Phase 1 · 1.2
Where Voice AI Makes a Difference
Not every process suits voice AI. Accepting that early keeps the project from being pointed at the wrong problem. It helps to assess processes on three axes: complexity, meaning how many steps and decision points are involved; emotional intensity, meaning whether the customer is calling calm, anxious or angry; and reversibility, meaning how costly a mistake is and how far it can be put right.
Strong candidates cluster around low to medium complexity, low to medium emotional intensity and recoverable errors:
| Category | Example | Why it fits |
|---|---|---|
| Information lookup | Balance, order status, appointment details | Single step, low risk, high volume |
| Outbound notification | Payment reminder, appointment confirmation, verification notice | Consistency and speed matter more than judgement |
| Medium complexity transaction | Address update, card block request, first step of a claim | Structured, but needs a flexible flow |
Weak candidates usually carry high emotional intensity, multi step negotiation or an irreversible financial or legal outcome: live complaint handling, high value credit approval, legal dispute processes. These are not ruled out entirely. They are normally designed so that the Voice AI Agent opens the process and hands over to a person at the critical step, rather than as end to end automation.
A practical test: when you assess a process as a candidate, ask "could a human agent succeed here by following a script to the letter?" If the answer is yes, it is a strong candidate. If the answer is "no, they have to use judgement every time", stay away from it at least in the first phase.