Stuck? We help you get unstuck — not finish for you.
The Progress Coach is scoped to the candidate's current milestone only. It reads the brief, the playbook context, and the candidate's last attempt, and returns the smallest useful nudge — a question, a link to a micro-tutorial, a hint at what's missing. It does not do the work. By design.
API endpoint
GET /api/milestones/{id}/tutorialModel routing
In-house specialized inference
Cost envelope
~₹0 per hint
The "nudge, not answer" principle
Every coach interaction is logged against the milestone with the hint given. When the candidate submits, the evaluator sees the coach history — not to penalise asking for help, but to contextualise the work. A submission with 20 coach nudges and a 72 score tells a different learning story than a submission with 0 nudges and a 72 score.
Abuse guard: if more than 40% of the final submission text overlaps with coach output, the integrity scorer flags. You earn the score by doing the thinking, not by copy-pasting the help.