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- Knowledge Bases for AI Assistants
Knowledge Bases for AI Assistants
Updated
by Andy Chen
Knowledge Bases in DeskDirector serve as the foundational information repository that powers your AI Assistants. They enable your AI systems to provide accurate, contextual responses based on your organization's specific knowledge and documentation.
Key Components and Technologies
- Vector Search Technology: DeskDirector implements advanced vector search for knowledge base document retrieval, enabling precise and context-aware results that go beyond simple keyword matching.
- Retrieval-Augmented Generation (RAG): When your AI Assistants respond to queries, they use the RAG pattern to first search your knowledge base for relevant information, then generate accurate responses based on that knowledge.
Benefits of Using Knowledge Bases
- More Accurate AI Responses: Provide your AI Assistants with the specific information they need to deliver precise, relevant answers. This helps to reduce the "hallucination" problems with generative AI.
- Preserve Organizational Knowledge: Capture and utilize valuable insights from your support team.
- Improve Self-Service Capabilities: Empower clients to find solutions through AI-assisted knowledge retrieval.
- Enhance Agent Productivity: Give your support agents AI tools backed by your own knowledge resources.
Setting Up Your Knowledge Base
Prerequisites
Before setting up Knowledge Bases, you must configure an AI service provider:
- Navigate to the AI Services settings page in your Admin portal or within the DD Teams app
- Click on "Manage your AI service providers"
- Follow the instructions to configure your preferred AI service
Setting Up Azure AI Search Service
Currently, the DeskDirector Knowledge Bases are powered by Azure AI Search Service. To set this up:
- Create an Azure AI Search Service:
- Go to the Azure portal
- Navigate to Azure AI Search Service
- Create a new search service following Microsoft's documentation
- For detailed instructions, refer to: https://learn.microsoft.com/en-us/azure/search/search-create-service-portal
- Get Your API Key:
- In your Azure portal, go to your search service
- From the left pane, select Settings > Keys
- Copy your API key under Manage admin keys for use in DeskDirector
- Configure in DeskDirector:
- In DeskDirector, navigate to the Knowledge Base settings then click on Azure AI Search Service
- Enter your Azure AI Search Service URL
- Enter your API key
- Click "Save"
Creating Knowledge Base Documents
DeskDirector offers multiple ways to populate your Knowledge Base:
Manual Creation
Create documents directly in the DeskDirector interface. This is ideal for adding existing documentation, procedures, and solutions.
Integration
Use the DeskDirector connector in Power Automate to create knowledge base documents from external sources, allowing you to import information from your existing knowledge repositories.
Using Knowledge Bases with AI Assistants
Once your Knowledge Base is set up, it can be assigned to two types of AI assistants:
- Support Agent Assistants: Help your support agents work more efficiently by providing relevant knowledge at their fingertips.
- Client Self-Service Assistants: Empower your clients with AI-powered self-service capabilities in the client portal, drawing on your Knowledge Base to answer their questions.
Troubleshooting
If you encounter issues with your Knowledge Base:
- Verify your Azure AI Search Service is correctly configured
- Ensure your API key has the appropriate permissions
- Check that your Knowledge Base contains relevant information for the queries being asked
- Review the Knowledge Base documents for formatting or content issues
For additional assistance, please contact DeskDirector support.