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How does Teamecho ensure that its AI features do not lead to factual distortions or misinterpretations (e.g., overemphasizing extreme opinions)?

To minimize the risk of misinterpretations or so-called "hallucinations," we rely on a multi-layered quality and security concept:

  • Strict System Prompts: Through precise prompt engineering, our AI models are programmed to generate purely objective summaries. They are explicitly designed to analyze trends neutrally and prevent extreme opinions from being weighted disproportionately.

  • Factual Double-Checks (Key Insights): Since 100% accuracy can never be fully guaranteed with generative AI by nature, we always display the actual, anonymized survey results directly alongside the AI-generated texts in the Key Insights. This allows users to manually verify the data at a glance at any time.

  • Transparent Labeling: All AI-generated content within Teamecho is clearly marked with a purple magic wand icon. Clicking this icon links directly to our AI Policy to ensure users remain aware and informed when interacting with AI insights.