Marg AI provides educational career guidance. Marg AI's results set your own answers side by side, to show what you told us about yourself relative to your own other answers; they are not a comparison with other people and they do not rank you against anyone else. The four areas Marg AI reports on, and the scales behind them, are Marg AI's own, developed by [LEGAL_ENTITY_NAME].
Marg AI is not a psychological, psychiatric or medical diagnosis or assessment, and it is not a clinical instrument. We do not describe Marg AI's scales as validated, standardised, normed or psychometric, and nothing in Marg AI should be read as making any of those claims. Marg AI is not a prediction or guarantee of your aptitude, or of admission, employment, income or any other outcome, and it is not a substitute for advice from a qualified counsellor, doctor or teacher. Marg AI's scales are not derived from, equivalent to, or compatible with any third-party personality framework or instrument. Career suggestions shown as Provisional are provisional and may change.
Scores are shown as bands, not marks out of a total. Career suggestions marked Provisional are provisional and may change. The report is a starting point for a conversation with a teacher, counsellor or parent, not a final answer.
LAWYER-CONFIRM: whether marking a career suggestion as "Provisional" is sufficient notice that it may change, or whether a fuller qualification is needed next to the suggestion itself.
This career information includes information from O*NET OnLine by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 licence. O*NET(R) is a trademark of USDOL/ETA.
Beyond that attribution, we make no other claim about the career catalogue.
LAWYER-CONFIRM: where the O*NET attribution must be placed to satisfy the CC BY 4.0 licence — whether it is enough to carry it in this document, or whether it must also appear on every screen and in every report that shows O*NET-derived career information.
The following is pre-approved short text that ticket 2026-09-16-016 may reuse near the results screen.
Marg AI gives educational career guidance, not a psychological diagnosis. Your results set your own answers side by side; they are not a ranking against other people, and the scales are Marg AI's own. Nothing here guarantees an aptitude, an admission, a job or an income.