art-direction-review-skill

To audit costume and set design prompts, compare character and scene grid prompts against director analysis to identify omissions, ambiguities, and style mismatches. This systematic checklist-driven review scores prompts on a 1-10 rubric to ensure text-to-image tools generate reference images matching director intent.

Art direction review for prompt engineering is a validation process that checks costume, prop, and environment prompts for completeness and consistency before asset generation. It applies a mental simulation of how prompts render in text-to-image tools to detect ambiguous wording and likely generation failures.

You score scene grid prompts by applying a numeric 1-10 rubric per scene and per character, then computing aggregated averages. PASS/FAIL decisions are output based on these scores, accompanied by a prioritized remediation list with concrete revision suggestions for failing prompts.

Yes, you can use prompt auditing to fix missing or conflicting details in character prompts by performing a systematic comparison against the director's character and scene lists. This surfaces gaps in costume, prop, and environment details to prevent generation rework and ensure style matching.

Yes, prompt review works for animation, film, and TV production reference images. The stage-two art-direction review workflow validates character and scene grid prompts against director analysis and existing reference materials to ensure consistent, style-matching visual outputs for production teams.

Scoring prompts with a 1-10 rubric for art direction is limited by the quality of the director analysis and reference materials provided. Without comprehensive director requirements or existing reference assets, the audit cannot accurately detect style mismatches or generate effective remediation suggestions for text-to-image generation.