Founder & Product Lead

Built under Real Constraints

I build products for the moment users don’t feel like doing the thing they know they should do. The work is designing small, reliable loops that reduce friction, clarify the next step, and keep progress moving even when attention is low and stakes feel high.

Think back to being ten, sitting an exam that feels like it decides your future.
You can be capable and trying, and still freeze when the clock starts. This is the reality for ~100,000 students in the UK every year.

Shipped interventions

Three product patterns and what I built to shift them

What I look for: where people disengage, where stakeholders start guessing, and where teams lack signal

UsersBEHAVIOUR

Friction turns into drop-off

When the next step feels hard, people do not fail. They disengage. They skip, rush, or stop showing up.

Built: Short, repeatable loops that make the next step obvious and give fast feedback, so momentum survives real conditions.

StakeholdersWORKFLOW

Invisible workflows create admin work

When progress is not visible, stakeholders start coordinating manually. Reminders, follow-ups, and back-and-forth become the product.

Built: Visibility and accountability loops so what is next is clear without chasing, and trust does not degrade into nagging.

TeamsSIGNAL

Decisions need signal, not noise

If you only see outcomes, you cannot diagnose why they are happening. Interventions become late, generic, or wrong.

Built: Lightweight checkpoints that surface leading indicators like effort, errors, and confidence dips without heavy overhead.

My North Star

Don’t overwhelm the user. Support the system around them.

People do not need extra options. They need a calmer path forward. I keep the next step clear, reduce friction, and support the workflow around the user so progress is repeatable.

Design for PressureWhen time is tight, design for recovery. Make it easy to continue after a mistake, not just easy to start.
Make Signal VisibleSurface the few signals that change decisions early. Do not bury them in metrics that nobody uses.
Ship small and iterateStart with the smallest build that shifts behaviour. Learn fast, then expand when the evidence is there.

Testimonials

A few short quotes from parents. I keep them here because they reflect the outcomes the system was designed to create: calmer practice, clearer routines, and fewer battles.

My son had his tutoring with Exam Bytes. Keerthikan was so amazing. My son secured an academic scholarship at a prestigious independent school.

Patricia Adjei, Parent

What I want next