Send a business query for review

The lab studies how AI answer engines represent and cite German businesses in German and English queries. It looks at citation share inside bounded prompt sets, source selection, language-transfer errors, category drift, unsupported claims, and omissions from plausible answer sets.

The lab does not sell ranking guarantees, citation promises, or one-change fixes. It also avoids broad visibility claims when the evidence comes from only one answer.

The materials are best read as field notes with a method behind them. A reader should look at the prompt, the cited sources, the business label assigned, and the uncertainty marks before applying a finding to their own company or client.

Yes. The lab is most likely to consider topics with a clear business, category, region, and German-English query angle. A useful suggestion includes the company or sector, the query that seems to produce a strange answer, and any public sources that may be shaping it.

It answers when a request fits the research focus and can be reviewed responsibly. Some messages receive a brief directional reply; others may become candidates for a deeper field note if the pattern is observable and useful to practitioners.

The lab waits until the request has been read by someone who can judge the evidence. Simple questions may be answered directly, while research suggestions take longer because the team checks whether the case can be observed without overclaiming.

The base site language is English. The lab’s research focus includes both German and English query behavior, and individual notes may discuss German source wording when the language shift is central to the finding.