Productivity Intermediate

Adversarial review — the sceptical reader

You get a draft.

Subscribers. The full prompt is part of the SMEMinds AI Playbook. See plans.

Before you use the output

Human review required. AI output is a confident first draft, not a verified answer.
  • The adversarial critique is itself AI output — check that the objections are real for your situation rather than generic procurement scepticism.
  • Do not fix a criticism by inventing evidence. 'Give me a client with a before and after number' is only fixable if you actually have one.
  • Some criticisms are correct but not worth acting on for this reader. Choose.
  • Keep the original draft until you have compared. Revision occasionally removes something that was working.