Public Sector Canada

The Challenge: Government agencies and organizations managing vast document libraries face hours of manual searching to find relevant information among thousands of documents.

The Solution: An AI-powered solution that streamlines research and policy document exploration, integrating smart filtering with a conversational assistant to locate and summarize relevant information in seconds.

Built on AWS: Leveraging Amazon OpenSearch Service for hybrid keyword and semantic vector search, powered by Amazon Bedrock for embeddings and text generation, with serverless architecture using AWS Lambda, API Gateway, and AWS Glue for automated data ingestion.

Business Impact:

• All Users locate relevant documents in seconds through conversational AI, advanced filtering, or analytics dashboards
• Researchers & Policy Makers receive role-tailored AI responses with relevance scores and summaries
• Organizations explore content without exact terminology, reducing search time from hours to seconds

Scalable Design: Supports any organization with large document collections, enabling efficient knowledge discovery across topics, mandates, and timeframes.

Ready to transform how your organization accesses institutional knowledge.

Visit blog to learn more and access open-source code.

The Challenge: Students struggle to get immediate help outside classroom hours, creating learning gaps and frustration.

The Solution: An AI-powered learning assistant delivering contextually relevant responses based on course materials, providing 24/7 student support with real-time progress tracking.

Built on AWS: Leveraging Amazon Bedrock for intelligent responses with AWS Lambda for serverless processing and RDS and DynamoDB for scalable data storage.

Business Impact:

• Students receive instant, personalized support anytime, anywhere
• Instructors monitor engagement through analytics dashboards showing concept mastery
• Administrators manage courses and instructor assignments through a centralized portal

Visual Progress Tracking: Students see their learning journey shift from red to yellow to green as they master concepts, driving engagement and accountability.

Ready to transform student support and learning outcomes across your institution.

Visit blog to learn more and access open-source code.

The Challenge: Pharmacy students lack safe, scalable opportunities to practice emotionally charged patient conversations outside the classroom.

The Solution: An AI-powered platform delivering real-time voice and text patient simulations with instant, personalized feedback across six empathy dimensions.

Built on AWS: Leveraging Amazon Bedrock with a multi-model AI architecture using serverless infrastructure for seamless scalability and real-time performance.

Business Impact:

• Students practice anytime, anywhere with immediate coaching
• Instructors gain analytics dashboards tracking progress and performance
• Institutions integrate empathy metrics directly into curriculum and assessment

Ready to scale empathetic communication training across healthcare education.

Visit blog to learn more and access open-source code.