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.