From Tasks to Workflows

A prompt solves one instance of one task. A workflow solves the category. If you find yourself perfecting the same prompt over and over, you have a workflow problem, not a prompt problem. Invest the time in process design instead of prompt refinement.

A workflow can be as simple as three steps written on a sticky note: input, process, review. Structure does not require software, automation tools, or elaborate documentation. It just requires thinking about your process before you start — and writing it down so it is repeatable.

AI excels at defined steps within a human-designed process. The process itself — deciding what steps are needed, in what order, with what quality checks — is your job. Trying to make AI own the entire end-to-end task is where things consistently break down.

The problem is not the AI tool or the prompts — it is the lack of structure. When everyone follows a different process, the results will always vary regardless of the tool. Define the workflow first: what inputs are required, what steps the proposal goes through, what the final output should include. Where AI helps becomes obvious once the steps are clear.

Repeatable tasks with predictable structure and consistent quality requirements are workflow problems. A prompt might handle one batch well, but the next batch differently. Define the steps — extract required data fields, validate against the checklist, flag exceptions for human review — then decide which steps AI handles. The workflow makes the quality consistent across batches, weeks, and team members.