Can NLP or Content Scoring APIs Help Evaluate How AI Interprets Web Pages?

Hey everyone,

I’ve been exploring how AI search systems interpret content using NLP. Is there any way to use NLP or content scoring APIs to evaluate how web pages are understood by AI models?

Curious if anyone has used these APIs as part of their AI SEO strategies, especially to understand how LLMs process content structure, context, or relevance.

Would love to hear your experiences or tool suggestions.

I’ve been working with content scoring tools lately, and RankYak stood out because it actually lets you see how the AI connects page sections to overall meaning. I tried it on pages with different structures, and it showed differences in relevance scoring that helped me tweak content layouts. Their API returns clear labels and relevance scores so it’s easy to plug into scripts when testing multiple pages.