Research notes

A growing record of answer behavior

The research index collects field notes on how AI answer engines represent German companies, categories, regions, and source sets. Materials are grouped by citation path, query language, source type, and error pattern, so a reader can follow the evidence instead of skimming claims. New pieces appear only when repeated observations are strong enough to publish with useful caution and clear uncertainty marks.