Every HR team now has a folder of AI prompts someone found on LinkedIn. They work once, in a demo, and then fall apart the moment a real policy, a real candidate, or a real manager is involved. The problem is not the prompt. It is that a prompt is not a product.
People buy a repeatable outcome, not a clever sentence
What holds up in production is a workflow: a defined input, a step the AI owns, a human check, and a measurable output you can defend. That is the difference between showing someone a trick and handing them something they can run every week and stand behind with their boss or their client.
If you support other teams, in-house or as an advisor, this is the line that matters. Generic prompts make you interchangeable. A framework you can name, apply, and measure makes you the person they call. Build the workflow, not the prompt library.