Product Manager

How I think
about products.

Not a highlight reel. A collection of real product problems, the trade-offs behind the decisions, and the thinking that moved them forward.

My Approach to Product

I believe good product management sits at the intersection of curiosity, clarity, and execution.

Understanding what people actually need. Questioning assumptions before jumping to solutions. Using data without losing sight of human behaviour. And turning ambiguity into decisions that move products forward.

Case Studies

More problems I've worked through

Shorter, focused deep-dives — each one a real product problem, worked from question to solution. Filter by the kind of thinking involved.

Personalized Learning System

What happens when personalization outpaces trust?

Ed-tech recommendation systems promise better learning, but the more they know about a learner, the more they risk overstepping. I explored what a system looks like when personalization and privacy are designed together, not traded off.

Problem Definition → Strategy → Solution Design

Product Design AI & Systems
Explore Case Study

Zomato — Tier-1 Cities

How do you grow in a city where growth has already flattened?

Zomato's Tier-1 growth was plateauing on two fronts — engagement and delivery reliability — with no shared framework connecting the two. I built one.

Research → Strategy → Validation

Growth Strategy
Explore Case Study

VitaFit

Can accountability turn a solo habit into a shared one?

Most fitness apps lose people within a few weeks once the novelty fades. I explored whether gamification and community could meaningfully change that curve.

Research → Problem Definition → Solution Design

Growth Product Design
Explore Case Study

Plan-It-Ease

What if planning dinner took less time than deciding what to eat?

Meal planning tools often add more decisions than they remove. I designed and prototyped a faster path from "what's for dinner" to an actual plan — for three very different kinds of busy.

Research → Solution Design → Validation

Product Design Discovery
View Prototype Read the deck

Uber Reserve

Why don't people book the ride they'll need in three hours?

Uber Reserve solves a real problem, but adoption lagged anyway. I traced the gap to trust and cognitive load rather than awareness, and designed around it.

Research → Problem Definition → Strategy

Strategy Discovery
Explore Case Study

Zepto — Subscriptions

What's actually worth building for people who already buy the essentials?

Not every subscription feature deserves a place on the roadmap. I used research and structured prioritization to separate the ones that do from the ones that just sound good.

Research → Strategy

Strategy Discovery
Explore Case Study

Zepto — Printing

Does convenience have a ceiling?

Ten-minute grocery delivery is one thing — does the same model hold for something like printing? I explored what would need to be true first.

Research → Strategy → Validation

Discovery Strategy
Explore Case Study

Twitter/X — Growth Loops

Which loop is actually driving growth?

Growth loops compound, but only if you know which one to invest in. I mapped the existing loops and picked one worth strengthening.

Research → Strategy → Solution Design

Growth Strategy
Explore Case Study

These are independent product explorations. Company names refer to the subject explored, not client or employer engagements.

Process

How I Think Through a Product Problem

01

Start With Why

Before discussing features, understand the underlying problem and the behaviour behind it.

02

Find the Signal

Research, customer conversations, data, and competitive insights each reveal different parts of the story.

03

Explore Before Committing

The first solution is rarely the best one. Explore alternatives before narrowing down.

04

Prioritise Ruthlessly

Not everything deserves to be built. Focus on what creates meaningful value for users and the business.

05

Ship, Learn, Repeat

Every product decision is a hypothesis. The real learning continues after execution.

Frameworks I Think With

The recurring frameworks, grouped by what they're for

Understanding Problems

  • User Interviews
  • Jobs-to-be-Done
  • Personas
  • Competitive Research

Making Decisions

  • RICE
  • Prioritization
  • OKRs
  • First Principles

Driving Growth

  • Funnels
  • Cohorts
  • Experiments
  • A/B Testing

Building Products

  • PRDs
  • Roadmaps
  • Go-to-Market
  • Prototypes

Let's build what's next.

Every great product starts with a question worth exploring and a problem worth solving. I'm always interested in the next one.