Technical practice
How would you decide whether a bot recognized a customer's intent correctly?
What to coverSuggested approach: Compare the customer's full request and context with the intent the bot acted on, rather than judging a single phrase. Explain how you would document ambiguous or misclassified cases and the evidence behind your judgment.
How would you audit a bot response for correctness and completeness?
What to coverSuggested approach: Check whether the response addresses every relevant part of the customer's request and is consistent with the available conversation context. Distinguish an incorrect answer from one that is accurate but leaves a necessary question unanswered.
How would you judge resolution effectiveness separately from customer experience?
What to coverSuggested approach: Trace whether the interaction actually moved the customer's issue to a clear outcome, then assess whether the path was understandable and free of avoidable confusion. A courteous or fluent response alone does not establish resolution.
What would you consider when auditing voice interactions versus chat transcripts?
What to coverSuggested approach: Apply the same standards for intent, response and resolution while considering how the full interaction reads or sounds to the customer. Explain how you would use the available evidence without assuming a transcript captures every aspect of a voice experience.
How would you identify and document the root cause of a poor bot interaction?
What to coverSuggested approach: Trace the point where the interaction went wrong and distinguish a misclassified intent, response problem, or workflow or logic gap. Record the supporting turns, customer impact and a specific recommendation rather than only labeling the outcome as poor.
When would you recommend a response change, a new intent, or a workflow or integration improvement?
What to coverSuggested approach: Match the recommendation to the observed failure: wording for an otherwise suitable response, a new intent for a recurring unsupported request, or a workflow change when the bot cannot complete the needed path. Note what further evidence you would seek before proposing a broader change.
How would you use a reporting dashboard to find recurring and emerging bot issues?
What to coverSuggested approach: Look for patterns across issue types, interactions and time periods, then inspect examples to test whether the pattern represents a real quality problem. Explain how you would avoid treating a dashboard trend as a root cause on its own.
How would you prioritize several possible bot improvements?
What to coverSuggested approach: Weigh how often each issue occurs against its effect on resolution and customer experience, and state the evidence for your ranking. Distinguish a high-impact recurring failure from an isolated issue without dismissing a serious individual case.
How would you validate whether a bot change improved quality?
What to coverSuggested approach: Review post-change interactions against the original failure and the same quality criteria used before the change. Check both whether the targeted issue improved and whether new confusion or incomplete responses appeared.
What would you include in a weekly bot-quality report?
What to coverSuggested approach: Summarize the most meaningful findings and trends, cite representative interaction evidence, and separate observations from recommendations. Connect proposed optimization or expansion opportunities to their expected effect on accuracy, resolution or customer experience.
Behavioural practice
Tell me about a time you disagreed with others on a quality evaluation.
What to coverSuggested practice: Use a real situation, your actions and the result. Explain how you compared evidence and criteria with others to reach a more consistent assessment, reflecting the role's calibration work.
Describe a time you maintained audit accuracy under a deadline.
What to coverSuggested practice: Give a real situation, the checks or prioritization you applied while working independently, and the result. Be specific about how you kept judgments and documentation consistent.
Tell me about a time you communicated a difficult quality finding to colleagues.
What to coverSuggested practice: Describe the situation, how you made your written or verbal feedback clear and actionable, and the result. If your example involved colleagues in different locations, explain how you ensured a shared understanding.
Describe a time you found a recurring issue through review or reporting.
What to coverSuggested practice: Set out the situation, how you checked that the pattern was real, what you recommended, and the result. Distinguish your observed findings from any impact you could not verify.
Tell me about a time you corrected an initial quality judgment.
What to coverSuggested practice: Use a real situation in which new interaction evidence or a closer review changed your assessment. Explain what you updated, how you communicated it, and the result for the accuracy of the work.