AI product manager who ships end to end

I build AI-first products from user discovery to production, with enough engineering depth to close the loop on data, quality, and reliability. Based in Singapore.

  • Founding PM at Voltade building Envoy (chat-based CRM) and customisable "Digital Brain" ERP systems.
  • Ex-backend engineer, comfortable with TypeScript, Postgres, and cloud-native stacks.
  • Founder experience: 0 to 1, sales, ops, and iteration cadence.

Projects View ProjectsAbout Read About MeEmail Me

What I Do

Three pillars that define how I work.

AI product strategy that cashes out in shipped workflows

North Star metrics, evaluation plans, and clear product bets that reduce ambiguity for engineering and stakeholders.

Quality and reliability as product features

Instrumentation, failure modes, user-facing guardrails, and operational playbooks so the product holds up in real usage.

Systems thinking for messy domains

I map workflows, constraints, and incentives, then build software that makes the work faster, safer, and easier to audit.

Blog

Writing on AI products, systems design, and lessons from building.
My First Post
Placeholder Blog Post

Notes

Shorter observations and work-in-progress thinking.
Placeholder Note

Deep Dives

Long-form explorations of specific domains and technical concepts.

Projects

Products and tools I've built or contributed to.