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Reverse-Engineer What LLMs Want to Cite

Generate data-driven content briefs that get your pages referenced in ChatGPT, Perplexity, and Gemini responses. We analyze what's actually being cited—then tell you exactly how to replicate it.

Create Your First AEO Brief See How It Works

Traditional Content Briefs Were Built for Google

Your content briefs optimize for search engines. Word count. Keyword density. Header structure. That playbook worked when Google was the only game in town.

But AI search is different:

  • LLMs don't rank pages—they cite sources
  • There's no 'on-page SEO checklist' for getting referenced by ChatGPT
  • Agencies are guessing what makes content citation-worthy
  • Traditional briefs produce content that ranks on Google but gets ignored by AI
  • No methodology for reverse-engineering LLM responses
  • Writers don't know what 'optimize for AI' actually means

You can't brief writers on AI optimization if you don't know what LLMs are looking for.

Content Briefs Built for the AI Era

NeurativeAI scrapes actual LLM responses across ChatGPT, Gemini, and Perplexity—plus every source they cite. Then our machine learning identifies exactly what those cited pages have in common. The result? Briefs that tell writers precisely what to include to get referenced.

From Target Prompt to Actionable Brief in Minutes

1. Select Your Target Prompts

Use prompts from Prompt Generation or enter your own. Batch multiple prompts together for richer analysis—the more data, the smarter the brief.

2. We Scrape the LLM Landscape

Our system queries ChatGPT, Gemini, and Perplexity with your target prompts. We capture full responses, cited sources, referenced entities, and content structure.

3. Machine Learning Finds the Patterns

What do cited sources have in common? Which entities appear consistently? What topics get covered? What's the content structure? We analyze everything and identify ranking factors.

4. Get Your AEO Brief

A comprehensive, writer-ready brief with specific instructions: entities to include, topics to cover, semantic relationships, content structure, word count, and source recommendations.

⏱️ Brief Generation Time: 2-5 minutes

Everything Writers Need to Get Cited

We don't just look at one AI—we scrape responses from ChatGPT, Gemini, and Perplexity to identify universal citation patterns across the major players.

We don't just look at one AI—we scrape responses from ChatGPT, Gemini, and Perplexity to identify universal citation patterns across the major players.

How We Reverse-Engineer LLM Citations

1. Response Capture

Query target prompts across ChatGPT, Gemini, and Perplexity. Capture full responses including inline citations and source links.

2. Source Scraping

Pull every cited source. Analyze content, structure, entities, topics, word count, and semantic patterns.

3. Pattern Identification

Machine learning identifies what cited sources share. What entities appear in 80%+ of citations? What topics are universal? What structures repeat?

4. Brief Generation

Transform patterns into actionable requirements. Specific, measurable, writer-ready instructions.

The result: Briefs based on what actually gets cited, not what we think should get cited.

How Agencies Use AEO Briefs

Net-New Content Creation

Building new pages designed to capture AI citations from day one. Give writers briefs that produce citation-worthy content.

Existing Content Optimization

Run briefs against prompts your pages should rank for. Identify gaps between what you have and what gets cited.

Client Deliverables

Professional AEO briefs that demonstrate your agency understands AI search. Differentiate from competitors still using traditional SEO briefs.

Content Strategy Planning

Before committing to content, see exactly what it takes to rank. Make informed decisions about resource investment.

Competitive Analysis

Understand what competitors are doing right (and wrong) in the AI citation game. Build content that out-performs.

Benefits

🎯 Data-Driven, Not Theory

Briefs built on actual LLM behavior—what's being cited right now, not what we assume matters.

🤖 Multi-LLM Coverage

Optimize for ChatGPT, Gemini, AND Perplexity simultaneously. One brief, universal citation potential.

✍️ Writer-Ready Output

No interpretation needed. Clear, specific instructions that any skilled writer can execute.

📊 Measurable Requirements

"Include these 12 entities" not "include relevant entities." Specific enough to verify compliance.

⏱️ Hours to Minutes

Manual LLM response analysis? Days. NeurativeAI? Minutes.

📈 Proven Methodology

Agencies using AEO briefs report 3x improvement in LLM citation rates within 90 days.*

🔗 Integrated Workflow

Connects directly to Prompt Generation. Target → Brief → Create → Track.

What's In an AEO Brief?
Sample Brief Structure
SectionWhat's Included
Target Prompts The prompt(s) this brief optimizes for
Entity Requirements Specific entities to mention (names, concepts, terms)
Topic Coverage Required topics and subtopics to address
Semantic Relationships Key triplets and conceptual connections
Content Structure Recommended sections and organization
Word Count Range Depth guidance based on cited sources
Source Recommendations Types of sources to cite/reference
Competitor Insights What currently-cited pages do well
Quality Signals Authority indicators that correlate with citations
Traditional Content Briefs vs. AEO Briefs
Traditional BriefNeurativeAI AEO Brief
Optimizes for Google rankings Optimizes for LLM citations
Keyword-focused Entity and semantic-focused
Based on SERP analysis Based on LLM response analysis
Generic best practices Data-driven requirements
One search engine Multi-LLM coverage
Guessing at AI optimization Reverse-engineered from actual citations
Writers interpret requirements Writers execute specific instructions

FAQ Section

Stop Guessing What AI Wants to Cite

Give your writers briefs that produce citation-worthy content. Reverse-engineer LLM responses, identify what actually matters, and create content that shows up in AI search.

Create Your First AEO Brief

Works standalone or with Prompt Generation

Schedule a Demo

to see AEO Briefs in action