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Creator Review Council

A prompt system that critiques creative work like a panel.

Role — Prompt Systems Designer

Creator Review Council

A prompt system that critiques creative work like a panel of named critics — with mandated disagreement and a synthesis step.

Recognized pain

Solo creators lack a review panel. Generic AI feedback is worse than none — it flatters instead of sharpening.

Existing value

The creator already had work, taste, and a production practice to evaluate.

Constraint

Success meant specific, opinionated critique from multiple points of view that were allowed to disagree.

Decision

Define named critic personas with sharp taste; require disagreement; force a synthesis step that resolves it.

Activation

Persona library, structured critique template, and a synthesis prompt — used in personal production before shipping work.

Evidence

Feedback loops that used to take a week compress into an afternoon, with sharper editorial notes.

Economic consequence

Slow review cycles delayed stronger editorial decisions before publication.

What remains unproven

External campaign performance attributable to the review system has not been established.

Readiness

A creator ships more confidently because their work has already survived a panel before it meets an audience.

Tools used

ChatGPTClaude

Deliverables

  • Persona library
  • Structured critique template
  • Synthesis prompt

Documented evidence

  • →Weeklong feedback loops compressed to an afternoon
  • →Sharper editorial notes before work meets an audience