Internal R&D Project

Internal Policy & Contract Q&A Agent

A powerful AI agent designed to help companies instantly understand their internal documents—HR policies, contracts, NDAs, and compliance docs.

100%
Policy Coverage
<2s
Answer Time
Category:
HR Automation
RAG System
Document Intelligence
AI Document Analysis Interface

The Problem

Most companies struggle with document overload. HR policies are scattered, employment contracts are unread, and complex NDAs create confusion. Employees constantly message HR for clarification, leading to inefficiency and compliance risks.

  • HR teams waste hours repeating answers
  • Staff misinterpret complex policies
  • Slow onboarding due to unclear rules

What We Built

We created an Internal Policy & Contract Q&A Agent that acts like an on-demand HR & legal assistant.

It ingests PDFs, understands the context, and answers natural language questions instantly. It doesn't just chat; it highlights obligations, compares clauses, and ensures every answer is backed by the source text.

Agent Workflow

From PDF to Answer

01

Vector Indexing

Documents are uploaded, chunked, and stored in a FAISS index, linking text to specific metadata (page number, section).

02

Retrieval

When a user asks "What is the leave policy?", the agent's tool `retrieve_sections()` finds the exact relevant clauses.

03

Reasoning

The LLM reads the retrieved sections, summarizes the answer in plain English, and checks for any conflicting rules.

04

Citation

The final answer is delivered with citations, highlighting the exact paragraph in the document for transparency.

Technology Stack

Next.js
Python FastAPI
LangChain
FAISS (Vector DB)
PDF Parsing
OpenAI Embeddings

Ready to turn your internal documents
into instant, accurate answers?

Sehan
Book a Strategy Call with Sehan

We accept a limited number of pilots per month to ensure engineering quality.