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AI-powered chatbot that helps the IT Operations team from Health and Human Services, MA have a unified knowledge base and get information quickly through intelligent queries.

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Pra-soon/ITOPS-Cohort3

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🤖 Ops Genie

AI-powered chatbot that helps the IT Operations team from Health and Human Services, MA have a unified knowledge base and get information quickly through intelligent queries.

✨ What It Does

  • 🔍 Intelligent Query Handling: Ask questions and get accurate answers with source citations
    Provides instant access to IT operations information with references to original documentation. image

  • 📊 LLM Evaluation: Built-in evaluation system for monitoring AI response quality
    Ensures consistent and reliable performance through automated testing and metrics. image

  • 🔒 PII Protection: Automatic detection and redaction of sensitive information
    Uses AWS Comprehend Medical to identify and protect personally identifiable information. image

  • 📈 KPI Metrics: Real-time monitoring and analytics dashboard
    Track usage patterns, response times, and system performance metrics. image

  • 💬 Feedback Collection: User feedback system for continuous improvement
    Collects thumbs up/down feedback and detailed user comments to enhance the system. image


🏗️ Architecture

System Architecture

image


🛠️ Tech Stack

Layer Tools & Frameworks
Frontend React, TypeScript, AWS Cloudscape Design System
Backend AWS Lambda, WebSocket API, DynamoDB
AI/ML AWS Bedrock, AWS Kendra, AWS Comprehend Medical
Infra/DevOps AWS CDK, CloudFormation

⚡ Setup

Refer to setup documentation for detailed installation and configuration instructions. Implementation Playbook

🔐 Security & Privacy

  • PII Redaction: Automatic detection and removal of personally identifiable information using AWS Comprehend Medical
  • Secure Authentication: User authentication and session management
  • Data Protection: All sensitive data is processed and stored securely within AWS infrastructure
  • Automatic Data Sync: All the data is synced in the solution via Sharepoint securely with AWS Sharepoint Connector.

🚧 Roadmap

  • Implement agentic architecture for enhanced AI capabilities
  • Additional features to be determined based on user feedback

🤝 Contributing

This project was inspired by MEC (Massachusetts Enrollment Center) initiatives.


👥 Authors & Acknowledgements

  • Built by: Prasoon Raj and Deepikasai Mettu
  • Organization: Burnes Center for Social Change
  • Created for: Executive Office of Health and Human Services (EOHHS), Massachusetts

Unique Value Proposition: This is the first dedicated IT operations chatbot for Health and Human Services, MA. It stays current by syncing with their SharePoint systems, ensuring users always have access to the most up-to-date information and procedures.

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AI-powered chatbot that helps the IT Operations team from Health and Human Services, MA have a unified knowledge base and get information quickly through intelligent queries.

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