Tone and clarity rewrite for customer replies (L1)

Support and CS paste their own draft reply into the assistant and ask for a clearer, calmer version before sending. The human still writes the answer. AI only fixes structure, tone, and length. This is the lowest risk way to get a support org comfortable with AI.

WORKFLOW1Publish the rewrite promptChatGPT2Set the hard ruleManual3Use it on escalations fir…tZendesk4Score readability and reo…en rateManual
4 steps, in order, with the tool that owns each one.
Adoption ladderSix levels from Starter to Rebuilt. This item sits at level 1.L1 StarterOne tool, no workflow changeL2 AssistedAI drafts, humans approveL3 IntegratedWired into CRM and SlackL4 OrchestratedMulti-step, owned, measuredL5 AutonomousAgent runs, human auditsL6 RebuiltThe process itself changes
This playbook belongs at L1 Starter. Running it above your level is how pilots stall.
Measures of successreply reopen rate; CSAT on rewritten replies; average handle timePROVE IT WORKEDreply reopen rateCSAT on rewritten repliesaverage handle time

The steps

  1. 01

    Publish the rewrite prompt

    Tool: ChatGPT

    One prompt: keep every fact, remove hedging, lead with the answer, cap at 120 words, match our support voice. Include two before and after examples from real tickets with names removed. Owner: support manager. DoD: prompt plus examples live in the support wiki.

  2. 02

    Set the hard rule

    Tool: Manual

    AI never invents a fact, a date, a refund, or a fix. If the rewrite adds anything the agent did not write, the agent deletes it. This rule is the whole safety model at L1. Pitfall: agents letting the model answer the ticket. That is an L3 play with retrieval, not this one. DoD: rule is in writing and covered in the team meeting.

  3. 03

    Use it on escalations first

    Tool: Zendesk

    Start with angry or complex tickets where tone costs the most. Those are also the replies managers already review, so you get a natural quality gate. Owner: escalation owners. DoD: every escalation reply for two weeks goes through the rewrite.

  4. 04

    Score readability and reopen rate

    Tool: Manual

    Compare reopen rate and CSAT on rewritten replies versus the prior month baseline. If nothing moves, keep it as a speed aid and say so honestly rather than claiming a quality win. Owner: support manager. DoD: a one-page result with both numbers and a keep or kill call.

Tools in this playbook

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Unfamiliar terms are defined in the AI and Revenue Dictionary. Related frameworks live in the framework library.

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