AI is most useful in operations when it sits inside a workflow — not when it becomes a chatbot nobody trusts.
Strong use cases: classifying requests, summarizing notes, drafting first responses, extracting structured data into CRM.
Weak use cases: replacing strategy, inventing process, or automating broken handoffs.
If the underlying process is unclear, AI will scale the confusion.