Organization Admin Console
rolling outCentral dashboard for org owners and admins: manage seats, AI credit pool, members (students and teachers), academic terms, departments/cohorts, and billing. Includes an onboarding checklist and audit log.
- ›Member table: search by roll number, email, or name; change roles; suspend/remove
- ›CSV bulk import with dry-run preview: create or link members with auto-detected conflicts
- ›Org-assigned display names, roll numbers (students), and staff IDs (teachers)
- ›Org timezone: all due dates and test windows computed in the org's local timezone
- ›Grade schemes: percentage, letter + GPA bands, or custom pass marks
Classes & Classwork
rolling outTeachers create and manage classes with full roster control. Works for both fixed classroom (school sections) and flexible course registration (FFCS/university-style).
- ›Fixed-classroom model: admin creates cohorts (e.g., "Grade 8-A"), teacher attaches cohort → roster auto-syncs
- ›FFCS model: per-student enrollment via CSV import, join code, or direct teacher-add; capacity limits
- ›Class stream: announcements, activity, moderated comments
- ›Classwork: materials (files, links, videos), assignments, and tests all in one place
- ›Co-teachers: multiple teachers can share a class
Courses & Live AI Learning (Org)
rolling outTeachers design courses in the institutional interface. Students learn via the live AI teaching engine — all AI usage is metered to the organization's AI pool, not student personal accounts.
- ›Teacher course designer built on the same engine as the B2C product
- ›Attach course documents (RAG chunks) for grounded teaching
- ›Assign courses to classes with configurable visibility windows
- ›AI engine accessible to students 24/7 within their org context
Assignments & Submissions
rolling outTeachers publish assignments with attachments, due dates, and rubrics. Students submit online. Teachers grade with AI draft feedback — always reviewed and approved before students see results.
- ›Assignment lifecycle: draft → publish → submit → grade → return
- ›Rubric grading: define criteria and scoring levels per assignment
- ›AI draft feedback: AI suggests a score and rubric-anchored comment; teacher must approve before publishing
- ›Late policy, resubmission, and file/text submissions supported
- ›Automated reminders: T-24h and T-1h before due date
Exam Engine
rolling outFull exam authoring, scheduling, and auto-grading with AI assist. Question creation, scheduled windows, per-student time limits, light proctoring, and an AI draft grading system for subjective answers.
- ›Question types: MCQ (single/multi), true/false, short answer, long answer, fill-in-the-blank
- ›AI question generation from the class's course documents (flagged as AI-generated; teacher reviews)
- ›Paste-import: paste questions from Word/PDF → AI parses to structured format
- ›Scheduled window: questions only sent when the exam is live; clock computed server-side
- ›Light proctoring: fullscreen, tab-switch, and paste events logged; configurable flag threshold
- ›AI draft grading for subjective answers: teacher reviews and approves before returning to students
Gradebook, Analytics & Calendar
rolling outUnified gradebook across assignments and tests. Class analytics, at-risk detection, and a calendar view for students and teachers.
- ›Per-class gradebook: all assignments + tests + manual entries in one view
- ›Grade schemes applied per class or org
- ›Teacher analytics: score distribution, per-question difficulty, at-risk student list
- ›AI weekly class insights: weakest concepts, at-risk students, suggested remediation
- ›Calendar view: due dates + test windows + course visibility for both students and teachers
- ›CSV export for all gradebook data
Identity, Billing & Data Hosting
rolling outSeparate identity realm for institution admins. Org data is region-pinned at creation. Flexible deployment: cloud, self-hosted VM, or campus self-host under institution's own domain.
- ›Institution admin login is separate from personal B2C login (same email, distinct credentials)
- ›Org data region-pinned at creation — never migrates; currently Mumbai (GCP)
- ›Org students use the org's AI pool, not their personal accounts
- ›Deployment portable: cloud (GCP), VM (docker-compose), or campus self-host via env config only
- ›Storage: GCS (cloud) or MinIO (self-host) switchable by env config