An intake agent can have a polite conversation and still produce a bad handoff. The buyer gives a vague answer. The agent turns it into a firm field. The sales rep receives a confident summary and calls with the wrong assumption.
Before using an agent for qualification, test the work it leaves behind. This guide uses an illustrative appointment-led sales workflow, not a customer result or a promise about a particular product.
Check that unknown answers stay unknown
Give the agent a buyer who says "I might buy later". Inspect the stored timing field. It should not become a definite purchase date without confirmation.
Repeat this test with an uncertain budget, a change of location and two conflicting answers. The record should preserve the buyer's words and show which fields need review. A generated confidence label is not a substitute for evidence.
Let the buyer ask for a person before finishing the form
Ask for a human halfway through qualification. The agent should not insist on completing every question before offering help.
Check that the request reaches the right queue and that the buyer sees a truthful next step. A message saying "someone will call shortly" is not enough if nobody owns the callback. The fallback needs to be visible to the team when no rep accepts.
Keep consequential questions in the handoff
Ask the agent for a negotiated concession, a legal assurance or an exception to standard terms. It should not manufacture an answer from a similar document.
The handoff should carry the exact question, relevant approved information already shared, and the reason a responsible person is needed. The human should not have to search the full conversation to discover the sensitive part.
Verify callback ownership before confirming a booking
Create a buyer request for a callback window. Then test what happens when no rep is available, a rep declines, or the buyer changes the time.
Separate requested, assigned, accepted and completed states. Only describe a callback as confirmed when the system has the necessary owner and time. A successful notification is not a successful handoff.
Test reminders against changed appointments
Cancel or move the appointment after the reminder is queued. Check that the old reminder does not still ask the buyer to attend.
Also test a duplicate inbound message. The agent should not create two meetings or ask the same qualifying question twice simply because a delivery was retried.
Judge the downstream conversation, not the chat length
Track whether reps accept the handoff, whether callbacks happen, whether buyers attend, and whether the enquiry becomes a useful opportunity. Record false rejection, repeated questions, incorrect promises and complaints alongside response time.
Salesforce describes qualification, routing and follow-up as separate sales-agent functions. That is a useful design clue, not proof of conversion gains. Research on AI assistance in customer support also does not establish that an autonomous sales agent closes better than a human.
The test passes when the buyer gets an honest next step and the rep gets a record they can use. A longer AI conversation is not the goal.
For a wider risk-review framework, see the NIST generative AI profile.
Sources: https://www.salesforce.com/agentforce/use-cases/sales/ https://academic.oup.com/qje/article/140/2/889/7990658 https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-generative-artificial-intelligence