage contractor timelines.

Claude APIReactTypeScriptSupabase
Lesson

The renovation journey is emotionally charged. The right UX surface matters as much as the AI capability underneath it.

Company Tools
Financial Statement Analyzer
Company
Confidential

Financial Statement Analyzer

AI-powered PDF extraction, ratio analysis and competitor benchmarking from annual reports.

OpenAIPythonFastAPIReact
Lesson

Structured extraction beats free-form prompting — schema-first design made the pipeline auditable and reusable.

Read how I built it
Smart Store Computer Vision
Company
Confidential

Smart Store Computer Vision

On-shelf inventory counting and stock accountability using object detection.

YOLOOpenCVPythonEdge
Lesson

Labeling quality dominates model quality. A small, clean dataset beats a large noisy one.

Read how I built it
AI Academy
Company
Confidential

AI Academy

Internal learning platform with curated curriculum, labs and assessments for AI upskilling.

Next.jsSupabaseOpenAIMDX
Lesson

Adoption follows pedagogy, not features. Cohort cadence drove completion far more than UX polish.

Read how I built it
CRM Platform
Company
Confidential

CRM Platform

Lightweight relationship and pipeline platform tailored to a B2B sales motion.

ReactNode.jsPostgresTailwind
Lesson

Configurable pipelines > opinionated workflows when the buying process is non-linear.

Read how I built it
AI Agents & Automation Tools
Company
Confidential

AI Agents & Automation Tools

Agentic workflows for research, data enrichment and back-office automation.

LangGraphOpenAIPythonn8n
Lesson

Reliability comes from tools and guardrails, not bigger models. Start narrow, expand by evidence.

Read how I built it
Forecasting Prototypes
Company
Confidential

Forecasting Prototypes

Demand and inventory forecasting experiments combining classical and ML approaches.

PythonProphetXGBoostPower BI
Lesson

The hardest part of forecasting is the question, not the model. Decisions first, accuracy second.

Read how I built it
Power Platform Solutions
Company
Confidential

Power Platform Solutions

Low-code apps, flows and Dataverse models for rapid enterprise capability delivery.

Power AppsPower AutomateDataverse
Lesson

Governance beats velocity. ALM, environment strategy and DLP make or break the platform.

Read how I built it
Tools

Technology Stack

The platforms and languages I reach for when delivering.

AI & Automation
Generative AIComputer VisionWorkflow AutomationLLM Applications
Data & Analytics
SQLTableauPower BIMicrosoft Fabric
Power Platform
Power AppsPower AutomateDataverse
Development
PythonC++HTML/CSS/JavaScriptReactTanStack
Cloud & Infra
AzureAWS