🧠 AI Analysis

AI Model Preference Analyzer

Test and analyze how different AI models prefer various content formats. Optimize your content structure for maximum AI search visibility and citation potential.

12+
AI Models
50+
Content Formats
95%
Accuracy
Real-time
Analysis

AI Model Preference Analyzer

Upload your content or enter a URL to analyze how different AI models prefer various content formats and structures.

Enter the URL of the content you want to analyze

Paste your content (up to 10,000 characters)

Enter competitor URLs (one per line, up to 10 URLs)

Compare your content against competitors

Advanced AI Model Analysis

Understand how different AI models process and prefer various content formats for optimal optimization.

Content Format Testing

Test various content formats against different AI models to determine optimal structure and presentation.

  • Article structures
  • FAQ formats
  • List presentations
  • Schema variations

AI-Friendliness Scoring

Get comprehensive scores on how AI-friendly your content is with specific recommendations for improvement.

  • Clarity scoring
  • Authority signals
  • Factuality assessment
  • E-E-A-T evaluation

Multi-Model Comparison

Compare how different AI models (GPT, Claude, Gemini, etc.) respond to your content formats.

  • GPT-4 analysis
  • Claude preferences
  • Gemini optimization
  • Cross-model insights

Competitive Analysis

Analyze competitor content formats and identify what makes them successful with AI models.

  • Competitor benchmarking
  • Success pattern analysis
  • Gap identification
  • Opportunity mapping

Smart Recommendations

Receive actionable recommendations to optimize your content for specific AI model preferences.

  • Structure improvements
  • Schema enhancements
  • Content optimization
  • Priority actions

Real-time Testing

Test content changes in real-time to see immediate impact on AI model preferences and scoring.

  • Instant analysis
  • Live scoring
  • A/B testing
  • Performance tracking

How AI Model Analysis Works

Our advanced analysis engine tests your content against multiple AI models to provide comprehensive insights.

1

Content Input

Submit your content via URL, direct input, or competitor analysis for comprehensive testing.

2

AI Model Testing

Test your content against multiple AI models to understand format preferences and optimization opportunities.

3

Preference Analysis

Analyze AI model preferences for structure, format, schema, and content presentation styles.

4

Optimization Report

Receive detailed reports with AI-friendliness scores and actionable optimization recommendations.

Optimize Your Content for AI Models

Understand AI model preferences and optimize your content for maximum visibility and citation potential.