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How to test an AI prompt pack before you trust it

Prompt packs are sold by their table of contents and their word count, which are the two things that say least about them. The only useful test is your own work.

The three-prompt test

  1. Pick a real task you finished last month and still have the output of.
  2. Choose three prompts from the pack that claim to do that task, or the closest thing in it.
  3. Run all three on the same real input, and keep every result.
  4. Compare what comes back with what you produced by hand. Not with each other.
  5. Ask one question of each result: would I send this after one edit, or start again?

What a good prompt entry includes

Where packs go wrong

Two failures account for most disappointment. The first is prompts written for a demonstration rather than a job: they produce impressive text about a topic instead of a draft you can use. The second is a pack that is one idea repeated sixty times with the nouns changed.

Both are easy to spot before you pay. Read three entries from the middle of the pack rather than the first three, because the opening is always the strongest, and check whether the instructions differ in substance rather than in wording.

After the test

The free tool for this

There is no calculator that answers this one honestly, so here is the free set: eight calculators for rates, quotes, invoices, splits, prices and fees. They run in the page and send nothing anywhere.

If you would rather not build it yourself

The Prompt Sampler is fourteen full prompts taken from Prompt Vault, written for real jobs and free to keep, so the test above costs you nothing. Prompt Sampler is free. Get it free, and there is a plain page about it here: what it holds.

Questions people actually ask

Is a free sample enough to judge a pack?

Usually yes, if the sample shows working prompts rather than teasers. Three complete examples make the method visible, and the method is what you are actually buying.

Do longer prompts work better?

Longer is not better; clearer is. Length helps only when it carries context you would otherwise repeat every single time.

Read next

Working AI prompt examples you can copy today.

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