"I didn't realise CS isn't always the answer."

The starting point

Aarav had hit JEE Mains 87.6 percentile — solid, but below the cutoff for IIT CSE and for the top NIT CSE branches. His family wanted him to drop a year and re-attempt. The financial cost (₹2L/year more coaching + opportunity cost of a year) was real for an EWS-adjacent household.

At the same time he had quietly been reading about the new "specialised AI" branches — Mech-AI, Civil-AI — that NITs had been opening since 2023. Nobody in his family had any data to assess these vs. plain CS.

What the agent did

Session 1. The Admission Advisor took his profile and JoSAA closing-rank history. With 87.6, he was very likely to clear NIT Patna for non-CS branches — specifically Mech-AI (which had a 2025 closing rank of ~62K AIR for general category), Civil-AI (closing ~78K), and plain Mechanical (closing ~52K).

Session 2 — ROI walk. The Career Pathway Predictor ran a 5-year salary trajectory comparison across 14 branch + college combinations he had any reasonable shot at. The interesting result: Mech-AI at NIT Patna had a projected 5-year ROI that beat plain Computer Science at most tier-3 private engineering colleges he could otherwise reach.

The reasoning the agent surfaced: the AI-augmented mechanical engineering job market in India was growing 22-30% YoY (2023-2025 Naukri data), salaries had a 1.4x higher ceiling than plain mechanical, and the supply of graduates was much thinner than CS. Plain CS at a private tier-3 college had a saturated job market and median placements that were not much better than mechanical at a tier-2 institution.

Session 3 — with his father. The agent walked the father through the data in Hindi. His father is a senior clerk at a Bihar government department; not a tech man, but he reads numbers carefully when they're presented clearly. After 35 minutes he was on board with Mech-AI as a primary choice.

Session 4 — scholarship. The Scholarship Match Engine surfaced Bihar State EWS Fee Waiver + NIT Patna scholar fund. Total fee burden in year 1 reduced by ~70%.

The outcome

NIT Patna, B.Tech Mechanical Engineering with AI specialisation, admit confirmed July 2026. EWS + state fee waiver covers ~70% of tuition. Aarav is in the cohort that opens NIT Patna's new AI-in-Engineering teaching track. He's the first engineer in his family.

In his words

"I scored 78% in CBSE 12th but I had no idea which engineering branch would actually pay me back in 5 years. NIGOC ran the ROI numbers across 14 colleges I could realistically get into — in Hindi, on WhatsApp."

What we learned

Indian students chase the brand-name branch they've heard of (CS, mechanical, civil). They rarely chase the niche branch with the better job market. Career Pathway Predictor's job, in a country where the labour market is moving faster than the family advice network can update, is to surface the niche option with the data to back it.