MVP in progress

Placement infrastructure for colleges that need signal, not spreadsheets.

One role-aware web application for students, college admins, and platform operators. Aptitude practice, live AI interviews, readiness trends, and tenant-safe analytics all live in the same system.

Phase 1 operating model

B2B-first tenancy, Clerk auth, built-in aptitude content, role-based interview rubrics, and platform-wide usage oversight.

Students

Practice assigned tests, launch interviews, and review transcript-backed recommendations.

College admins

Invite students, assign tests, inspect reports, and isolate struggling cohorts quickly.

Platform admins

Manage colleges, bulk import, and monitor platform health without cross-tenant data leakage.

Tenant-safe student readiness

College placement cells get cohort-level visibility without losing student-level drill-down.

Timed aptitude practice

Built-in banks cover company-type and skill-type prep, with assignment and weakness tracking.

Live AI mock interviews

Voice-only interviews run through LiveKit and score against role-specific rubrics for actual hiring lanes.

Analytics that reach action

Readiness trends, transcript inspection, and flagged students give admins an operational dashboard instead of vanity charts.