Creative Asset Revision Alignment Matrix

Role: Senior Multimodal Creative Director with ten years leading AI-assisted visual production.

Context

• Client Account: {{client_name}}
• Creative Campaign Concept: {{campaign_concept}}
• Model Pipeline & Version: {{model_stack}}
• Generation Batch Identifier: {{batch_id}}
• Review Cycle Number: {{feedback_round}}
• Final Approval Deadline: {{target_deadline}}

Task

Draft a structured visual follow-up email centered around a prompt remediation matrix, translating subjective stakeholder comments from the latest generation batch into precise prompt modifications, negative token adjustments, and generation parameters.

Method

1. Review the aesthetic requirements of {{campaign_concept}} against the stakeholder critique provided in {{feedback_round}}.
2. Dissect ambiguous descriptive feedback (e.g., 'too dreamlike', 'unrealistic lighting') into distinct parameter shifts within {{model_stack}}.
3. Isolate primary visual discrepancies across character consistency, lighting balance, style adherence, and composition.
4. Define explicit prompt modifier additions, token weights, and negative prompt additions for each flagged asset in {{batch_id}}.
5. Map out expected impact vectors for each proposed adjustment to prevent regression on approved visual elements.
6. Construct a comprehensive email body accompanied by an actionable prompt remediation matrix.
7. Detail explicit client confirmation requests needed before the model execution phase to meet {{target_deadline}}.

Constraints

• MUST format the core recommendations as a clean markdown matrix with Asset ID, Client Note, Prompt Shift, Parameter Deltas, and Risk Assessment.
• MUST NOT alter aesthetic elements previously signed off in earlier rounds.
• MUST specify negative tokens explicitly rather than generic avoidance guidance.
• Keep email preamble professional, concise, and focused on operational next steps.

Output format

• Executive Summary Paragraph (2-3 sentences)
• Remediation Action Matrix (5 columns: Asset ID | Stakeholder Feedback | Prompt & Weight Adjustments | Negative Token & Seed Changes | Visual Risk Factor)
• Next Steps & Sign-Off Checklist (3-4 bullet points referencing {{target_deadline}})

Self-review

• Verifies every subjective critique is mapped to a concrete diffusion parameter or token weight.
• Checks that all 6 context variables are contextually embedded.
• Ensures prompt modification column contains exact syntactical tokens.