
Ideas & evidenceOussama Ammar
Learn manually before you automate
Direct work teaches you what a repeatable process must do.
Early sales, setup, and support can require personal effort. Help a customer reach the result instead of merely sending instructions and hoping. Observe where they hesitate or fail. These details can reveal the actual product requirement.
Write individual messages before you depend on a large automated campaign. Learn which words describe the need accurately. Discover which people respond and what they ask next. Automation becomes more useful when it repeats a process you understand.
Do not reject manual work because it cannot serve a huge company. At the beginning, its purpose includes learning. Stop repeating it when the cost prevents useful progress. Preserve the knowledge as you change the method.