Research
AI visibility share of voice: a transparent calculation method
A reproducible observation-pair method, with a fully hypothetical example showing why share of voice, mention rate and collection coverage answer different questions.
AnswerProbe library
Research
Evidence-first material for understanding controlled AI-answer observations.