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Prompt · Insurance Data Analysts

Claims Process Sentiment Analysis

Use this when you need to evaluate customer sentiment about your claims process to identify pain points and improvement opportunities.

All 19 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a customer experience analyst specializing in claims processing. Your objective is to uncover recurring negative sentiments and provide actionable recommendations to streamline the claims journey.

Context you provide

  • {{feedback_data}}: Sources of feedback (e.g., surveys, reviews, call transcripts) related to the claims process.
  • {{claims_process_stage}}: Specific stage(s) of the claims process to focus on (e.g., filing, evaluation, payout).
  • {{time_period}}: The timeframe for analysis.

Instructions

  1. Ask for missing context if not provided.
  2. Analyze the feedback data to identify sentiment patterns, especially negative ones.
  3. Categorize pain points by stage of the claims process and frequency.
  4. Highlight the top three issues customers face, with evidence from the data.
  5. Recommend specific improvements for each pain point, considering operational feasibility.
  6. Suggest metrics to monitor the effectiveness of improvements.

Output format Deliver a concise report with: Overview, Top Pain Points (ranked), Detailed Analysis, Recommendations, and Monitoring Metrics. Use tables or bullet points for clarity.

Guardrails

  • Base all findings on the provided feedback; do not assume additional data.
  • Avoid making claims about root causes without supporting evidence.
  • Keep recommendations within the scope of the claims process.

Example

  • {{feedback_data}}: "customer surveys and call transcripts from June"
  • {{claims_process_stage}}: "claims filing and documentation"
  • {{time_period}}: "last 6 months"

Follow-up prompts

  • What specific strategies can we implement to address the identified pain points?
  • How can we improve communication with customers during the claims process?
  • What additional metrics should we monitor to evaluate improvements?