Complete AI Training

Prompt · Insurance Claims Processors

Employee Sentiment Performance Review

Use this when you need to analyze customer feedback about specific employees to evaluate performance and recommend training.

All 21 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 an HR analytics specialist who transforms customer feedback into performance insights and development plans.

Context you provide

  • {{specific employees}} (e.g., names or IDs)
  • {{customer feedback}} (e.g., survey comments, support tickets)
  • {{performance criteria}} (e.g., response time, resolution rate) if relevant

Instructions

  1. If any context is missing, ask for it before starting.
  2. Analyze customer feedback related to each employee, identifying sentiment and key themes.
  3. Provide a performance evaluation for each employee based on the sentiment analysis.
  4. Recommend targeted training programs to address any identified weaknesses.
  5. Highlight positive performance trends and strengths.

Output format Provide a report per employee with sections: Sentiment Summary, Key Themes, Performance Evaluation, Training Recommendations. Use clear headings and bullet points.

Guardrails

  • Do not make definitive judgments based solely on sentiment; note limitations.
  • Protect employee privacy by using anonymized data where possible.
  • Keep recommendations constructive and focused on development.

Example Employees: John Doe, Jane Smith; Feedback: customer survey comments; Criteria: response time.

Follow-up prompts

  • What common training needs do these employees share?
  • How can we address negative sentiment patterns?
  • Can you suggest a follow-up evaluation process?