Rudder AI Key Capabilities Beta

Rudder AI is an AI agent that provides a range of capabilities for managing and interacting with your RudderStack workspace.

Rudder AI provides read-only access to your workspace with no customer PII exposure. It covers most monitoring and debugging use cases like:

• Pipeline configuration
• Event analysis and monitoring
• Workspace activity monitoring
• Data governance and quality
• Warehouse and Reverse ETL operations
• Transformation development and testing
• Documentation access

Rudder AI cannot create, modify, or delete any workspace configuration — all operations are read-only.

The following sections explain each use case with sample questions you can ask the assistant.

Pipeline configuration

• View all sources, destinations, and their connections
• Examine transformation code and configuration
• Browse source and destination definitions and settings
• List all configured Tracking Plans and Data Catalog resources

Example questions

• “Show me all active sources in my workspace”
• “List the transformations connected to my Amplitude destination <destination_name>”
• “List the destinations connected to the iOS source <source_name>”

Event analysis and monitoring

• Check event volumes and success rates by source
• Examine event schemas and property structures
• Identify duplicate or similar event names
• Monitor destination delivery metrics including success and failure counts, timing
• Track transformation processing performance

The sensitive fields containing PII information in event logs and metrics are automatically masked before reaching the AI.

The masking preserves data structure for debugging while protecting actual values, ensuring the AI does not see any PII.

Example questions

• “Show me event volume by source for the last 24 hours”
• “Which destinations have delivery failures right now?”
• “What is the success rate for events sent to Amplitude?”
• “Show me the schema for the Order Completed event”

Workspace activity monitoring

• Review configuration changes made by workspace users, including usernames and actions
• View Audit Logs for compliance and troubleshooting

Example questions

• “Who modified the transformation <transformation_name> last week?”
• “Show me recent changes to the web source <source_name> configuration”

Data governance and quality

• Review Tracking Plan compliance metrics
• Browse your Data Catalog including events and properties
• Check Tracking Plan coverage across sources
• View validation statistics

Example questions

• “What is our Tracking Plan compliance rate?”
• “Show me all events in the Data Catalog”
• “List all sources that are not connected to any Tracking Plan”

Warehouse and Reverse ETL operations

• Check warehouse sync status and history
• View detailed table-level sync information
• Monitor Reverse ETL sync performance
• Track data freshness and upload schedules

Example questions

• “What is the status of our warehouse syncs?”
• “When was the last successful sync to Snowflake?”

Transformation development and testing

• Test new transformation code with sample events
• Test existing transformations against new event samples
• Browse pre-built transformation templates
• View transformation processing metrics

Example questions

• “Test this transformation code with a sample Order Completed event”
• “Show me the transformation templates for filtering events”

Documentation access

• Search RudderStack documentation and get AI-powered answers to your questions
• Access integration guides and best practices

Example questions

• “Which sources does the Amplitude destination support?”
• “Which event types are supported for the HubSpot destination?”
• “Does Profiles work on Databricks?”

See more

• Rudder AI Overview
• Rudder AI Security and Compliance
• Rudder AI FAQ
• Rudder AI Best Practices

Questions? Contact us by Email or on Slack