Most AI ideas arrive as ambitions: improve productivity, reduce churn, make teams more proactive, automate busywork.
AI Workbench translates the ambition into work. It names the workflow, the human owner, the review point, the smallest useful pilot, and the thing that should stop if the tool succeeds. It also refuses unsupported statistics and only cites research from a small evidence library when the claim actually needs it.
Paste the AI idea below. Messy is fine. Vague is useful, as long as the output gets less vague.