The regex-based query length mapping is smart. Most SEOs eyeball intent — this actually quantifies it.
One thing I’d add: structured data isn’t just for Google anymore, it’s your resume for LLMs. I’ve been treating schema markup as the API layer between my content and AI systems. JSON-LD with...