Guide

Prompt Quality Checklist for Customer Service Prompts

A review checklist for support replies, service recovery, help center articles and escalation notes.

Practical method

A review checklist for support replies, service recovery, help center articles and escalation notes. The goal is not to make prompts longer. The goal is to make the request clearer, easier to verify and more useful in a real workflow.

A good prompt usually includes role, task, context, constraints, examples, output format and a review loop.

Step-by-step process

  1. Write the real task in plain language.
  2. Add context: audience, constraints, examples and unavailable details.
  3. Ask for a first draft and missing-information questions.
  4. Request a critique against your goal.
  5. Revise the prompt and save the version that worked.

Social Media Prompts Context Builder

Best for: teams working on captions, hooks, content calendars, platform ideas and community replies in general work

Act as a senior social media specialist. You are helping a team in general work create a caption bank. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to collect missing context before trying to create a caption bank. Return a usable caption bank plus rationale, checklist and next step. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format]

Example input: Goal: create a caption bank; scenario: repetitive captions, weak hooks and inconsistent posting; deliverable needed: caption bank; constraint: keep it specific and reviewable.

Expected output: caption bank with a clear structure, one example, and a review checklist

Social Media Prompts First Draft

Best for: teams working on captions, hooks, content calendars, platform ideas and community replies in general work

Act as a senior social media specialist. You are helping a team in general work create a caption bank. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to produce a usable caption bank for team. Return a usable caption bank plus rationale, checklist and next step. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format]

Example input: Goal: create a caption bank; scenario: repetitive captions, weak hooks and inconsistent posting; deliverable needed: hook set; constraint: keep it specific and reviewable.

Expected output: hook set with a clear structure, one example, and a review checklist

Social Media Prompts Critique and Improve

Best for: teams working on captions, hooks, content calendars, platform ideas and community replies in general work

Act as a senior social media specialist. You are helping a team in general work create a caption bank. First, restate the goal in one sentence. Use this context: [context]. Audience: [audience]. Constraints: [constraints]. Brand or communication tone: [tone]. Your task is to audit the hook set against the real goal and constraints. Return a usable caption bank plus rationale, checklist and next step. Include: 1) a ready-to-use draft, 2) a short rationale, 3) a review checklist, and 4) three missing-information questions if the context is incomplete. Do not invent facts, prices, policies or results that are not provided.
[goal][audience][context][constraints][tone][output format]

Example input: Goal: create a caption bank; scenario: repetitive captions, weak hooks and inconsistent posting; deliverable needed: posting calendar; constraint: keep it specific and reviewable.

Expected output: posting calendar with a clear structure, one example, and a review checklist

常见错误

  • Using a one-line request like “write something about social-media” with no audience or constraints.
  • Asking for the final answer before collecting the context the AI needs.
  • Publishing output without checking facts, dates, product details or policy-sensitive claims.
  • Requesting many versions without defining what “good” means.
  • Letting the AI decide the structure when the page, email or report already has a known format.

审核清单

  • The prompt states the user role and business context.
  • The output format is explicit enough to review quickly.
  • The prompt asks for missing-information questions instead of invented details.
  • The answer includes a checklist or next step, not only a paragraph.
  • Claims, numbers, policies and examples are checked before use.

常见问题

What is the fastest way to improve a prompt?

Add specific context, output format and success criteria.

Should prompts be very long?

Not always. A prompt should be complete enough to guide the output, but not padded with irrelevant words.

How do I know the result is good?

Compare it against the original goal, check facts and ask whether a real user can act on it.