建立統一的考試備考與學生學習平台：完整願景

By Sharvin Hariharan · First published October 2026 · Pre-launch

Why I'm writing this down

I'm building an education technology startup. It hasn't launched and doesn't have a final name yet, so here I'll call it the education platform. I'm writing this to set out, publicly and in one place, what I'm building, why, and how I think about it. It's a record of the vision as it stands today, and I'll keep building on it.

To be clear about the stage: the product is being built locally on my Mac. Everything below describes what I'm working toward. Some foundations exist, most of it is still planned, and none of it has been launched or tested with real students.

The problem: preparation is fragmented

Students rarely prepare for just one exam. Over their school years and beyond, they move through school and board exams, olympiads, national and international competitive exams, competency-based assessments, entrance exams for higher education, and specialised exams in areas like management and design. Often they're preparing for several at once.

Each exam brings its own syllabus, pattern, resources and timeline. The result is preparation spread across separate places: PDFs, coaching notes, previous-year papers, timetables, mock test scores and memory. Nothing ties them together.

That makes the most important questions hard to answer:

• Which exams are actually relevant to me, and when are they?
• What do I need to study for each one?
• What have I already mastered?
• Where am I struggling?
• How is my performance changing over time?
• What should I focus on next?

A student without clear answers to these isn't short of effort. They're short of visibility. The platform is built around that idea.

The vision

The education platform aims to turn preparation from a scattered set of resources and disconnected activities into one organised, personalised and measurable experience. A student should be able to discover the exams that matter to them, organise their preparation, understand their own progress and make better decisions about how they study.

It isn't meant to be a list of exams or another pile of study material. It's meant to be the place where a student's preparation, across every exam they're working toward, makes sense as a whole.

Exam coverage: built to grow

The platform is designed to support an open-ended and growing range of exams, not a fixed list. The categories I'm planning for include:

• School and board exams
• Olympiads
• National and international competitive exams
• Competency-based exams
• Entrance exams for higher education
• Specialised exams, including management and design entrances

Exams like CBSE boards, CAT and NIFT came up during planning as examples, but they're only examples. The structure is meant to take in new exams and new categories as the platform grows.

Planned capabilities

1. Exam discovery and organisation

• A structured inventory of exams across categories
• Exam-specific subjects, broken down into relevant topics
• Learning resources organised by exam, subject and topic
• Support for each exam's own requirements, structure and pattern

2. Personalised student dashboards

• An individual dashboard for every student
• Study plans and daily checklists
• A view of the exams currently being prepared for and progress on each
• Study streaks and time tracking
• Academic performance summaries
• Subject mastery indicators
• Backlogs and unfinished study tasks, so nothing quietly slips away

3. Learning analytics

• Tracking performance over time
• Understanding strengths and weaknesses at the subject level
• Spotting patterns in study habits
• Following progress across tests and exams
• Helping students see where their effort will matter most

4. Study resources

• Relevant official exam materials
• Sample papers and previous-year papers where available
• Reference materials
• A clear subject and topic structure, so resources are easy to find in context

5. AI-assisted learning insights

Over the long term, I want to use a student's own data, together with AI, to give useful study insights that help them make better-informed choices about their preparation.

Further out, there's a research direction: analysing historical exam papers to understand patterns in how questions are spread across topics and how coverage shifts over time. I want to be careful here. This is not, and won't be presented as, a system that predicts exam questions. Any predictive feature will have to be built, tested and validated before I make any claim about how accurate it is.

How the pieces connect

These aren't separate features. Exam discovery decides what a student is preparing for. The topic structure and resources decide what they study. The dashboard and checklists organise how they study day to day. The analytics show how it's going. The AI insights, in time, help decide what comes next. The value is in the connected loop, from the exam to the plan to the work to the measurement to the adjustment.

Where things stand today

I'm building the product locally on my Mac using Next.js, React, TypeScript, Tailwind CSS and Supabase. The work so far covers authentication, session handling, database foundations and early dashboard development.

There's still a lot to do: development, testing, design work and integration. The product isn't production-ready or publicly available, and it has no users yet. I'll share real milestones as they happen.

The principles I'm building on

• Visibility over volume. Students don't need more material. They need to see their own preparation clearly.
• Honesty about the data. Insights should be grounded in a student's real activity and performance, and limits should be stated plainly.
• No false promises. No guaranteed predictions and no inflated claims about outcomes.
• Built to grow. New exams, categories and capabilities should fit in without redesigning everything.
• Reliability first. A tool that tracks someone's progress has to be trustworthy before it can be impressive.

What I'm not claiming

I'm not claiming to revolutionise education, replace schools or teachers, or solve every problem students face. The goal is narrower and, I think, more useful: help students prepare more strategically by giving them a clear, connected view of their preparation.

What's next

I'll keep building, keep testing and keep writing about the decisions along the way, including what I choose not to build yet. I'm also open to talking with people who care about this problem, including potential collaborators and a technical co-founder.

If you're a student, teacher or developer and this problem feels familiar, I'd like to hear from you.

Sharvin Hariharan, founder of an education platform in development, India