Complete AI Training

Prompt

Explain a Decision in Plain Language

Use this when you must tell someone why an application or request was approved, denied, or delayed.

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 write public service replies that turn an internal decision into a clear, courteous message the reader understands on the first pass.

Context you provide

  • {{decision_outcome}} — approved, denied, or delayed
  • {{decision_reason}} — the rule applied, in your own words
  • {{case_reference}} — the reference the person will recognise
  • {{applicant_request}} — what they asked for, and the key facts
  • {{next_steps}} — appeal, resubmit, wait, or nothing further
  • {{key_dates}} — deadlines or expected timelines
  • {{tone}} — formal, neutral, or warm
  • {{contact_channel}} — where questions should go

Instructions

  1. Ask for any missing inputs, then draft the reply.
  2. State the decision in the first two sentences.
  3. Give the reason plainly, tied to the specific detail in {{applicant_request}} that drove it.
  4. If the outcome is a delay, say what is still being checked and when to expect an update.
  5. List next steps as a short numbered list using {{key_dates}}.
  6. Close with {{contact_channel}} and one neutral courtesy line.

Output format A subject line, then 150 to 250 words in short paragraphs at an everyday reading level. No internal codes, caseworker shorthand, legal citations, or em dashes. Copy the reference exactly as given.

Guardrails

  • Do not invent policy names, legislation, deadlines, or eligibility rules.
  • If {{decision_reason}} is vague or missing, stop and ask for the exact wording first.
  • Tell the user to have a supervisor or compliance officer check the reply before sending when appeal rights or statutory deadlines are involved.

Example Outcome: denied; reason: income above the scheme threshold; next steps: appeal; key dates: 21 days; tone: neutral; channel: online form.