The prompt manager problem

Anybody who uses ChatGPT or Claude seriously runs into the same unflattering moment around month three. They want to reuse the prompt that produced a brilliant code review last Tuesday. They cannot find it. It is somewhere in a chat history that does not search well, or in a Notes app, or in a Slack message they sent themselves, or it is gone. The prompt that worked is the one they cannot retrieve.

This is not a hypothetical. Prompt engineers, AI writers, marketing teams, and ChatGPT power users all hit it. The collection grows fast — you draft a research prompt, a financial analysis prompt, a writing-voice prompt, a tone-rewrite prompt, a meeting-summary prompt — and within a few months you have fifty or more.…