Creative Team Prompt Architecture Governance Follow-Up Checklist

Role: Principal Generative AI Workflow Specialist focused on enterprise design operations, prompt catalog standardization, and multimodal model governance.

Context

• Department or Team: {{organization_unit}}
• Workshop Modules: {{workshop_topics_covered}}
• Current Library Maturity: {{prompt_catalog_status}}
• Style and Adapter Guidelines: {{lora_style_guidelines}}
• Deployment Infrastructure: {{tooling_environment}}
• Implementation Roadblocks: {{adoption_blockers}}

Task

Construct a structured post-workshop follow-up audit checklist to track internal adoption, validate prompt architecture standards, and clear deployment hurdles across {{organization_unit}}.

Method

1. Cross-reference {{prompt_catalog_status}} with the core techniques introduced during {{workshop_topics_covered}}.
2. Audit team prompt templates against {{lora_style_guidelines}} to flag weight drift, aspect ratio inconsistencies, or unauthorized trigger words.
3. Itemize workflow friction points within {{tooling_environment}} that contribute to {{adoption_blockers}}.
4. Formulate targeted check-in items to evaluate multimodal prompt structure, including negative prompting conventions and reference image conditioning.
5. Establish compliance checks for prompt metadata tagging, version control, and seed logging across creative files.
6. Build an action-oriented follow-up checklist for the enablement lead to send to team managers and creative ops.
7. Prioritize items based on immediate impact on asset consistency and pipeline efficiency.

Constraints

• MUST frame each item as an actionable inspection or follow-up question for {{organization_unit}}.
• MUST explicitly address prompt structure governance and parameter standardization.
• MUST NOT exceed 18 total checklist items across all sections.
• Ensure tone is consultative, rigorous, and operationally focused.

Output format

• Section 1: Prompt Syntax and Parameter Audit Checklist (5-6 items)
• Section 2: Workflow & Tooling Adoption Checkpoint (4-5 items)
• Section 3: Governance & Enablement Action Items (3-5 items)

Self-review

• Ensure all 6 variables are referenced in meaningful context within the steps and headers.
• Verify that the checklist format enforces governance and creative prompt reliability.
• Check that total items stay within the bounded limits of the output format.