Back to All Case Studies
AI and Automation

OmniAI Knowledge & Document Assistant

OmniAI empowers legal, compliance, and enterprise operational teams to query thousands of complex technical documents, contracts, and internal handbooks using natural conversational questions.

Visit Live Project Demo
OmniAI Knowledge & Document Assistant
80%Faster research retrieval time for complex policies
99.2%Answer accuracy with verified inline citations

Business Challenge

Enterprise research staff lost hundreds of hours manually searching through dense 200-page PDF policy documents and technical specifications to verify regulatory compliance.

Key Objectives

Automate multi-format document ingestion (PDF, DOCX, Markdown)
Build vector embeddings with semantic chunking strategies
Deliver accurate citations with direct page numbers for every answer
Ensure strict data isolation across tenant accounts

Our Engineered Solution

We engineered an intelligent Retrieval-Augmented Generation (RAG) platform with localized document chunking, embedding storage in Pinecone vector DB, and a conversational Next.js interface.

System Architecture Overview

Documents are processed by a background worker into overlapping token chunks, converted to vector embeddings, stored in isolated namespaces, and matched against natural language queries in real time.

Key Features & Functional Highlights

  • Drag-and-drop batch document upload with instant progress feedback
  • Contextual search with exact inline text highlighting and page references
  • Conversational memory with exportable Q&A summary transcripts
  • Tenant-isolated vector collections ensuring zero cross-data contamination

Technologies Used

ReactPythonOpenAI APIPineconeTailwind CSSMongoDB

Tech Stack Breakdown

Next.js & Tailwind CSS: Sleek document view and chat side-by-side interface
Python FastAPI: High-performance vector embedding and PDF extraction pipeline
OpenAI GPT-4: Natural language query synthesis and chunk summarization
Pinecone Vector DB: Sub-millisecond semantic search retrieval

Need a Similar Solution?

Let's discuss how we can engineer a custom digital platform tailored to your company.

Start Project Inquiry
LET'S BUILD TOGETHER

Ready to Ignite Your Digital Product?

Tell us about your project goals. Our engineering team will analyze your requirements and help you explore the ideal technical approach.