About

From Engineer
to Product Leader

I spent 7 years building products before realising the hardest part isn't writing code — it's deciding what to build.

The Story

The Product–Engineering
Connection

I started as a software engineer who loved solving technical problems. Give me a spec, I'd build it. But I kept noticing a pattern: we'd ship features that nobody used.

The problem wasn't the code quality. It was that we were building the wrong things — features that sounded good in meetings but didn't solve real user problems.

That's when I made the shift to product. Today, I combine both worlds: I understand technical constraints and I obsess over user value. Now I help startups avoid the same mistakes.

Experience

Timeline

2017–2020

Software Engineer

Various Startups

Built full-stack applications with React, Node.js, and Python. Learned that code is easy—understanding user needs is hard.

2020–2022

Senior Engineer → Tech Lead

B2B SaaS Company

Led engineering teams, architected microservices, and discovered my passion for product thinking. Transitioned from "how to build it" to "what to build."

2022–2024

Product Manager

AI/ML Startup

Shipped AI-powered features that drove $5M+ in revenue. Learned to balance technical feasibility with business impact.

2024–Now

Independent Product Consultant

Fractional Product Leadership

Helping funded startups integrate AI, scale products, and build cultures of data-driven decision making.

Expertise

Skills &
Expertise

01

Product

  • Product Strategy & Roadmapping
  • AI/ML Product Development
  • SaaS Pricing & Packaging
  • Product Analytics & Metrics
  • A/B Testing & Experimentation
  • User Research & Interviews
02

Technical

  • System Architecture & APIs
  • Database Design & Optimization
  • Technical Spec Writing
  • LLM Integration (OpenAI, Anthropic)
  • Vector Databases & Embeddings
  • Python, JavaScript, SQL
03

Leadership

  • Cross-functional Team Leadership
  • Stakeholder Management
  • Engineering–Product Alignment
  • Workshop Facilitation
  • Product Process Design
  • Technical Mentorship

Principles

Product
Philosophy

01

Start with Why, Not What

I never build features just because stakeholders asked. Every product decision starts with: "What problem are we solving? How do we know it matters?"

02

Data Over Opinions

Gut feel is for dinner choices, not product decisions. I measure everything: user behavior, feature adoption, revenue impact. If we can't measure it, we shouldn't build it.

03

Simple > Clever

The best product solutions are often the simplest. I optimize for clarity and maintainability over complexity and "cool tech."

04

Ship Fast, Learn Faster

Perfect is the enemy of shipped. I believe in MVPs, A/B tests, and rapid iteration. The market teaches faster than internal debates.

Work Together

Let's build something
that lasts.

If you're a funded startup looking for strategic product guidance — not just execution — let's talk.