20. How Can You Debug Agentforce?
Answer:
Debugging Agentforce involves analyzing the complete lifecycle of an AI interaction—from user input to action execution and final response. Since Agentforce combines AI reasoning with Salesforce automation, debugging requires checking multiple components.
Common debugging steps include:
1. Review Conversation Logs
Examine the conversation transcript to verify:
- The user’s actual request.
- Whether Agentforce correctly interpreted the intent.
- Whether the generated response matches the request.
2. Verify Topic and Action Configuration
- The correct Topic is being selected.
- The appropriate Action is associated with that Topic.
- Action descriptions are clear enough for the AI to choose the right one.
3. Check Prompt Instructions
Review the agent’s prompt templates and instructions to ensure they:
- Provide sufficient business context.
- Define expected behavior.
- Avoid ambiguity that could confuse the model.
4. Debug Salesforce Flows
If Agentforce invokes a Flow:
- Use Flow Debug Mode.
- Check input variables.
- Verify decision outcomes.
- Review fault paths and error messages.
5. Debug Apex
If the Action calls Apex:
- Enable Debug Logs.
- Inspect execution logs.
- Verify SOQL queries.
- Check governor limits.
- Review exception handling.
6. Validate Data Access
- Required records exist.
- Field-Level Security permits access.
- Sharing Rules allow visibility.
- Permission Sets are correctly assigned.
Many Agentforce issues are caused by permission restrictions rather than AI reasoning.
7. Monitor Agent Performance
Track key metrics such as:
- Failed action executions
- Escalation rates
- Low-confidence responses
- Latency
- User feedback
These metrics help identify recurring issues and improve the agent over time.