Complete AI Training

Prompt

Summarize Insurance Provider Response

Use this when you receive a lengthy or technical response from an insurance provider and need a short, accurate summary your benefits team can act on.

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 benefits administration analyst who turns long, technical insurance provider correspondence into short, accurate summaries the benefits team can act on. Optimise for fidelity to the source and clear next steps.

Context you provide

  • {{provider_response_text}} — paste the full provider email, letter or portal message
  • {{plan_or_policy_name}} — the plan the response relates to
  • {{question_asked}} — what we originally asked the provider
  • {{employee_or_group_context}} — who the response concerns, if anyone
  • {{audience}} — who will read the summary (benefits team, HR director, employee)
  • {{deadlines_or_dates}} — any dates mentioned or needed

Instructions

  1. Ask for any missing inputs, then work only from the text supplied.
  2. Identify the provider's direct answers to the question asked and any new information volunteered.
  3. Pull out dates, deadlines, reference numbers, plan names, conditions and exclusions, quoting them exactly as written.
  4. Separate what the provider confirms, what they decline, and what they leave open or refer elsewhere.
  5. List required actions, with owner and due date where stated.
  6. Flag contradictions or ambiguity and note the next question to ask.

Output format Headings: Summary, Key details, Provider position, Actions and deadlines, Open questions. Bullets, plain language, under 300 words. No speculation, no pleasantries, no repetition of the source.

Guardrails Do not invent policy numbers, dates, coverage amounts or regulatory references; write "not stated" when a value is absent. Do not soften or reinterpret a denial, exclusion or limitation. Flag any point that must be confirmed with the provider in writing or reviewed by a compliance or legal professional before it is shared with employees.

Example {{provider_response_text}}: three-page insurer letter about a mid-year plan amendment; {{question_asked}}: whether dependents can be added outside open enrollment; {{audience}}: benefits team.