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PromptifyLab

How we write and review prompts

Every prompt on PromptifyLab is written for a specific, real task, structured so you can see exactly what to fill in, and reviewed for clarity, safety and honest limits. A prompt carries a “Verified” badge only when we have actually run it on named models and recorded what happened – including where it fell down.

How prompts are written

  1. Start from a job, not a topic. “Chase an overdue invoice without damaging the relationship”, not “finance prompts”.
  2. Make the inputs visible. Everything you must supply is in [BRACKETS], so the prompt cannot silently run on guesses.
  3. Specify the output. Sections, length, format – the shape of a good answer is written into the prompt.
  4. Build in the guardrails. Rules like “do not invent figures – mark them [NEED NUMBER]” or “flag anything you could not confirm” appear wherever a model is likely to make things up.
  5. Write down what goes wrong. The tip under each prompt names the most common failure and how to avoid it.

How prompts are reviewed

  • Each prompt is read against a checklist: clear task, visible inputs, specified output, no unsafe or misleading instructions, and honest limits for regulated topics (money, health, law).
  • Prompts are reviewed again when models or platform rules change, and the “Reviewed” date on the prompt changes with it.
  • Pages that describe AI products (models, tools, prices) are checked against the providers’ own official pages, and show the date they were checked.

What “Verified” means

A Verified badge means the prompt was run on the named model versions, on a realistic input, on the date shown, with notes on the result and where it fell down. We do not show a test record for prompts that have not been through that process, and we do not publish invented “best model” claims or benchmark scores.

What we cannot promise

  • Every model and version. Models change every few months and behave differently. Test a prompt on your own inputs before relying on it.
  • Every language. Prompts are written in English. They usually transfer well, but check the output.
  • Professional advice. Prompts for finance, legal, health or HR topics help you prepare and write – they do not replace a qualified professional.

Corrections

If a prompt does not work, a fact is wrong, or a tool gives a strange result, tell us. We fix it and update the date.