Discussion Content Strategy AI Optimization

Need help: How do you brief writers to create content that AI will actually cite? My current briefs aren't working

CO
ContentOps_Megan · Content Operations Manager
· · 89 upvotes · 10 comments
CM
ContentOps_Megan
Content Operations Manager · January 4, 2026

I manage a team of 8 freelance writers. Our content ranks fine in Google but barely gets cited by AI platforms.

I suspect the problem is my briefs. They’re basically traditional SEO briefs:

  • Target keyword
  • Word count
  • Competitor URLs to reference
  • Basic outline

What I’m missing (I think):

  • How to communicate AI optimization requirements
  • Structure/formatting specifications for AI extraction
  • “Information gain” requirements
  • How AI handles content differently than Google

What I need:

  • Brief template that actually produces AI-citable content
  • Specific instructions I can give writers
  • Examples of what good AI-optimized briefs look like

Has anyone cracked this? What does your brief template look like?

10 comments

10 Comments

CE
ContentStrategy_Expert Expert Content Strategy Consultant · January 4, 2026

Your instinct is right - traditional SEO briefs don’t translate to AI visibility.

The fundamental shift:

SEO briefs: “Rank for keyword X” AI briefs: “Be the answer AI wants to cite for question Y”

My AI-optimized brief template:

1. AUDIENCE & INTENT
- Specific audience segment (not just "marketers")
- What they're trying to accomplish
- Search intent category (informational/commercial/etc)

2. THE CORE QUESTION
- The exact question this content answers
- Why someone asks this question
- What they need to understand/do after reading

3. INFORMATION GAIN REQUIREMENTS
- [ ] Original data/research required
- [ ] Expert quote/interview required
- [ ] First-hand experience angle required
- [ ] Unique framework/methodology to present

4. CONTENT STRUCTURE
- Opening: Direct answer in first 50-80 words
- Headers: Written as questions (how AI queries work)
- Required formats: tables, bullet lists, numbered steps
- Sections that need standalone citable summaries

5. COMPETITIVE DIFFERENTIATION
- What existing content lacks
- Our unique angle or expertise
- Information we can provide that competitors can't

6. FORMATTING SPECIFICATIONS
- TL;DR section at top
- Bullet points for key takeaways
- Comparison tables where relevant
- FAQ section at end

7. BRAND VOICE & AUTHOR
- Named author with credentials
- First-person experience where applicable
- Tone and style requirements

This produces fundamentally different content than keyword-focused briefs.

CM
ContentOps_Megan OP · January 4, 2026
Replying to ContentStrategy_Expert

This is incredibly detailed. Thank you.

The “Information Gain Requirements” section is where I’ve been weak. How do you actually communicate what “information gain” means to writers who haven’t heard the term?

CE
ContentStrategy_Expert Expert · January 4, 2026
Replying to ContentOps_Megan

Great question. Here’s how I explain it:

Simple definition: “What new information does this article provide that doesn’t exist elsewhere? If someone could find this exact content on 10 other sites, why would AI cite us?”

Concrete examples I provide:

  1. Original data: “Include at least one stat from our internal data that hasn’t been published elsewhere”

  2. Expert perspective: “Interview [internal expert] and include their direct quotes on [specific question]”

  3. First-hand experience: “Document our actual process for [task], including mistakes we made and what we learned”

  4. Unique framework: “Present our [proprietary methodology] as a step-by-step approach”

What I include in briefs:

“INFORMATION GAIN: This article must include at least 2 of the following:

  • Original research or data we own
  • Interview quotes from named expert
  • Case study from our actual experience
  • Proprietary framework or methodology
  • Contrarian take backed by evidence”

Writers need specific requirements, not abstract concepts.

FS
FreelanceWriter_Sam Freelance Content Writer · January 4, 2026

Writer perspective here - this thread is validating.

Briefs I receive that produce AI-citable content:

  • Clear question the article answers (not just a keyword)
  • Required content elements (tables, lists, specific sections)
  • Information gain mandate with specific options
  • Access to internal experts for quotes
  • Examples of successful AI-cited content to reference

Briefs that don’t work for AI:

  • “Write 2000 words about [keyword]”
  • Competitor URLs without analysis of what’s missing
  • Vague outline without structure requirements
  • No unique angle or differentiator specified

What would help me most:

  1. Tell me WHAT QUESTION we’re answering
  2. Tell me WHAT NEW THING we can contribute
  3. Give me ACCESS to experts or data
  4. Show me EXAMPLES of structure that works

The best clients share which of their articles actually get AI citations so I can learn from the patterns.

AS
AIContent_Specialist Expert · January 3, 2026

Let me add the AI-specific structural requirements:

What AI needs to cite your content:

  1. Direct answer in opening - First 50-80 words should contain THE answer
  2. Self-contained sections - Each H2 should be citable independently
  3. Clear semantic structure - Headers as questions, not clever phrases
  4. Extraction-ready formats - Bullets, numbers, tables for key info
  5. Summary elements - TL;DR, key takeaways, conclusion

Brief language I use:

“STRUCTURE REQUIREMENTS:

Opening paragraph: Directly answer ‘[question]’ in the first 2-3 sentences.

H2 headers: Write as questions that AI might be asked (e.g., ‘How does X work?’ not ‘Understanding X’)

Key information: Present in bullet points or tables that can be extracted verbatim.

Each section: Should make sense if read in isolation - don’t rely on previous sections for context.

Conclusion: Summarize 3-5 key points in bullet format.”

Writers who follow this structure produce content that gets cited 3x more often.

CD
ContentManager_Derek · January 3, 2026

Practical addition: how to handle AI tool usage in briefs.

This is now essential to address because:

  • Writers are using AI for research/drafting
  • AI can help or hurt depending on how it’s used
  • Fact-checking requirements have changed

My brief section on AI usage:

“AI TOOL GUIDELINES:

Acceptable uses:

  • Research assistance and source discovery
  • Outline generation and refinement
  • Grammar and clarity editing
  • Fact-checking verification

Not acceptable:

  • Publishing AI-generated drafts without substantial human rewriting
  • Using AI-generated statistics without verifying original sources
  • Copying AI explanations of complex topics without adding expertise

Requirements:

  • All claims must be verified against original sources
  • Expert quotes must be from real, verifiable experts
  • First-person experience must be genuine human experience
  • Flag any sections where you used AI assistance significantly”

This prevents the “AI-written about AI” problem where content is just repackaged AI output.

EL
EditorInChief_Lisa Editor-in-Chief · January 3, 2026

Adding the review/feedback loop component:

Brief improvement process:

  1. Track what gets cited - Use monitoring to see which articles AI platforms reference
  2. Analyze patterns - What do cited articles have in common?
  3. Update brief template - Add requirements based on what works
  4. Give writers feedback - Show them which of their pieces performed

What we learned from tracking:

  • Articles with original data got cited 4x more
  • First-person experience narratives performed well
  • Comparison tables were frequently extracted verbatim
  • Generic “best practices” lists rarely got cited

This data directly shapes our brief requirements. We now require at least one original data point per article because we know it works.

ST
SEOContent_Tony · January 2, 2026

Template section I want to add:

COMPETITIVE GAP ANALYSIS

Don’t just list competitor URLs. Actually analyze what they’re missing.

“COMPETITIVE GAPS TO ADDRESS:

Competitor A: Covers basics but lacks [specific missing element] Competitor B: Has data but it’s from 2023 Competitor C: No expert perspective or real-world examples

OUR DIFFERENTIATION:

  • We have access to [proprietary data/expert]
  • We can provide [unique angle]
  • We’re positioned to address [gap] that nobody else covers

SPECIFIC OPPORTUNITIES:

  • This question is commonly asked but poorly answered: [question]
  • This format doesn’t exist yet: [proposed format]
  • This data hasn’t been updated since: [date]”

Writers armed with this analysis produce genuinely differentiated content.

CM
ContentOps_Megan OP Content Operations Manager · January 2, 2026

This thread has completely transformed how I think about content briefs. Here’s my revised approach:

New brief template structure:

  1. Core Question (not keyword) - What are we answering?
  2. Audience + Intent - Who and why they’re asking
  3. Information Gain Requirements - Specific original contributions needed
  4. Competitive Gap Analysis - What’s missing that we can provide
  5. Structure Specifications - AI-friendly formatting requirements
  6. AI Tool Guidelines - How writers should/shouldn’t use AI
  7. Author/Expertise Requirements - Who should write this and what credentials needed

Process changes:

  1. Monitor which content gets cited to learn what works
  2. Feed learnings back into brief requirements
  3. Give writers visibility into performance
  4. Iterate template based on data

Immediate next steps:

  1. Create new brief template based on this thread
  2. Set up content citation tracking with Am I Cited
  3. Run pilot with 10 articles using new briefs
  4. Compare citation rates to old brief approach

Thank you all for the incredible insights. This is exactly what I needed.

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Frequently Asked Questions

How do AI-optimized content briefs differ from traditional SEO briefs?
AI briefs focus on search intent, information gain, and structure for extraction rather than just keyword targeting. They emphasize answering questions directly, providing unique insights, and formatting content for AI parsing.
What sections should an AI content brief include?
Include target audience specifics, search intent analysis, information gain requirements, detailed content outline with headers, structural formatting guidelines, brand voice specifications, and AI tool usage guidelines.
How do you communicate 'information gain' to writers?
Provide specific requirements for original data, expert quotes, unique frameworks, or first-hand experience. Include examples of information gain from similar successful content in your portfolio.
Should briefs include AI tool usage guidelines?
Yes. Specify which AI tools writers can use for research/outlining vs drafting, fact-checking requirements, and expectations for human expertise vs AI-assisted content.

Track Which Content Gets AI Citations

Monitor which of your content pieces get cited by AI platforms. Understand what's working so you can brief writers more effectively.

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