RAG Based Knowledge Retrieval Platform for Pharma Operations

1. Intro

We helped a leading Indian pharmaceutical company implement a Retrieval-Augmented Generation (RAG) solution for internal knowledge access. The custom RAG platform enables accurate, secure, and fast retrieval of regulatory, research, and operational documents while maintaining strict compliance and data security.

2. Our Client

Industry: Pharmaceutical Manufacturing & Research

Location: India

Requirement: RAG Based Knowledge Retrieval System

3. Challenge

The pharma client managed a large volume of internal documents across multiple departments including regulatory filings, SOPs, clinical research summaries, product documentation, and quality reports.

• Information scattered across multiple systems and file repositories
• Manual searches for regulatory and compliance documents
• Risk of inconsistent or outdated information being used by teams
• No AI system capable of grounding responses strictly on internal data
• Strict data privacy and compliance requirements within pharmaceutical organizations

These issues slowed decision-making and increased operational overhead, particularly for regulatory and quality teams.

4. Solution

Imperym Labs RAG experts implemented a secure Retrieval-Augmented Generation (RAG) platform tailored for pharmaceutical workflows.

• The solution ingested and indexed internal documents into a vector-based retrieval system. User queries were answered by grounding large language model responses strictly on retrieved, approved internal content, ensuring accuracy, traceability, and compliance.
• The system was deployed within the client's controlled infrastructure with strong access control and auditing capabilities. The architecture was designed to be modular so additional document sources and use cases can be integrated over time.

The client was able to easily manage, search and access relevant documents by using our custom platform built using RAG.

5. Key Components & Technologies

5. Results

The RAG implementation delivered measurable improvements across productivity, accuracy, and compliance for the pharmaceutical client:

• 60% reduction in time spent searching internal documents
• Significant improvement in answer accuracy through grounded responses
• Centralized platform for regulatory and operational knowledge
• Reduced dependency on manual support from regulatory teams
• Secure and auditable AI usage aligned with pharmaceutical compliance requirements

The client now confidently uses AI-assisted knowledge retrieval across teams with faster access to trusted information built on a scalable and secure foundation.