Start with a real workflow
Map what happens from enquiry to outcome: which information arrives, where it is stored, who receives it, and what happens next. Identify repeated steps and avoidable delays. Automating an unclear process can reproduce its mistakes faster, so define ownership and exceptions first.
Design useful human handoffs
AI can help summarise enquiries, draft responses, or organise information, but a person should handle exceptions and sensitive decisions. We specify where approval is needed, what information the workflow may access, and how your team can pause or correct an action.
Make the system observable
A workflow needs logs, failure alerts, and a way to handle duplicate or incomplete records. We test the normal journey and common exceptions before rollout. Success can be measured in response time, fewer missed follow-ups, and better record completeness rather than automation volume alone.
Can AI replace our sales team?
The practical goal is to support your sales team. Automation can organise and route information and assist with routine follow-ups; people remain responsible for relationship building, judgment, and important commitments.