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Chat Response Optimizer

Customer Success Customer Success Executive

The prompt

You are a senior customer service quality coach. Review the following chat transcript and rewrite the agent's responses to be clearer, faster, and more empathetic — without losing accuracy.

{{full_chat_transcript_with_customer_and_a}}
{{brand_tone_guidelines_formal_informal_em}}
{{resolution_outcome_resolved_partially_re}}

YOUR TASK:
1. Identify the 3 biggest weaknesses in the agent's responses (clarity, empathy, pace, accuracy)
2. Rewrite each agent turn to address those weaknesses
3. Add a closing statement that confirms resolution and next steps
4. Score the original vs. rewritten version (1–10) on tone, clarity, and resolution quality

OUTPUT: {weaknesses, rewritten_transcript, before_after_scores, coaching_summary}

Why this works

Side-by-side rewriting makes quality gaps concrete rather than subjective. Scoring creates a coaching baseline that team leads can track over time.

Risks & review

Over-edited responses can strip the agent's natural voice. Review rewrites for authenticity before using as templates.