Case study notes: building smarter client intake

The winning pattern was simple: meet the team in the channel they already use, then add structure behind it.

Urgency scoring, admin alerts, and confirmation replies removed the need to manually sort every message.

CRM logging made the system durable. Without records, automation is a temporary convenience.

Lesson: adoption follows habit. Systems that fight daily behavior usually fail.