Senior Manager & AI Transformation Leader

A decade+ in Quality Engineering, Test Automation, and now leading AI transformation for engineering teams. I believe the future of QE is autonomous, intelligent, and fast.

InnovateBits started as a personal knowledge base and has evolved into a platform for sharing practical guides on QE, automation frameworks, Generative AI, and Agentic AI. Everything here is battle-tested from real projects.

IB

InnovateBits

@codewithmmak

QE Expert
AI Leader

What I believe in

Quality First

Quality is not a phase — it's a mindset that every engineer must embrace from day one.

AI as Amplifier

AI doesn't replace quality engineers — it gives them superpowers to do 10x more.

Learning in Public

Everything I discover gets documented here. Real learnings from real engineering challenges.

Practical over Theoretical

Code that runs, strategies that ship. No fluff — only what works in production.

Career timeline

Now

AI Transformation Leader

Helping engineering teams adopt GenAI and Agentic AI into quality engineering workflows.

2020–

Senior Manager, Engineering

Led QE and automation teams, scaled testing infrastructure, and drove quality culture across organizations.

2016–

Lead Test Automation Engineer

Built enterprise automation frameworks with Selenium, Appium, and REST Assured at scale.

2012–

Software Quality Engineer

Started the journey in software testing — manual, exploratory, and early automation.

Let's build something great

Whether it's a QE transformation, automation framework, or an AI pilot — I'd love to collaborate.

Get in touch