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Case Study · AI Study Planner

RankMentor: an AI study planner that adapts to you.

The UPSC syllabus is huge, and a fixed timetable rarely survives real life. We built RankMentor to fix that. It breaks the syllabus into small micro-topics and builds a personal schedule that reshapes itself around how a student actually performs — not a plan on paper that ignores how the week really went.

RankMentor AI study planner dashboard for UPSC aspirants
Our role
A Scorpyns venture
Sector
EdTech / exam prep
What we did
Product, AI, design & engineering
Live at
The challenge

A vast syllabus, and a plan that never holds.

UPSC is one of the hardest exams in the country. The syllabus is enormous, it spreads across many subjects, and it takes months of steady work. For a new aspirant, just looking at all of it can feel like standing at the bottom of a mountain with no clear path up.

Most students try to cope with a timetable. But a generic timetable is the same for everyone, and no two students are the same. One person flies through history and struggles with economy. Another is the other way around. A plan that treats them as identical wastes time on what they already know and skips past what they need most.

Worse, a fixed timetable breaks the moment life gets in the way. Miss a few days for an illness, a family event or just a hard week, and the whole plan falls apart. The student feels behind, then guilty, then loses motivation. Many give up not because the work is too hard, but because the plan never fit them in the first place.

So the real problem was never a lack of study material. There is plenty of that. The problem was structure — a way to turn a mountain of content into a plan that a single person could follow, week after week, without burning out or losing their way.

What we built

A planner that studies the student.

— 01

Micro-topic breakdown

The huge syllabus is split into small, clear micro-topics. Each one is a short, doable task, so the mountain turns into steps a student can actually climb.

— 02

Personalised schedule

Every student gets their own plan, built around their subjects, their pace and their goals — not a one-size-fits-all timetable handed to everyone.

— 03

Adaptive engine

The engine reschedules around how a student really performs. Fall behind or race ahead, and the plan quietly rebuilds itself instead of breaking.

— 04

Progress analytics

Clear views of what is done, what is weak and what is next — so a student always knows where they stand and where to push.

How we approached it

Start with the student, not the software.

We did not begin with features. We began with the aspirant. What does a real UPSC day look like? Where do plans break? Why do motivated people quit? The answers pointed us straight at the adaptive engine — the part that treats a schedule as something living, not something fixed.

Getting that engine right was the hard part. A plan that reshapes itself has to stay believable. Push too hard and it burns the student out. Go too easy and the syllabus never gets covered in time. So we tuned it to reschedule the way a good mentor would — firm, but realistic about how a week actually goes.

We also kept the surface simple. Behind the scenes the logic is doing a lot, but the student should just see a clear plan for today and honest progress over time. Every extra button or number that did not help someone study, we left out. The goal was calm, not clutter.

And we built it to work wherever a student is. Web for the long sessions at a desk, mobile for revising a micro-topic on a bus or in a queue — with progress kept in sync across both. Because Scorpyns builds and runs RankMentor as its own venture, we keep improving it with real use. This is not a project we handed off and forgot.

The outcome

A plan that bends instead of breaking.

RankMentor turns a scary syllabus into a path a student can follow. Instead of staring at everything at once, an aspirant opens the app and sees a short, clear list for today. That small shift — from overwhelm to one next step — is the whole point.

Because the plan adapts, a bad week no longer wrecks the whole preparation. The schedule simply reshapes and moves on, which keeps students in the game long enough to build the steady habit that this exam really rewards.

It is a real, working product — live on web and mobile, built and run by our team. That is the kind of software we build for our own ventures, and the kind we build for clients.

Under the hood

Built on solid, modern tech.

ReactNode.jsPostgreSQLAI / Adaptive EngineSchedulingProgress AnalyticsMobile AppCloudflare
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