A German SME can have a careful product page, a decent English export profile, three directory listings, and still be described badly by an answer engine. I review how ChatGPT, Perplexity, and Google AI Overviews read that public record: which sources they cite, which claims they repeat, where German and English evidence diverge, and what has to be repaired before the company can be summarized correctly.
I compare German product pages against English profiles, procurement listings, and trade-directory summaries. The recurring question is simple: which source makes the machine confident, and is that confidence deserved?
Send one business, one market query, or one confusing answer. I will look for the evidence trail behind it.
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