Research and experiments around AI discoverability, content architecture, and digital experience.
A working rendering fixture with reproducible HTML checks and a separate plan for measuring AI retrieval.
What characteristics make websites easier for AI systems to understand and cite?
Exploring where traditional SEO ends and AI optimization begins.