RAG & Institutional AI

College Admissions RAG Platform

Grounded admission and student support built around official institutional knowledge.

Stack: React · Node.js · PostgreSQL · FAISS · Gemini

RAG
FAISS
Gemini
PostgreSQL

Admissions chatbot interface with suggested questions and a follow-up capture form

The platform was developed to help students, parents and applicants access admission and support information quickly, while giving staff a maintainable system for documents, FAQs, leads and query monitoring. Relevant institutional knowledge is retrieved before the AI generates its answer, supporting more grounded responses.

What we built

Public admissions and student-support chatbot
Official document processing and chunking
FAISS semantic retrieval
PostgreSQL storage for FAQs, documents, queries and leads
Admin document and FAQ management
Lead capture, logs, analytics-oriented records and fallback behavior

Gallery

Retrieval-augmented generation architecture — Retrieval pipeline over approved institutional documents

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