Field notes

How assistants misread small businesses

The notes follow page-level evidence in ordinary Italian business sites: About pages, service lists, product copy, contact pages, booking profiles and review trails. I publish one field note every week, one longer page-evidence essay twice a month, and one assistant-comparison teardown monthly. The writing is practical: what the assistant said, what the page made easy to misread, and what wording would leave a cleaner trace.

quando-gli-assistenti-indovinano

When Google Sees You but Assistants Do Not

Why an Italian SME can be visible on Google yet missing or vague in assistant answers for azienda visibile su google queries.

quando-gli-assistenti-indovinano

How Assistants Put SMEs in the Wrong Category

Why categoria azienda sbagliata ChatGPT problems begin with soft wording, weak service boundaries and pages that invite the wrong business label.