How to Use the AI Model Compatibility Tool
What It Does:
The AI Model Compatibility Tool analyzes how well your website content is understood and utilized by major AI models such as ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), Perplexity, Llama, and Mistral.
Unlike the AI Model Index Checker (which checks if bots can access your content), this tool evaluates how compatible and readable your actual content is for these AI engines — going beyond technical access to focus on semantic structure, clarity, source reliability, and context understanding.
🔍 Why It’s Important:
As AI-powered search and assistants (like ChatGPT, Perplexity, or Google's AI Overviews) become go-to discovery tools, it's no longer just about ranking in Google. Your site needs to be understandable by AI models to be:
- Quoted as a source
- Displayed in AI-generated responses
- Better ranked in AI-overview-enhanced search results
This tool helps ensure your site isn’t just seen by AI—but also used and trusted by AI.
🛠 How It Works:
- Navigate to the AI Model Compatibility Tool in your ClickRank.ai dashboard.
- Select a URL from your website to analyze (you must choose a URL from your connected site).
- Click “Start Analysis.”
📊 What You’ll Get:
Once the scan is complete, you’ll see:
🔥 Compatibility Score (0-100)
- A snapshot score based on all major AI models.
💡 Performance by AI Model:
Each AI model gets an individual score and summary of:
- ✅ What it understands well
- ❌ What it struggles to process
- 📈 Tips to improve understanding
🧠 Key Metrics Reviewed Include:
- Document structure & formatting
- Language clarity
- Entity and source recognition
- Metadata presence
- Domain expertise indicators
- Content authority & trust signals
- Open-source references (for models like LLaMa and Mistral)
✅ Example of Checks:
AI Model | Example Passed | Example Failed |
|---|---|---|
Claude | Topic relevance, factual structure | Missing metadata |
Gemini | High-authority outbound links | Lacking schema structure |
ChatGPT | Clear page titles, defined sections | Outdated publication timestamps |
🎯 Actionable Recommendations:
At the bottom of your report, you'll find a curated list of recommendations to improve your compatibility score. These could include:
- Fixing broken author info or timestamps
- Adding open data references
- Improving document formatting
- Enhancing metadata and schema
- Refining content clarity or depth
You can download the full report or start optimizing right away with ClickRank's built-in tools.
💡 Pro Tip:
Pair this with ClickRank’s automated optimization suite to:
- Auto-fix metadata and structure
- Inject schema and alt text
- Align your content with what AI engines actually prioritize
🙋 Need Help?
If you're unsure how to apply recommendations or where to start, message us via live chat or email [support@clickrank.ai]() — we’re here to make sure your website is not just crawlable, but AI-understandable.
Updated on: 18/08/2025
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