How to build a ChatGPT prompt library that people actually use

A prompt library should be a small set of reusable work instructions, not a giant bookmark folder.

A useful prompt library is not a collection of a thousand clever prompts. It is a small set of reusable instructions for your actual work.

Start with frequent tasks

Pick tasks such as meeting notes, email rewriting, competitor research, article outlines, social captions, translation, long-document summaries and project retrospectives.

Define what good output means

Each template should include role, goal, input, constraints, output format and evaluation criteria. The evaluation criteria matter most: avoid hype, cite sources, use a table, ask questions if information is missing.

Save failures too

Bad outputs teach you what constraints are missing. Record whether the result was too generic, too long, unsupported, off-brand or hard to use.

A reusable template

“You are [role]. I need [task]. Context: [background]. Use [input]. Output [format]. Constraints: [limits]. Quality bar: [criteria]. If information is missing, ask up to three questions first.”

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