🏥 Pharmaceutical Quality & Records Management

AI-powered multi-agent system for APQR generation and comprehensive quality documentation

Quick queries:

📝 Generate APQR Document

Automatically generate Annual Product Quality Review with real data

Product Name *

Review Period Start

Review Period End

📁 Generated APQR Documents

Browse and manage your generated documents

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ℹ️ About APQR Agentic System

Multi-agent AI system for pharmaceutical quality management

Multi-Agent Architecture

Orchestrator coordinates LIMS, ERP, and DMS domain agents with specialized sub-agents for targeted data extraction.

Sequential Workflow

Automatic domain handoffs with real-time progress tracking. No user prompting required for multi-domain queries.

APQR Generation

Automated Annual Product Quality Review document generation with 24 sections populated from real data.

Semantic Search

Intelligent SOP retrieval with keyword matching and 62 indexed standard operating procedures.

Comprehensive Data

Access to LIMS (laboratory), ERP (manufacturing), and DMS (document management) databases.

Cross-Verification

Automatic data validation across multiple domains with contradiction detection.

System Architecture

User Query

↓

Orchestrator Agent

↓

LIMS Agent

ERP Agent

DMS Agent

↓

QC

Validation

Manufacturing

Supply Chain

QA

Regulatory

↓

Compiler Agent

↓

Comprehensive Response

Version: 2.0.0

Author: Short Hills Tech Pvt Ltd

Model: Google Gemini 2.5 Pro with ADK