Who does it: Roughly 10–12 lakh candidates register for UPSC Civil Services Prelims each year. Another 15–20 lakh appear across 20+ state PSCs. The median aspirant is 22–28, male, Hindi-speaking, often from a Tier 2 or Tier 3 city, and has attempted the exam at least once before.
The toolkit:
- Printed notes from coaching institutes (Vision IAS, Drishti IAS, KSG) or copied from seniors
- Telegram channels — free and paid, sharing daily current affairs, answer drafts, and topper strategy. Zero accountability
- WhatsApp groups — unmanaged, noisy, 100–300 members. A moderator (usually a senior student or coaching staff) copy-pastes test questions for "discussion"
- Google Sheets/Excel — coaching coordinators track student mock test scores manually. No automation. A data entry operator updates scores after each test
- Individual mentors — senior UPSC cleared candidates hired informally at ₹3,000–₹8,000 per month per student. No structured tracking
- Bicycle shops — small stationery shops in Patna, Lucknow, and Jaipur act as informal coordination hubs. They sell coaching materials, run WhatsApp groups, and arrange doubt-clearing sessions with recent toppers. Zero infrastructure, pure community
- Mentor time wasted on questions a chatbot could answer — current affairs queries like "what happened at the G20 summit in Brazil?" consume 30–40% of a mentor's paid hours. The answer is the same every time
- Test evaluation is manual and slow — a student's mains answer script takes 10–15 days to get evaluated because one mentor handles 50–80 students sequentially. By the time feedback arrives, the student has moved on
- Coaching institutes pay human operators to manage WhatsApp groups — a basic BPO task at ₹8,000–₹15,000 per month per institute, for copy-pasting content and removing spam. Pure overhead
- Current affairs preparation is a black hole — aspirants spend 3–4 hours daily on newspapers and notes. Most reading is inefficient because they cannot filter what is UPSC-relevant versus general knowledge. The filtering is done by the aspirant's own time, not by any system
- State PSC papers are not digitised — coaching institutes maintain handwritten or photocopied archives. A student preparing for UPPSC must physically travel to a bookshop for past year papers