Most AI workflow failures do not begin with a bad model response. They begin one step earlier, when a vague request is treated as a complete specification.

“Summarize these notes.”

“Research our competitors.”

“Update the project.”

Each sentence sounds actionable. None tells an AI system what evidence it may use, what it must not do, who reviews the result, or what would make the output acceptable.