Start with these five checks.
- State the episode window and customer confirmation rule.
- Control for intent, severity and channel mix.
- Measure transfer, escalation and required follow-up paths.
- Audit knowledge use, policy authority and product dependencies.
- Review false-resolution and premature-close examples.
Ask for only what can change the answer.
- Contact episodesLinked calls, chats and tickets
- Intent mixReason, severity and eligibility
- Agent actionsKnowledge, transfer and escalation
- AuthorityRefund, exception and approval limits
- Customer signalConfirmation, effort and repeat contact
- OutcomeResolved, reopened and false close
Test one reversible move.
Choose one frequent intent with sufficient volume. Give a bounded cohort the missing authority, knowledge step or routing path and compare customer-confirmed resolution and repeat contact with the existing flow. Stop if refunds, policy violations or premature closure exceed the agreed guardrail.
A decision your team can use.
- 01A defensible FCR definition
- 02Intent-adjusted performance
- 03The failure path by cause
- 04A bounded live validation
Common questions.
Can FCR be measured from ticket status?
Not reliably. Ticket status can differ from customer-confirmed resolution and may omit linked contacts.
Does higher FCR always mean better service?
No. Premature closure or avoiding follow-up can raise the metric while harming customers.
Which intents should be tested first?
High-volume intents with a clear controllable failure and measurable customer outcome.