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Support Quality Review

Builds a ticket review rubric that measures whether the customer's problem was solved, plus the coaching notes — instead of scoring politeness and response time.

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CategoryCustomer ServiceForOperators, Founders, ConsultantsTested onClaudeChatGPT

Running it, start to finish

  1. Paste a representative sample of closed tickets and describe your standard.
  2. Calibrate with two reviewers on the three scored examples.
  3. Review monthly and read the aggregate before the individual scores.

What you get back

The output this produces, every time.

  • Weights the rubric towards resolution and reopened tickets, rather than tone and response time.
  • Writes evidence-based anchors, so two reviewers reach the same score.
  • Produces coaching notes that quote the ticket and give alternative wording.

Getting better results

Where this usually goes wrong, and how to avoid it.

  • Always sample the reopens. A ticket the customer had to come back about is the single most informative thing in the queue.
  • Calibrate before you roll out. Have two reviewers score the same three tickets. If they disagree, the anchors are not finished.
  • Treat wide patterns as process problems. If most agents fail the same dimension, coaching individuals for it is both ineffective and unfair.

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Written for The AI University. Every prompt in this library is original work — authored, tested and revised here, not collected from elsewhere. 365 of them, free with an account.