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AI Content Policy

ai-content-policy

Creates AI-generated content policies with disclosure requirements, quality standards, and review processes. Use when standardizing how your business produces AI-assisted content.

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When to Use This Skill

Use this skill when you need to:

  • Create a policy for how AI-generated content is produced and published
  • Define disclosure requirements for AI-assisted content
  • Establish quality review standards for AI outputs
  • Build a content workflow that integrates AI with human oversight

DO NOT use this skill for company-wide AI ethics policies (use ai-ethics-policy), prompt engineering, or AI tool selection. This is specifically for content production policies involving AI.


Core Principle

AI CONTENT POLICY EXISTS TO MAINTAIN QUALITY AND TRUST — EVERY AI-GENERATED PIECE MUST BE REVIEWED, EDITED, AND APPROVED BY A HUMAN BEFORE IT REACHES YOUR AUDIENCE.


Phase 1: Brief

Required Inputs

Input What to Ask Default
Content types "What content does your business produce? Blog, social, email, reports?" No default — list all types
AI usage level "How much of your content involves AI? All, most, some, or experimenting?" Some — growing
Team size "Who creates and reviews content?" Solo creator
Brand sensitivity "How important is original voice and brand consistency?" Very important
Audience expectations "Do your readers care whether content is AI-assisted?" Somewhat — transparency matters
Industry norms "Does your industry have specific rules about AI content?" None specific

GATE: Confirm the brief before drafting the policy.


Phase 2: Structure

Policy Sections

  1. Purpose — Why this policy exists
  2. Scope — What content types it covers
  3. AI Usage Tiers — Levels of AI involvement
  4. Quality Standards — Review and editing requirements
  5. Disclosure Requirements — When and how to disclose
  6. Prohibited Practices — What is never acceptable
  7. Workflow — Step-by-step content production process
  8. Review Schedule — When to update the policy

GATE: Confirm the structure before writing.


Phase 3: Write

AI Usage Tiers

Define levels of AI involvement:

Tier AI Role Human Role Disclosure
Tier 1: AI-Assisted Research, outline, brainstorming Human writes the final content Optional
Tier 2: AI-Drafted AI produces first draft Human edits substantially (30%+ rewrite) Recommended
Tier 3: AI-Generated AI produces near-final content Human reviews and approves Required

Quality Standards

## Content Quality Requirements

### Before Publishing Any AI-Assisted Content:

**Accuracy Check**
- [ ] All facts verified against primary sources
- [ ] Statistics include source citations
- [ ] No AI hallucinations (fabricated data, fake quotes, nonexistent sources)
- [ ] Technical claims reviewed by subject matter expert (if applicable)

**Voice and Brand**
- [ ] Content matches brand voice and tone guidelines
- [ ] Writing does not sound generic or template-like
- [ ] Personal perspective or experience is woven in where appropriate
- [ ] Industry jargon used correctly (not mimicked incorrectly by AI)

**Originality**
- [ ] Content is not a paraphrase of existing articles
- [ ] Unique insights, examples, or perspectives are included
- [ ] Checked for plagiarism (if high-stakes content)

**Technical**
- [ ] SEO elements are correct (if applicable)
- [ ] Formatting matches platform requirements
- [ ] Links are valid and go to intended destinations
- [ ] Images are original or properly licensed (not AI-generated without review)

Disclosure Standards

## Disclosure Guidelines

**When to disclose:**
- Blog posts where AI generated the majority of the draft
- Marketing materials substantially produced by AI
- Client deliverables involving AI assistance
- Social media content generated entirely by AI

**When disclosure is optional:**
- Content where AI was used for research or brainstorming only
- Lightly edited grammar and style suggestions
- Internal communications

**Disclosure formats:**
- Blog post footer: "This article was written with AI assistance and reviewed by [Name]."
- About page: "We use AI tools to enhance our content creation process. All content is reviewed and approved by our team."
- Client communications: Disclose per client agreement

**What NOT to say:**
- Do not claim AI content is "written by [person]" if AI produced the majority
- Do not hide AI usage when directly asked
- Do not imply human expertise where AI provided the analysis

Prohibited Practices

## Never Do These

- Publish AI content without human review
- Use AI to fabricate testimonials, reviews, or endorsements
- Present AI-generated research as original research
- Use AI to impersonate a specific person's writing style without disclosure
- Input confidential client data into AI tools without consent
- Publish AI-generated content containing unverified medical, legal, or financial advice
- Use AI to generate content that could mislead or deceive the audience

Content Production Workflow

## AI Content Workflow

1. **Brief** — Define topic, audience, intent, and key messages (human)
2. **Research** — Gather sources and data (AI-assisted, human-verified)
3. **Draft** — Produce initial content (AI or human, per tier)
4. **Review** — Edit for accuracy, voice, and quality (human, mandatory)
5. **Approval** — Final sign-off before publishing (human, mandatory)
6. **Publish** — Post with appropriate disclosure (human)
7. **Monitor** — Check for reader feedback and accuracy issues (ongoing)

Phase 4: Polish

1. Content Tier Decision Guide

Help decide the appropriate AI tier for each content type:

Content Type Recommended Tier Rationale
Thought leadership Tier 1 (AI-Assisted) Must reflect personal expertise
SEO blog posts Tier 2 (AI-Drafted) Benefit from AI efficiency with human editing
Social media captions Tier 2 (AI-Drafted) High volume, needs voice editing
Email newsletters Tier 1-2 Depends on personal nature of newsletter
Client reports Tier 1 (AI-Assisted) Client trust requires human authorship
Product descriptions Tier 3 (AI-Generated) Formulaic, volume-driven
Internal docs Tier 3 (AI-Generated) Lower stakes, efficiency priority

2. Policy Communication

  • Share the policy with anyone who creates content for the business
  • Post the customer-facing disclosure on your website
  • Include AI disclosure terms in client contracts where applicable
  • Review and update the policy every 6 months

3. Quality Checklist

## AI Content Policy Checklist

- [ ] AI usage tiers defined (Assisted, Drafted, Generated)
- [ ] Quality standards require human review before all publishing
- [ ] Fact-checking and accuracy verification required for all tiers
- [ ] Disclosure requirements specified by content type
- [ ] Prohibited practices explicitly listed
- [ ] Content workflow includes mandatory human review step
- [ ] Each content type mapped to a recommended AI tier
- [ ] Customer-facing disclosure language is prepared
- [ ] Policy is accessible to all content creators
- [ ] Review schedule set (every 6 months minimum)

Example

Business: Marketing agency producing blog content for clients

Policy excerpt: "All blog posts produced for clients use Tier 2 (AI-Drafted): AI generates the first draft based on a human-created brief, and a senior writer edits at least 30% of the content for accuracy, voice, and originality. Each post is reviewed by the account manager before delivery. Client agreements include a clause disclosing our AI-assisted workflow."

Disclosure: "[Agency] uses AI tools to enhance our content creation process. Every piece of content is briefed by a strategist, reviewed by a senior writer, and approved by your account manager before delivery."


Anti-Patterns

  • No review step — publishing AI content without human review guarantees quality problems. Always review.
  • Over-disclosing — adding "Written by AI" to every social caption when AI was used for grammar is unnecessary. Match disclosure to involvement level.
  • Under-disclosing — claiming full human authorship for AI-generated content erodes trust when discovered. Be honest.
  • One policy for all content — thought leadership requires a different AI tier than product descriptions. Tier your policy.
  • Ignoring client expectations — some clients expect human-written content. Disclose AI usage upfront and get consent.

Recovery

  • Client objects to AI usage: Offer a Tier 1 (AI-Assisted only) option at a premium rate for fully human-written content.
  • AI content quality drops: Tighten the review process. Add a second reviewer or require more substantial editing before publishing.
  • Team member skips the review step: Reinforce the workflow. Implement a publish approval step that requires sign-off.
  • Audience reacts negatively to AI disclosure: Emphasize the human oversight. Audiences care about quality and honesty, not the tools used.

View source on GitHub →