We believe transparency matters more than promises. Here is an honest picture of where the product is. It is live in production on Google Cloud; we are inviting Vietnamese universities to be the first pilot partners (no pilots have started yet).
Lecturers set their own expertise + critique criteria; the AI critiques against them and powers supervisor–student matching.
Assignment, tasks, versioned submissions, three-decision review, rubric, inline PDF review + diff.
Pre-check, feedback suggest, 3-level critique incl. defense simulation, paper search, writing, citations.
Publish, browse and apply reusable roadmap templates; reuse your best comments.
Real-time 1-1 chat, one-click Jitsi video call, two-way Google Calendar sync.
Control the AI budget at system, faculty and user level.
Terms, assignment, defence councils, student groups + co-supervisors, risk scoring, reports.
User management, per-tenant SSO (OIDC), encrypted secrets, audit log, GDPR export.
The entire interface supports two languages.
Defense-level AI critique ships today (committee-style questions); a multi-persona interactive mock defense is being built.
Moodle sync ships today; the Canvas connector is in progress.
Deadline reminders via device push (late 2026). Email notifications already shipped.
Real-time notifications and task-assignment updates across all roles (today only 1-1 chat is real-time).
Routing across more than one AI provider (currently Google Vertex AI only).
Our longer-term vision: open lecturer/group registration where lecturers scale their own AI mentor and earn a share.
Timelines are estimates and may change. Items in the “Planned” column are not yet available.