✦ LIA · Learnsquare Intelligent Analyst

The assistant across every AICAS module.

LIA is a permission-aware conversational layer that sits across every module of AICAS — Academics, Admissions, Finance, Exams, Hostel and more — so the system can be used the way people actually think: by asking.

ONE ASSISTANT, FOUR WAYS TO WORK

Adapts to whoever logs in.

A Learning Assistant for students, a Teaching Assistant for faculty, Smart Analysis for the Principal, and Workflow Agents for the Master admin — one LIA, scoped to each login.

CHAT

Ask it like a colleague.

Type a question about fees, attendance, results or admissions — the answer comes from live records, scoped to what the logged-in person is allowed to see.

💬  Show me students below 75% attendance in Civil.
SMART ANALYSIS

One click. Instant analysis.

Embedded on every results screen — the takeaway arrives in place: averages, outliers, and what to do next.

Data Structures — Mid-Sem II
CSE-A · Semester 5 · 62 students
Roll NoStudentMarks /100Grade
22CS101Ananya Reddy92O
22CS118Meera Iyer77B+
22CS131Arjun Nair55C
22CS139Rahul Mehta38F
✦ LIA: Class average is 71.4 — 6 students scored below 40 and may need remedial sessions before the end-semester exam.
GOVERNANCE

Governed like every other action in AICAS.

🔒
Sees only what you can see

Every response inherits the caller's role. LIA stays inside the same access boundaries the user already has.

📜
Every step on the record

Each prompt, retrieval and action is logged on the same audit trail as any human user in AICAS.

🏛️
Native to AICAS

LIA runs inside AICAS, governed by the same controls as every other module — one system, one trust model.

Ready to see it on your login?

Try LIA as Master, Principal, Faculty, Student or Parent.

Prototype · mock data for demonstration only
🎓
AICASLEARNSQUARE Engineering College
Master
M
——
✦
LIA Assistant
—

Prompt library

Listening…
LIA can be wrong — answers come from the stored LIA prompt library (mock data), not a live model.