A map of value capture paths
click the pins to explore
I build GenAI products
from pilot to adoption.
AI Product Manager focused on turning ambiguous business problems into shipped GenAI workflows, adoption roadmaps, governance models, and value-capture mechanisms across global and regulated environments.
Global AI product strategy · 10+ GenAI use cases · Multi-market adoption · Enterprise workflows · Governance, adoption, and value capture
now mapping product strategy, adoption, value capture
Experience ledger
LinkedIn profileThe Heineken Company
Global Senior Product Manager
Leads global AI product strategy, value capture, governance, and multi-market adoption across commerce, operations, customer service, and field execution.Monetary Authority of Singapore
GenAI Product Manager
Scaled enterprise GenAI capabilities through RAG, data pipelines, UX loops, A/B testing, phased rollout, and adoption measurement.Government Data Office, SNDGO
Senior Manager
Partnered with agencies on data governance, infrastructure, digital maturity, KPI design, and Whole-of-Government transformation programs.Accenture Singapore
Management Consultant, Strategy & Consulting
Led transformation work across process automation, reporting standardization, stakeholder engagement, and multi-region change adoption.Cognizant Technology Solution Singapore
Consulting Analyst
Built the foundation: requirements, process redesign, training rollout, data analysis, and banking transformation delivery.Selected impact
Heineken / Global Product
Global GenAI Product Strategy
Leading GenAI product strategy across commerce, operations, customer service, and field execution, aligning global priorities with local market adoption.Advises senior stakeholders on AI prioritization, value capture, product governance, and responsible deployment across global teams.
MAS / GenAI Product
Scaling GenAI From MVP to Adoption
Owned roadmap evolution from task-based GenAI tooling toward agentic workflows, supporting 10+ use cases and enterprise adoption planning.Brought product discovery, experimentation, data pipelines, UX loops, and adoption measurement into the scale-up path.
Government + Consulting
Data Strategy and Transformation
Led data strategy, governance, and transformation initiatives across Whole-of-Government agencies and financial-services programs.Built roadmaps, KPIs, change programs, and operating models to improve digital maturity, reporting quality, and process automation.
How I think about AI product
The questions I use to separate useful AI products from impressive demos.