Session 01 · 15 Nov ₹199 session · 15 Nov A 90 minutes AI session, ₹199 — open to anyone Starts in 15 Nov Join the session →

The institute where faculty got their weekends back

The teaching hours are not the problem. It is everything around them — setting papers, marking them, rewriting notes, and typing the same student details into four different registers.

Archetype
NEET / JEE coaching institute with two centres in Udaipur
Scale
18 staff · ~900 students · peak season Feb–Jun
Run cost
₹2,000 – ₹4,500/mo
Payback
3–6 weeks
This is a playbook, not a client claim.

Built from the workload problems coaching institutes told us they actually have — evaluation, paper drafting, time consumed, duplicate data entry and notes updating — plus task timings measured in our own sessions and published tool pricing. Every figure below is an estimate and is labelled as one. Why we publish it this way→

The problem

Ask anyone at a coaching institute where their week goes and they will say teaching. Look at the week properly and teaching is the part that was never the problem. The load is everything wrapped around it: drafting the next test paper, marking the last one, writing notes, rewriting those notes when the syllabus shifts, and entering the same student twice because the admission register and the batch sheet do not speak to each other.

Evaluation is the heaviest single block. A faculty member with 120 answer sheets in front of them loses a weekend, and the part that actually helps a student — why this answer lost four marks and what to do differently — is the first thing dropped when the pile is that tall. Students get a number and no reason for it.

What changed

The numbers that moved.

All figures modelled — see the note above.

Faculty hours on objective marking
16 h/wk 3 h/wk
Estimated; checking flagged items only
Time to draft a full test paper
3–4 hours 30–40 min
Including the teacher's own review
Students getting written feedback
Top batch only Every student
Teacher-reviewed before it goes out
What we refuse

The list we will not build.

Most people selling AI leave this part out. It is the part that decides whether the whole thing survives its first year.

Final marks on long subjective answers

Partial credit is a judgement about what a student understood, not a string match. A wrong mark is discovered on results day, when it is far too late to fix. Teachers mark these; AI does not touch them.

Scholarship and borderline promotion decisions

Low volume, high consequence, and a wrong call changes a child's year. There is no efficiency argument strong enough here.

Session 01 · AI, from zero · Sunday 15 November 2026

The next session is 15 Nov

Ninety minutes, live. You bring one job you repeat; you leave with a ranked shortlist.