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AI Content Collaboration Workflow

An editorial playbook for deciding what humans must own, where AI may help, and how to keep AI-assisted content on-voice and honest.

Content & WritingIntermediate★ 1,011⑂ 134AI score 9/10Last updated: Oct 27, 2026

What it does

  • Draws ownership boundaries: the "humans own, AI accelerates" keystone — AI may do research synthesis, outlines, first drafts, alternative phrasings, transcription, and at-scale QA flagging; humans must own editorial judgment, voice, fact verification, quote attribution, and final sign-off.
  • Five hybrid workflow patterns: AI-first draft with heavy human edit; human outline + AI draft + human rewrite; AI as research assistant; human writes with AI as editor; AI-at-scale with human sampling — each with tradeoffs and selection criteria.
  • Voice preservation tactics: voice guidelines as prompt context, canonical sample paragraphs as a voice anchor, mid-draft drift checks, a human-written final pass, and a reject-the-bland rule.
  • AI slop prevention: what produces slop, what prevents it, and why readers sense it even when they can't name it.
  • Tiered disclosure framework: always disclose / default disclose / generally unnecessary / clearly fine, plus concrete disclosure wording.
  • Team calibration and an ethical floor: documented AI policy, calibration sessions, onboarding, intellectual-honesty principles, 11+ failure modes, and a 12-point workflow audit.

Who it's for

  • Editorial leaders, content directors, content ops managers
  • In-house teams whose AI-assisted output feels correct but generic
  • Agencies running AI-assisted production across many writers
  • Regulated or trust-sensitive orgs that need an explicit AI usage policy

Examples

  1. "Our blog reads the same as everyone else's since we adopted AI" → apply voice-preservation patterns and rewrite discipline to redesign the editing stage.
  2. "Should an expert-bylined newsletter disclose AI drafting?" → use the disclosure tiers to decide, then draft the disclosure line.
  3. "Eight writers, eight different AI habits" → produce a team AI policy (approved / permission-required / prohibited) plus a calibration cadence.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/rampstackco/claude-skills/HEAD/dist/codex/.agents/skills/ai-content-collaboration/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on AI Skill Mart.
Copy the dist/codex/.agents/skills/ai-content-collaboration folder from the GitHub repo rampstackco/claude-skills into my ~/.claude/skills/rampstackco-ai-content-collaboration/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/rampstackco/claude-skills.git /tmp/claude-skills && mkdir -p ~/.claude/skills && cp -r /tmp/claude-skills/dist/codex/.agents/skills/ai-content-collaboration ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open your terminal.
  2. Clone the repo: git clone https://github.com/rampstackco/claude-skills.git
  3. Create the skills directory: mkdir -p ~/.claude/skills
  4. Copy this skill over: cp -r claude-skills/dist/codex/.agents/skills/ai-content-collaboration ~/.claude/skills/
  5. Confirm the references/ folder came along: ls ~/.claude/skills/ai-content-collaboration
  6. Restart Claude Code and try a prompt like "design our AI-assisted content workflow and disclosure policy" to confirm the skill triggers.
View source on GitHub ↗License: MIT