AI Content Workflow Playbook

Use when

Generates a step-by-step operational guide for integrating AI tools into a client's social media content production process — covering tool selection, brand voice calibration, a core prompt library (with reference to the full prompt-engineering-library), quality control, content maturity staging, and a clear list of what AI must never be used for. Draws on frameworks from Upadhyay (2024) and Schaefer (2025). Invoke this skill when a client is already using AI tools without a structured process, when onboarding a new client who wants to scale content production, or when a consultant needs to document and hand over an AI-assisted content workflow to an in-house team. This skill does not replace the brand voice guide (04-brand-voice-intake) or the content calendar (11-content-calendar) — it plugs them into an AI-assisted production system.
Use this skill when it is the closest match to the requested deliverable or workflow.

Do not use this skill for graphic design, video production, software development, or legal advice beyond the repository's stated scope.
Do not use it when another skill in this repository is clearly more specific to the requested deliverable.

Collect the required inputs or source material before drafting, unless this skill explicitly generates the intake itself.
Follow the section order and decision rules in this SKILL.md; do not skip mandatory steps or required fields.
Review the draft against the quality criteria, then deliver the final output in markdown unless the skill specifies another format.

Do not invent client facts, performance data, budgets, or approvals that were not provided or clearly inferred from evidence.
Do not skip required inputs, mandatory sections, or quality checks just to make the output shorter.
Do not drift into out-of-scope work such as code implementation, design production, or unsupported legal conclusions.