AI & data transformation · Coaching

AI changes what organisations can do. People decide whether it matters.

I'm Amelia Peh. I work inside organisations to make GenAI and data transformation real, and I'm just as interested in what that asks of the humans in it.

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Work

Twelve years turning data and AI into decisions across tech, food delivery, and pharma. The pattern that holds: value comes from adoption, and adoption is human work.

Ways we can work together

AI & data leadership

I help organisations realise value from AI and data: strategy and roadmaps, Centres of Excellence, LLM and RAG delivery, and the unglamorous work of making adoption actually stick. Whether that means leading a function, advising one, or rolling up sleeves alongside it, the goal is the same: AI that earns its keep.

Full-time · Fractional · Consulting · Pro bono

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Coaching

I coach people through transitions into a new role, a new identity, a new season of life. Different thresholds, same work underneath: finding your purpose, reframing your mindset, and understanding the values you carry and why they matter.

1:1 · Weekly or fortnightly · Online or in Singapore

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Where I've worked
Grab · Singapore 2025–present

Market intelligence & strategic advisory

Market and competitive insights for senior leadership, including LLM-powered tooling that sharpened how the business sees its market.

Grab · Singapore 2023–2025

GenAI & data strategy — CFO org

Shaped a GenAI transformation roadmap and shipped the pilots that proved it, while leading a data team across three countries.

Grab · Singapore 2021–2023

Data governance & public data initiatives

Built a regional data team from zero, and with it governance frameworks, data partnerships, and a self-service analytics product.

Merck Sharp & Dohme (MSD) · Singapore & Seattle 2014–2021

Data science in pharma & manufacturing

From process engineer to data science. Forecasting, fraud detection, a U.S. patent on model monitoring, and a global health fellowship in Seattle.

Focus areas GenAI & AI strategy · Data transformation · Analytics · Insights · Data science · LLM & RAG delivery · Market & competitive intelligence
Education MBA, Quantic · MSc Business Analytics, NUS · BEng (Hons) Chemical Engineering, NUS
Credentials AI Governance Professional (IAPP), in progress · Co-Active coach in training (CTI) · Mental Health First-Aider · AWS & Azure certified
Patent U.S. application 20200364618: automated quality checks and drift detection for production ML models
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Writing

Long-form thinking on AI adoption, data, and the humans doing both.

Hello World

A career break, a blank page, and the obligatory first post — on why now, what this space is for, and why the early ones will read more like notes than theses.

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All writing →
03

Resources

Things I find myself recommending more than once.

AI & Data
  • One Useful Thing

    Ethan Mollick's field notes on working with AI. Rare writing that is both early and sensible.

  • Building Effective Agents

    Anthropic's quietly practical essay on agent design. I send it to every team that says the word "agentic".

  • The Rundown AI

    Daily AI news filtered for signal. How I keep up without doomscrolling.

Personal Development
  • Atomic Habits

    Small systems beat big resolutions. The book I have gifted most often.

  • Daring Greatly — Brené Brown

    Vulnerability as courage, not weakness. Required reading for anyone who leads, parents, or begins anything new.

  • Never Split the Difference

    Chris Voss on negotiation as empathy: tactical listening that works as well in a boardroom as in a hostage call.

Coaching
  • Co-Active Training Institute

    Where I'm training. The model holds people as naturally creative, resourceful and whole, which changes everything.

  • The Coaching Habit

    Michael Bungay Stanier's seven questions, which turned my managerial advice-giving into actual curiosity.

  • The Subtle Art of Not Giving a F*ck

    Mark Manson on choosing what to care about. Crude title, surprisingly careful thinking about values.

Podcasts I Follow
  • The Diary of a CEO

    Steven Bartlett's long-form interviews, with business as a window into how people actually work.

  • Who We Are with Rachel Lim

    Honest conversations about identity and becoming, from a founder who asks the questions that matter.

  • Humanising the Workplace

    On bringing whole humans to work. The quiet shift I want more leaders to take seriously.

04

About

Amelia Peh

I turn data into decisions, and decisions into change.

Twelve years across tech and pharma, most recently leading GenAI transformation and market intelligence at Grab, have taught me the hard part was never the data. Adoption runs on trust, incentives, and whether people can see themselves in the future you're describing.

So alongside the technical work, I train as a coach (Co-Active), hold a Mental Health First-Aider certification, and spend a lot of time thinking about how organisations grow the humans inside them. The throughline, at work and outside it: helping people and systems become what they're capable of.

Say hello

The next step is a conversation.

No forms, no funnels. Email me, tell me where you are and what you're wrestling with, and I'll reply.

AI & data work

Hiring, fractional, consulting, or a problem you suspect AI could solve.

Email about AI work →

Coaching

Growth, a change of identity, or a season that's ending. The first conversation and first session are free.

Email about coaching →

Everything else

Speaking, collaborations, or telling me what you'd add to the resources list.

Just say hello →