AI Transparency Notice
Last Updated: August 2026 • Document Reference: AI-2026-V2
1. Role & Capabilities of the Assistant
SchoolEasy incorporates an integrated artificial intelligence assistant engineered specifically to streamline institutional education management. The assistant functions as an operational copilot for authorized teachers, department heads, and school administrators, assisting with:
- Automating complex exam seating arrangements and room allocations.
- Analyzing classroom attendance patterns to detect dropout or absenteeism risks.
- Drafting institutional announcements, campus circulars, and syllabus outlines.
- Assisting administrators with structured bulk roster imports and spreadsheet validation.
- Providing quick queries for educators regarding class schedules and exam timetables.
2. Architectural Permission Parity
The single most critical safety mechanism of the SchoolEasy assistant is our Loopback Token Architecture:
When a user interacts with the AI assistant, every tool invocation is dispatched internally through a secure loopback listener carrying the user’s own authenticated JWT session token.
Every permission check, tenant ownership verification (`organizationId`), and hierarchy boundary (branch/class/batch restrictions) is strictly re-executed. Consequently:
- A student cannot prompt the AI to access other students’ marks or exam papers.
- A teacher cannot prompt the AI to retrieve another educator’s salary or payroll history.
- Users cannot view or alter data belonging to another campus or school.
3. Human-in-the-Loop Verification
To maintain absolute accountability, destructive or high-impact administrative actions proposed by the AI assistant are staged as proposed action previews:
- Creation of User Accounts: Bulk imports and account creation require administrator confirmation.
- Entering & Finalizing Exam Marks: Marks entries are previewed with before/after comparisons before changes are applied to student registers.
- Leave Approvals: Decisions regarding student and faculty leave require human verification.
- Deletions: All record deletions require manual human confirmation.
4. Inference & Data Flow
When an authorized user sends an operational query to the assistant:
- The assistant retrieves only the minimal data fields required to fulfill the specific query (utilizing strict field-projection allow-lists).
- Queries are transmitted over encrypted TLS connections to enterprise AI inference gateways.
- Inference is processed in-memory during active sessions. Student datasets are not sold, leased, or utilized for commercial ad profiling.
- Sensitive fields such as system credentials and salary data are systematically blocked by hardcoded forbidden-rule filters.
5. Institutional Governance & Controls
Subscribing educational institutions maintain complete administrative authority over AI feature deployment:
School Administrator Controls:
School leadership can configure AI availability for their campus, dictate whether automated execution assistance is permitted, and restrict assistant availability by institutional role.
6. Limitations & Verification Notice
While the assistant utilizes advanced contextual reasoning, artificial intelligence models can occasionally produce inaccurate interpretations or formatting discrepancies. Educators and administrators must always exercise professional oversight and review generated examination routines, notices, and mark calculations before finalizing them.
7. Contact Compliance & AI Safety Team
For technical inquiries regarding our AI guardrails, model architecture, or institutional controls:
Email: schooleasy.contact@gmail.com