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Ticket triage

Classify incoming requests by intent, urgency, product and routing destination. Evidence: manual triage effort, misroutes, queue delays. Controls: confidence thresholds and fallback queues.

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Agent assistance

Surface relevant customer context, policy and knowledge while the agent handles the case. KPI: handling time, first-contact resolution, escalation rate, quality.

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Response drafting

Draft responses using approved knowledge and case context, with human approval for sensitive or consequential cases.

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Self-service

Use retrieval over approved knowledge for routine questions. Design escalation when the system lacks confidence or the issue is sensitive.

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Quality analysis

Review a larger share of interactions against defined quality criteria to help managers identify coaching and process issues. Risk: unfair employee evaluation if automated scoring is treated as objective truth.
Do not optimise handling time at the expense of customer outcome. Pair efficiency measures with resolution, satisfaction and repeat-contact metrics.