CRM and AI lead-handling integration guide

What to check before you decide

Ask what the AI reads. If it cannot see that the customer already has an appointment, it will offer to book another.

If it cannot see that the customer opted out, it may text them. Check that opt-outs and do-not-contact flags are read before every message.

Check what it writes. Each message should be logged with a time stamp and the channel.

Appointments should be created in the CRM and the scheduler once, not twice. Tasks for a person should carry the full transcript and a short reason for the handoff.

Look at failure modes. What happens when the CRM is slow or unavailable?

Does the AI keep talking without context, or does it pause and alert someone? What happens when the same lead arrives from two sources?

Test with real cases. Run twenty leads through, including a returning customer, an opted-out customer and a duplicate. Read the CRM record afterward as a manager would.

Find out who supports the connection, and who is called when the AI and the CRM disagree.

Write down the exact moment the AI stops and a person starts, such as a request for a person, a mention of price or an upset tone, and test that moment with recorded conversations, since a clean handoff is the feature that decides whether salespeople trust the tool or quietly work around it.

Keep the transcripts of the first fifty AI conversations in a folder, and read them together with the sales manager, noting any answer that sounded confident but was wrong, before widening the tool's scope.