AI has made the future of work genuinely uncertain, and college marketing has never sounded more sure of itself. Fineprint uses AI, market research, and crowdsourced insight to put live evidence behind every counselling conversation.
An ABCD (Atlas of Behavior Change) initiative · Funded only by the buyer side

AI has brought deep uncertainty to the career landscape, yet students still take high-stakes decisions that cost lakhs in money and years in time. Most rely on their school counsellor, and many have no other trusted channel at all.
The OECD, IMF, McKinsey, and Goldman Sachs disagree by a factor of three on how many jobs AI will change. Advice built on how the last twenty years worked is a bet that the next twenty will look the same.
A wrong call wastes years of a student's life and crores of family money, and the households least able to absorb the loss carry the most of it. When the bet fails, investment in girls is withdrawn first.
They face the same AI-induced uncertainty, savvy marketing in college brochures and media campaigns, and their own inertia and biases, with no research infrastructure behind them.
Left unaided, this is a structural risk to every Class 10-12 cohort in the country.
Pre-analysed intelligence on hundreds of institutions, current labour-market evidence rendered as honest ranges, and guidance tools built on published behavioural science. Counsellors stop defending a memory of the market and start sharing a live, sourced view of it.


The analysis takes each counsellor's own biases and tendencies into account, so the flags that matter most for them are the ones they see first.

Comments and perspectives from other counsellors and students with first-hand experience of a specific field or college, alongside the evidence.

A fifteen-minute monthly read tracking key AI and labour-market developments, and their implications for the counselling desk.
Other counselling platforms earn lead-generation and marketing revenue from the very institutions they describe. We are funded only by schools, states, and philanthropies. Our candour is our revenue.
A sophisticated AI engine that grades marketing claims against verifiable public records (NIRF, AISHE, UGC) and names every persuasion pattern with an auditable citation to the published literature.
Built by ABCD, the Atlas of Behavior Change. We optimise for how counsellors and students actually reason and decide, using the same behavioural science the sellers use.
We are looking to partner with State Education Departments, private school chains, and education-focused foundations. A one-term pilot, measured against success criteria agreed up front, is the low-risk way to test Fineprint in your context.
District-level pilots co-designed with your department. Counsellor training doubles as certified professional development aligned with NEP 2020's guidance mandate.
Two to five counsellors, one Class 11-12 cohort, one admissions season. Leadership receives a cohort decision-quality report at term end.
Co-designed deployment through existing counselling and fellow programmes, with equity outcomes built into the shared measurement plan.