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Brand Mentions

2 GoKawiil briefs on this topic

Study: AI chatbot answers shift brand recommendations based on query language

A researcher in Tallinn ran 234 controlled tests across four countries and six languages and found that ChatGPT recommends different companies depending on whether a question is asked in a local language or in English. For example, asking in Norwegian for accounting software surfaced Fiken, Tripletex and Conta, while the identical question in English returned FreshBooks, QuickBooks and Wave. The study found a global brand appeared in just one of 24 local-language runs, while local suppliers appeared in none of 12 English-language runs from Istanbul and Tallinn.

Roof Maxx CEO Details Framework for Filtering Customer Feedback from Noise

The head of roofing maintenance company Roof Maxx describes how his team distinguishes valuable customer feedback from distracting or inaccurate criticism, despite holding a 4.9-star average across more than 20,000 reviews. He notes that even false claims, including inaccuracies generated by AI tools about the brand, can reveal how competitors are positioning the company and inform marketing decisions.