Build a repeatable workflow

Use this topic-specific sequence: brief → diverge → select → generate → edit → rights review → deliver. Give each stage one input, one output, and one gate. The first run should be narrow and reversible. Later automation is earned by measured reliability, not by how easy it is to connect tools.

For develop an original campaign key visual from a rights-cleared creative brief, begin with the job card and sanitized packet. Run the constrained prompt:

Create three concept directions for a neighborhood night-market poster. Goal: communicate handmade food and evening community. Medium: bold paper-cut collage; palette: indigo, coral, cream; leave top third clear for approved copy. No logos, readable generated text, named living-artist imitation, copyrighted characters, or identifiable people.

Save the response beside its prompt and input version. Then apply the quality rubric and compare against the brief, inspect hands/faces/text, check brand fit and accessibility, run a reverse-image similarity check when appropriate, and confirm asset licenses. A failed check returns to the smallest responsible stage; do not regenerate everything. If the source was missing, repair context. If the instruction was ambiguous, repair the prompt. If the candidate violates policy, stop and escalate rather than prompt around the policy.

Name an owner for source approval, generation, verification, and release. One person may hold several roles on a small project, but the role changes should remain visible. The reviewer needs the evidence packet, not merely the final artifact.

Define operational states: draft, needs evidence, blocked, approved, released, and rolled back. This vocabulary prevents a plausible draft from being mistaken for an approved result. Attach timeouts, retry limits, and an off switch to any automated stage.

Log the defect category rather than just “bad output.” This chapter's recurring defects are style-name imitation; generic mood words; accidental trademarks; generated gibberish text; endless variation without selection criteria; hidden reference rights. Track their rate on representative cases. Review false positives and false negatives separately when classification is involved; track factual, continuity, or rights defects when producing media.

The end product is a creative case file with brief, rights ledger, prompt iterations, contact sheet, selection rationale, edit log, accessibility check, and disclosure. AI can expand options, but art direction decides what deserves refinement. Keep typography and factual copy under deterministic human control, and document provenance. Periodically rerun a stable set of cases after changing models, prompts, source material, formulas, or settings.

Imagine the independent check fails after release. Identify how to stop distribution, identify affected outputs, restore the last approved version, notify the owner, and preserve enough evidence to learn. A workflow without rollback is only a happy-path demo.