The key idea
Agentforce is Salesforce’s agent platform. A marketing use case needs a clear action boundary and a plan for exceptions, not merely access to an agent builder.

Our method
Specify the customer context the workflow may use, the actions it may propose and the approvals needed. Test on representative records and verify field mapping. Keep an audit trail and a recovery path for mistaken actions.
How to assess progress
Review access, data readiness, licensing and integration scope with the platform owner. Evaluate unwanted actions and reviewer burden before considering broader autonomy.
Decision
Decide exactly which transition an agent may support, such as preparing a sales handoff after a qualifying request. Separate reading customer context, proposing a next step and changing a record. Give each stage its own conditions rather than treating access to the platform as authority to act.
Exercise
Map a candidate workflow with a platform owner using test records: a valid handoff, a missing required field, conflicting account ownership and a repeated request. Check which record and relationship each action targets. Simulate a reviewer rejecting the proposed action and verify that the workflow leaves a clear pending or rejected state instead of finding another route to completion.
Deliverable
Produce an action matrix containing trigger, required context, proposed action, approval role, expected record change and recovery method. Attach evidence from the test runs and a list of unresolved data dependencies. Make the completion condition observable in the record, so operations staff can distinguish a finished task from a plausible agent message.
Pitfall
The hardest failure may be acting on the wrong account or repeating a valid action. Review identity resolution and repeated-event handling before measuring conversational fluency. Expansion should depend on correct state changes and manageable exceptions across realistic records.
Official sources
Salesforce · AgentforceDemos
A synthetic CSV covers four campaigns across two periods. The question: does improving overall return hide a problem?
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