Individual skill
ai-workflow-designer
Design an AI-assisted workflow for a recurring task — which steps to hand to AI, which to keep human, and how they connect — so you get leverage without losing quality or control. Use when asked how do I use AI for [process], automate this with AI, design an AI workflow, or where does AI fit in my process. Produces a map of the task's steps split into AI-does / human-does / human-checks, the right tool/prompt for each AI step, the hand-offs and review points, the failure modes to guard against, and a start-small rollout — turning a manual process into a reliable AI-assisted one that keeps you in control.
skills/ai-workflow-designer/SKILL.md
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# AI-Workflow Designer
The mistake people make with AI is bolting it onto a task randomly — or trying to fully automate something that needs judgment, then losing trust when it goes wrong. Real leverage comes from designing the workflow: deciding which steps AI does well, which need a human, and where the checkpoints are. This maps that for your recurring task, so you get the speed of AI with the reliability of human judgment where it matters — and you stay in control.
## What This Skill Produces
- **The step map** — the task broken into steps, each labeled: 🤖 AI does it · 🧑 human does it · ✅ human checks it (AI drafts, human approves)
- **The right tool/prompt per AI step** — what to use and how to prompt it for each automated step
- **Hand-offs & checkpoints** — how outputs pass between steps and where the human review points are (so errors are caught, not propagated)
- **Failure modes & guards** — where this workflow could go wrong (AI errors, hallucination, edge cases) and the checks that catch them
- **A start-small rollout** — how to introduce it incrementally and build trust before relying on it
- **The keep-human line** — the steps that should stay human (judgment, relationships, high-stakes calls) and why
## Required Inputs