Field notes

Measuring what AI repeats

The blog is a working notebook on AI visibility for French businesses and marketers. I publish one field-note article per week, one measurement method note per month, and one quarterly teardown of an anonymized French SMB visibility pattern. Expect prompt ledgers, source tracing, language comparisons, citation-share notes, correction loops and small warnings against easy metrics that feel reassuring until the same wrong answer returns.