Guide

How to Evaluate AI Output Quality

Check clarity, factual risk, format, assumptions and usefulness.

Practical method

Check clarity, factual risk, format, assumptions and usefulness. 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.

Email Prompts Context Builder

Best for: teams working on professional replies, outreach, follow-ups and internal updates in general work

Act as a senior email specialist. You are helping a team in general work create a reply draft. 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 reply draft. Return a usable reply draft 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 reply draft; scenario: awkward tone, long email drafts and low-response follow-ups; deliverable needed: reply draft; constraint: keep it specific and reviewable.

Expected output: reply draft with a clear structure, one example, and a review checklist

Email Prompts First Draft

Best for: teams working on professional replies, outreach, follow-ups and internal updates in general work

Act as a senior email specialist. You are helping a team in general work create a reply draft. 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 reply draft for team. Return a usable reply draft 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 reply draft; scenario: awkward tone, long email drafts and low-response follow-ups; deliverable needed: follow-up email; constraint: keep it specific and reviewable.

Expected output: follow-up email with a clear structure, one example, and a review checklist

Email Prompts Critique and Improve

Best for: teams working on professional replies, outreach, follow-ups and internal updates in general work

Act as a senior email specialist. You are helping a team in general work create a reply draft. 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 follow-up email against the real goal and constraints. Return a usable reply draft 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 reply draft; scenario: awkward tone, long email drafts and low-response follow-ups; deliverable needed: outreach sequence; constraint: keep it specific and reviewable.

Expected output: outreach sequence with a clear structure, one example, and a review checklist

Errores comunes

  • Using a one-line request like “write something about email” 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.

Lista de revisión

  • 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.

Preguntas frecuentes

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.

Calidad editorial

Score: 90/100

Robots: index,follow

Guide page with method, examples, mistakes and review checklist.