Research notes
Articles
Practical guides on answer engine optimization, question-led content strategy, LLM visibility, testing, and entity clarity.
Answer Engine OptimizationQuestion StrategyContent Structure
Answer Engine Optimization
What Makes An Answer Easy For AI Systems To Reuse?
A grounded framework for making web answers clearer, better supported, easier to retrieve, and harder to misread.
Question Strategy
How To Build A Question Map Before Writing An Article
A practical workflow for collecting, grouping, and prioritizing reader questions before drafting an answer-first article.
Answer Engine Optimization
Answer Engine Optimization Is Not Just SEO With New Labels
A careful definition of answer engine optimization, what still belongs to SEO, what changes, and what to do instead of chasing AI visibility hacks.
Content Structure
The Anatomy Of A Page That Can Be Quoted, Summarized, And Cited
A practical page structure for making answers easier to quote, summarize, cite, verify, and test.