Content That Works for Both Humans and LLMs
All essays·Content Strategy

Content That Works for Both Humans and LLMs

Strike the perfect balance between engaging content and LLM-optimized structure for maximum impact.

Shounak Banerjee
Shounak BanerjeeMarketCurve
December 5, 2024·8 min read
Shounak BanerjeeShounak Banerjee
MarketCurve

Founder of MarketCurve. Writes about brand building, GEO, and what it takes to win in the AI era.

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The Dual-Audience Challenge

Creating content for AEO presents a unique challenge: you need to optimize for AI understanding while keeping content engaging for human readers.

The good news? These goals aren't mutually exclusive. In fact, the best AEO content excels at both.

Understanding How LLMs Process Content

Before diving into strategies, let's understand what LLMs are looking for:

Clarity and Structure

LLMs perform better when content is well-organized with clear hierarchies. Headers, lists, and logical flow help AI understand and extract key information.

Comprehensive Coverage

LLMs favor content that thoroughly addresses a topic. Surface-level content gets surface-level AI representation.

Factual Accuracy

LLMs are trained to recognize and prefer authoritative, accurate information. Unsupported claims or obvious marketing speak may be deprioritized.

Natural Language

Despite being machines, LLMs are trained on human-written content. Natural, conversational writing often performs better than keyword-stuffed alternatives.

The 5 Principles of Dual-Optimized Content

1. Lead with Value, Not Keywords

Bad approach:

"Looking for the best project management software? Our project management tool is the best project management solution for project management needs."

Good approach:

"Managing a growing team's projects can feel like herding cats. Here's a framework that's helped hundreds of teams go from chaos to clarity."

The second approach is more engaging for humans AND provides clearer signals to AI about the content's purpose and value.

2. Use Clear, Descriptive Headers

Headers serve as navigation for both humans and AI. Make them descriptive and informative:

Weak: "Our Solution" Strong: "How Automated Task Assignment Reduces Project Delays by 40%"

3. Answer Questions Directly

When your content addresses a question, answer it clearly and early. Don't bury the answer in paragraph five.

Structure your answers like this:

  1. Direct answer to the question
  2. Supporting context and explanation
  3. Examples or evidence
  4. Related considerations

4. Include Structured Data

Lists, tables, and organized comparisons help both humans scan content and LLMs extract structured information.

Example table format:

FeatureBasic PlanPro Plan
Users5Unlimited
Storage10GB100GB
SupportEmail24/7 Chat

5. Build Credibility Signals

Include elements that signal authority:

  • Data and statistics with sources
  • Expert quotes or contributions
  • Case study references
  • Links to supporting documentation

Content Types That Excel at Dual Optimization

Comprehensive Guides

In-depth resources that thoroughly cover a topic perform well for both SEO and AEO. They satisfy human curiosity while providing rich material for AI extraction.

Comparison Content

Fair, thorough comparisons that help users make decisions are exactly what AI tools look for when users ask "Which X is best for Y?"

FAQ Content

Directly structured as questions and answers, FAQ content aligns perfectly with how users query AI assistants.

How-To Content

Step-by-step guides provide clear value to humans and structured information for AI.

The Quality Imperative

Here's the uncomfortable truth: there's no shortcut to great AEO content. Gaming the system doesn't work when the "system" is designed to identify genuinely helpful content.

The path forward is creating content that's:

  • Genuinely useful to your target audience
  • Thoroughly researched and accurate
  • Well-structured for easy consumption
  • Regularly updated to stay current

Measuring Dual-Optimization Success

Track both human and AI metrics:

Human Metrics:

  • Time on page
  • Scroll depth
  • Conversion rate
  • Social shares

AI Metrics:

  • Mentions in AI responses
  • Citation frequency
  • Sentiment of AI descriptions
  • Position in AI recommendations

When both sets of metrics improve together, you've achieved true dual-optimization.

The Bottom Line

The best AEO content doesn't feel optimized at all. It feels helpful, clear, and comprehensive. That's because the qualities that make content good for humans--clarity, depth, accuracy, usefulness--are the same qualities that make it good for AI.

Focus on creating genuinely excellent content, and the AI visibility will follow.

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