Measure the resolved need. Include the work it took.
We assess whether intelligence led to a resolved need: the right action, a completed commitment and less repeat work. The full cost includes digital delivery, expert input and assisted human handling.
Follow one need across its contacts.
A digital voice agent may resolve a need, query an expert while keeping the conversation, or transfer to a person with full context and continuing intelligence assistance. We distinguish those routes while following one customer need through to completion.
Connected history, interactions and business records link the need, recommendation and subsequent contacts. We agree the channels and observation period, and report gaps where records cannot be linked reliably.
Predictions of likely need and response inform the action, timing and channel. We check them against what happened. Identifying a likely problem and resolving it are separate tests.
Put resolution, effort and cost beside each other.
| Measure | Definition and use |
|---|---|
| Resolution at first contact | The share of eligible needs completed during the first contact, with no further same-issue contact during the agreed follow-up period and evidence that the promised action occurred. Track needs awaiting later work separately. |
| Repeat-contact rate | The share of eligible needs generating another same-issue contact. Define planned follow-ups separately and include the relevant channels. |
| Commitment completion | The share of promised tasks completed as agreed, including work performed outside the contact team. Report overdue actions and broken handovers. |
| Customer effort and access | Use feedback, transfers, repeated explanations and access to help. Check whether expert consultation supported the conversation and whether a receiving person had the context and assistance needed. |
| Cost per resolved need | Service, technology, expert, specialist and downstream handling costs divided by needs established as resolved. Include human input while the digital agent keeps the conversation. |
| Quality and support | Assess the recommendation and response against the evidence, permissions and customer need, including appropriate access to human judgement and additional support. |
A digital closure is an early indication.
Suppose 100 distinct customer needs enter a digital journey. Eighty are marked closed. Twenty of those closed needs generate a further same-issue contact within the agreed period. Sixty of the original needs remain digitally closed without an observed repeat.
That is a 60% no-repeat closure measure, compared with 80% gross closure. It is not conclusive proof that all sixty needs were resolved. Completion records, other channels and customer evidence still matter. The figures are invented to explain the distinction.
Explain why the result changed.
Keep the journey comparable.
We record product mix, customer needs, contact volumes and service responsibilities. We distinguish an improvement in delivery from a shift towards easier work or a change in how cases are classified.
Account for the calendar.
Known billing runs, seasonal peaks and service incidents can change both demand and resolution. We compare appropriate periods or groups and record other changes that could influence the result.
Follow work beyond the channel.
Fewer calls can conceal more messages, expert consultations or back-office tasks. We include work across digital and human delivery when judging cost and customer experience.
Distinguish useful capacity from cash released.
Fewer repeat contacts can give advisers time for complex work or help the operation absorb a peak. That is valuable capacity. It becomes a cash saving only when a related cost can be removed or avoided without damaging the service.
We include implementation, technology, expert and specialist effort, and agreed fees. Consumption charges are assessed alongside resolution, so avoidable repeat work does not improve the provider's return. Completion evidence and expert corrections inform reviewed improvements to knowledge, predictions and next-action guidance.
Agree what happens after the evidence is assessed.
| Decision | What the review should establish |
|---|---|
| Scale | Resolution and customer treatment meet the agreed standard, handovers work and the full economics justify greater scope. |
| Improve | The evidence identifies a specific knowledge, permission, process or delivery issue. Assign the change and define the next assessment. |
| Stop or narrow | The service creates unacceptable customer outcomes, essential dependencies cannot be resolved or the complete cost exceeds the value of the improvement. |
Choose a customer need worth resolving properly.
Start with a recurring enquiry, failed commitment or seasonal pressure. We define the service and measure resolution, repeat demand and the full cost of delivery.