All projects

01 / Legal intelligence

LawBot: AI-Powered Law Consultant

A private, context-aware legal assistant that retrieves relevant passages before generating clear, grounded answers in real time.

Mistral-7B
Foundation model
FAISS
Vector retrieval
WebSockets
Streaming delivery
IJARSCT
Research published

The challenge

Problem & approach

Legal documents are dense, high-stakes, and difficult to navigate with keyword search alone. LawBot couples semantic retrieval with a locally deployable language model so each answer can be grounded in the most relevant source passages while preserving responsive conversational interaction.

Mistral-7BFastAPIReactWebSocketsFAISSRAG

LIVE INFERENCE MOCK

Legal context synthesis

Local model

Summarize the termination and indemnity obligations in this agreement.

Demonstration only — not legal advice.

System architecture

01

Ingest

Parse and clean legal documents while preserving clause and section boundaries.

02

Embed

Convert chunked passages into dense semantic vectors for local indexing.

03

Retrieve

Search FAISS for the highest-similarity context related to each question.

04

Generate

Prompt Mistral-7B with retrieved evidence and stream the grounded response.

Next case study

Smart Contract Detection

View project