playbook-ai-content-workflow
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 when
- 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.
Workflow
- 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.
Anti-Patterns
- 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.
More from peterbamuhigire/social-media-skills
meta-ai-tools-audit
Produces a structured evaluation of AI marketing tools for a specific client, mapped by function (content creation, SEO, social media management, email marketing, automation, analytics, paid advertising, influencer marketing) with East African market accessibility, cost, and capability ratings. Outputs a recommended AI tool stack calibrated to the client's budget profile in UGX. Invoke when a client asks which AI tools to adopt, wants to assess their current AI tool usage, needs to build an AI-powered martech stack, or is evaluating AI capabilities against their marketing goals.
3platform-instagram-visual-system
>
3caption-writer
Writes social media captions for any platform from a brief. Generates 3 variations — short, medium, and long — with a hashtag set for each. Invoke when the user says "write a caption", "write captions for", "I need post copy for", "draft some caption options", or when a content brief is provided and the user needs caption text. Also invoke when working through a content calendar and post copy is needed for specific items.
3playbook-instagram-dm-sales
>
3training-social-media-fundamentals
Generates a foundational social media training guide for clients and their teams who are completely new to social media marketing, or who have been posting without any strategic understanding. Invoke when the user says "write a social media basics guide", "create a beginner training document", "the client doesn't understand social media", "start-here training", or when a client needs to understand social media before any strategy or content work begins. Distinct from training-client-team (operational handover of an existing strategy) and training-diy-content (content creation for self-managing clients). This skill covers what social media is, how it works, and how to approach it intelligently — the conceptual foundation that makes all downstream strategy work land.
3training-ai-prompt-writing
Produces a practical training guide for client teams on prompt engineering for marketing tasks — covering the Alpha-Beta-Gamma-Delta-Epsilon prompt structure, 10 prompt components, 5 prompting approaches, and 7 copywriting frameworks with worked East African examples. Invoke when the user says "create a prompt writing training guide", "teach my team how to use AI for marketing", "write a prompt engineering workshop", "AI copywriting training for staff", or needs a structured training document for client employees who use AI tools to produce marketing content.
3