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Use flows to automate knowledge base ingestion, querying, and management. Knowledge Ingestion Flow

Knowledge Base Nodes

Upload documents to knowledge bases from flows.Use Cases:
  • Automated document ingestion
  • Email attachment processing
  • Scheduled batch uploads
  • ETL pipelines
Configuration:
  • Knowledge base selection
  • Target folder
  • Metadata assignment
  • Processing options
Example Flow:
Query knowledge bases with AI-powered answers.Use Cases:
  • Automated question answering
  • Document-based decision making
  • Information extraction
  • Report generation
Configuration:
  • Knowledge base selection
  • Query input
  • Folder filter (optional)
  • Retrieval settings (top-K, threshold)
  • Model selection
Example Flow:
Get raw chunks without AI generation.Use Cases:
  • Custom processing of retrieved content
  • Relevance search only
  • Building custom RAG pipelines
  • Advanced analysis workflows
Configuration:
  • Knowledge base selection
  • Search method (semantic, keyword, hybrid)
  • Number of chunks
  • Return metadata
Example Flow:

Common Patterns

Pattern: Email to Knowledge Base
Use Case: Automatically add customer support emails to knowledge baseConfiguration:
  • Email integration trigger
  • File type filtering
  • Folder organization by sender/topic
  • Notification on completion
Pattern: Process and Index
Use Case: Daily sync of documents from Google DriveConfiguration:
  • Schedule (daily, hourly, etc.)
  • Drive folder selection
  • Text cleaning rules
  • Knowledge base folder mapping
Pattern: Route by Content
Use Case: Automatically categorize and route documents to appropriate knowledge basesConfiguration:
  • Content classification
  • Multiple knowledge base targets
  • Folder assignment rules
  • Metadata tagging
Pattern: Query and Act
Use Case: Answer questions from knowledge base, escalate if no answer foundConfiguration:
  • Confidence threshold
  • Escalation criteria
  • Fallback responses
  • Human notification

Advanced Workflows

Search across multiple knowledge bases:
Use Case: Comprehensive answers from multiple sources
Update knowledge base with new information:
Use Case: Keep knowledge base current with latest information

Integration Examples

Best Practices

  • Batch uploads when possible
  • Use appropriate folder structure
  • Add meaningful metadata
  • Validate documents before upload

Supported Files

View all supported file formats